{
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  "group": 2,
  "total_groups": 5,
  "base_commit": "24ac22f5860fa870aaac90c9286e04872c37f196",
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      "DP-800",
      "MB-330",
      "MD-102",
      "MS-700",
      "MS-721",
      "SC-100",
      "SC-200",
      "SC-300",
      "SC-401",
      "SC-900"
    ],
    "guides_in_group": 10,
    "current_objectives": 883,
    "historical_mapped_objectives": 831,
    "future_objectives": 173,
    "current_example_gaps_resolved": 44,
    "remaining_guides_after_group": 28,
    "remaining_groups_after_group": 3,
    "whole_refresh_complete": false
  },
  "method": {
    "roles": [
      "exam/objectives",
      "technical",
      "learning resources"
    ],
    "coordinator_owns_shared_edits": true,
    "complete_input_reading": "Exam researcher read complete immutable guides; final complete diffs and follow-up fixes inspected. Other workers record their narrower semantic reading scope.",
    "research_proposals": "Research reports include proposals; accepted catalog changes and actual final guide/mapping bindings establish applied scope.",
    "fresh_context_review": "Two fresh-context read-only subset reviews passed after coordinator repairs and independent rechecks; complete final guides/diffs read for all ten. Bounded review is not full rubric-2 semantic audit, human review or live execution.",
    "full_independent_semantic_audit": false,
    "human_review": false,
    "live_product_labs_executed": false
  },
  "exams": [
    {
      "exam_code": "SC-900",
      "guide_path": "guides/SC-900-microsoft-security-compliance-identity-fundamentals.md",
      "guide_content_sha256": "7a71756575daff2e38279212e20bd1c29afc54a4acd82e26263f070f19dc3d62",
      "objective_path": "data/objective-snapshots/sc-900-official-objectives.txt",
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      "objective_count": 58,
      "source_validation_id": "sc-900-2026-10-28-remaining-group02-source-validation",
      "link_evidence": {
        "unique_external_links": 67,
        "reachable": 65,
        "access_blocked": 2,
        "missing_or_error": 0
      },
      "source_ids": [
        "ab900-purview-data-explorer",
        "azure-bastion-overview-sc900",
        "azure-ddos-protection-overview-sc900",
        "azure-firewall-overview-sc900",
        "azure-key-vault-overview-sc900",
        "azure-network-security-groups-overview-sc900",
        "azure-private-endpoint-overview",
        "azure-rbac-overview",
        "azure-shared-responsibility",
        "azure-virtual-network-overview",
        "azure-web-application-firewall-overview-sc900",
        "john-savill-certification-materials",
        "john-savill-sc-900-study-cram-v2",
        "linkedin-learning-sc-900-microsoft-press",
        "measureup-sc-900-practice-test",
        "microsoft-defender-for-cloud-docs-sc900",
        "microsoft-defender-for-cloud-introduction-sc900",
        "microsoft-defender-xdr-docs-sc900",
        "microsoft-defender-xdr-overview-sc900",
        "microsoft-entra-access-reviews-overview-sc900",
        "microsoft-entra-agent-identities-sc900",
        "microsoft-entra-authentication-overview-sc900",
        "microsoft-entra-conditional-access-overview",
        "microsoft-entra-documentation",
        "microsoft-entra-id-protection-overview-sc900",
        "microsoft-entra-identity-governance-overview-sc900",
        "microsoft-entra-overview-sc900",
        "microsoft-entra-pim-configure-sc900",
        "microsoft-purview-audit-overview-sc900",
        "microsoft-purview-compliance-manager-sc900",
        "microsoft-purview-data-classification-overview-sc900",
        "microsoft-purview-dlp-overview-sc900",
        "microsoft-purview-docs-sc900",
        "microsoft-purview-ediscovery-sc900",
        "microsoft-purview-insider-risk-management-sc900",
        "microsoft-purview-retention-sc900",
        "microsoft-purview-sensitivity-labels-sc900",
        "microsoft-sc-900-course",
        "microsoft-sc-900-practice-assessment",
        "microsoft-security-virtual-training-days-sc900",
        "microsoft-sentinel-docs-sc900",
        "microsoft-sentinel-overview-sc900",
        "microsoft-service-trust-portal-sc900",
        "microsoft-zero-trust-docs-sc900",
        "microsoft-zero-trust-overview-sc900",
        "ms-102-defender-vulnerability-management",
        "oreilly-sc-900-exam-ref",
        "pluralsight-sc-900",
        "sc-100-defender-cspm",
        "sc-500-sentinel-defender-portal",
        "sc-900-blueprint",
        "sc100-cloud-release",
        "sc100-keyvault-default",
        "sc900-certification-page",
        "sc900-label-policies",
        "sc900-passkey-blog",
        "sc900-passkey-social-blog",
        "sc900-passkey-transition",
        "sc900-privacy",
        "sc900-review-results",
        "sc900-system-preferred",
        "sc900-threat-intelligence",
        "sc900-workload-ca",
        "sc900-workloads",
        "skilling-hub-levelup-sc-900",
        "udemy-sc-900-kevin-brown",
        "whizlabs-sc-900"
      ],
      "outcome": "reviewed-with-blockers",
      "lab_execution": "not-executed",
      "remaining_limits": [
        "Current English CSPM sources omit the earlier opt-in notice; new-subscription default implementation is unconfirmed and actual assessment coverage needs verification.",
        "New examples and learning worksheets are proposed/tabletop only. No new service, tenant, engine or SDK execution.",
        "All new service/tenant/SDK labs are unexecuted; proposed exercises and expected outcomes are not observed product results. Human review and a complete independent semantic audit remain pending."
      ]
    },
    {
      "exam_code": "DP-800",
      "guide_path": "guides/DP-800-developing-ai-enabled-database-solutions.md",
      "guide_content_sha256": "3fac8523619247335b8c64884d5897b548ed055dfb5b08df4e4c12a48cfc4bbd",
      "objective_path": "data/objective-snapshots/dp-800-official-objectives.txt",
      "objective_raw_sha256": "6e54b91dfcc48967be9eec6efffdc43262d965d8a66a01d467c5ccb9c283d862",
      "objective_count": 73,
      "source_validation_id": "dp-800-2026-10-28-remaining-group02-source-validation",
      "link_evidence": {
        "unique_external_links": 97,
        "reachable": 95,
        "access_blocked": 2,
        "missing_or_error": 0
      },
      "source_ids": [
        "dp-300-doc-17",
        "dp-300-doc-29",
        "dp-300-doc-34",
        "dp-300-doc-39",
        "dp-300-doc-41",
        "dp-300-doc-42",
        "dp-420-exam-sandbox",
        "dp-800-ai-generate-chunks",
        "dp-800-ai-generate-embeddings",
        "dp-800-amqp-deprecation-notice",
        "dp-800-analyze-and-prevent-deadlocks",
        "dp-800-application-insights-overview",
        "dp-800-architecture",
        "dp-800-azure-functions-sql-trigger",
        "dp-800-azure-logic-apps-sql-connector",
        "dp-800-azure-samples-azure-sql-db-chat-sk",
        "dp-800-azure-samples-azure-sql-db-invoke-external-rest-endpoints",
        "dp-800-azure-samples-sql-ai-samples",
        "dp-800-azure-sql-features-comparison",
        "dp-800-blueprint",
        "dp-800-certification-page",
        "dp-800-change-data-capture",
        "dp-800-change-event-streaming-overview",
        "dp-800-columnstore-index-overview",
        "dp-800-configuration-reference",
        "dp-800-copilot-in-fabric-faq",
        "dp-800-create-external-model",
        "dp-800-create-external-table",
        "dp-800-create-json-index",
        "dp-800-create-vector-index",
        "dp-800-ctes",
        "dp-800-dab-overview",
        "dp-800-database-instructions-in-ssms",
        "dp-800-design-and-develop-database-solutions",
        "dp-800-dp-800t00-develop-ai-enabled-database-solutions",
        "dp-800-dynamic-data-masking",
        "dp-800-entities-configuration",
        "dp-800-fabric-data-warehouse-mcp-server",
        "dp-800-fabric-sql-database-skills",
        "dp-800-fabric-sql-limitations",
        "dp-800-fabric-sql-security-overview",
        "dp-800-full-text-search",
        "dp-800-fuzzy-string-matching",
        "dp-800-github-copilot-sql-overview",
        "dp-800-identify-query-performance-issues",
        "dp-800-implement-ai-capabilities-in-database-solutions",
        "dp-800-intelligent-sql-search-module",
        "dp-800-json-data-documentation",
        "dp-800-log-analytics-overview",
        "dp-800-mcp-servers-in-ssms",
        "dp-800-microsoft-entra-authentication-for-azure-sql",
        "dp-800-microsoft-learning-dp-800-course-labs",
        "dp-800-microsoft-reactor-dp-800-series",
        "dp-800-microsoft-sql-server-samples",
        "dp-800-o-reilly-sql-server-2025-unveiled",
        "dp-800-over-clause",
        "dp-800-pluralsight-optimizing-vector-search-in-sql-server-2025",
        "dp-800-pluralsight-sql-server-2025-fundamentals-path",
        "dp-800-practice-assessment",
        "dp-800-rag-concepts-documentation",
        "dp-800-regular-expressions-overview",
        "dp-800-rest-overview",
        "dp-800-runtime-configuration",
        "dp-800-schema-comparison",
        "dp-800-secure-optimize-and-deploy-database-solutions",
        "dp-800-sequence-numbers",
        "dp-800-setup-workflow",
        "dp-800-sp-invoke-external-rest-endpoint",
        "dp-800-sql-database-projects",
        "dp-800-sql-encryption-overview",
        "dp-800-sql-graph",
        "dp-800-sql-security-best-practices",
        "dp-800-sql-server-2025-release-notes",
        "dp-800-sql-server-index-design-guide",
        "dp-800-store-database-schema-in-git-tutorial",
        "dp-800-temporal-tables",
        "dp-800-try-catch",
        "dp-800-udemy-dp-800-exam-prep-microsoft-sql-server-ai-developer",
        "dp-800-understand-and-resolve-blocking",
        "dp-800-vector-data-type",
        "dp-800-vector-functions-reference",
        "dp-800-vector-search",
        "dp-800-vector-search-architecture-guide",
        "dp-800-whizlabs-dp-800-sql-ai-developer-associate",
        "dp-800-work-with-change-tracking",
        "dp700-mirror-sql",
        "dp800-dab-auth",
        "dp800-dab-rls",
        "dp800-dab2",
        "dp800-mcp-blog",
        "dp800-session-context",
        "dp800-sql-release",
        "dp800-vector-blog",
        "microsoft-reactor",
        "refresh-g02-fabric-enable",
        "refresh-g02-fabric-mcp",
        "refresh-g02-onelake-mcp"
      ],
      "outcome": "reviewed-with-blockers",
      "lab_execution": "not-executed",
      "remaining_limits": [
        "CES AMQP generic migration wording conflicts with product-specific destination table.",
        "Current vector-index reference contains conflicting DACPAC deployment statements; versioned BACPAC support does not resolve that separate path.",
        "New examples and learning worksheets are proposed/tabletop only. No new service, tenant, engine or SDK execution.",
        "All new service/tenant/SDK labs are unexecuted; proposed exercises and expected outcomes are not observed product results. Human review and a complete independent semantic audit remain pending."
      ]
    },
    {
      "exam_code": "SC-100",
      "guide_path": "guides/SC-100-microsoft-cybersecurity-architect.md",
      "guide_content_sha256": "8c31a5f32ccc0c7ae666d43a2664b9a21d49170329cd4bf6e60cc218ca6b7e92",
      "objective_path": "data/objective-snapshots/sc-100-official-objectives.txt",
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      "objective_count": 81,
      "source_validation_id": "sc-100-2026-10-28-remaining-group02-source-validation",
      "link_evidence": {
        "unique_external_links": 57,
        "reachable": 54,
        "access_blocked": 3,
        "missing_or_error": 0
      },
      "source_ids": [
        "az-305-cloud-adoption-framework",
        "az801-immutable-vault",
        "azure-resource-locks",
        "g02-20261028-cspm-enable",
        "sc-100-agent-conditional-access",
        "sc-100-agent-identities",
        "sc-100-blueprint",
        "sc-100-compliance-manager-multicloud",
        "sc-100-copilot-data-protection",
        "sc-100-course",
        "sc-100-credential",
        "sc-100-defender-cspm",
        "sc-100-defender-easm",
        "sc-100-exam-page",
        "sc-100-exam-readiness-zone",
        "sc-100-exposure-attack-paths",
        "sc-100-global-secure-access",
        "sc-100-john-savill-cram",
        "sc-100-learn-applications-data",
        "sc-100-learn-best-practices",
        "sc-100-learn-infrastructure",
        "sc-100-learn-operations-identity-compliance",
        "sc-100-mcra",
        "sc-100-mcsb-overview",
        "sc-100-measureup-practice",
        "sc-100-mitre-attack",
        "sc-100-official-labs",
        "sc-100-oreilly-exam-ref",
        "sc-100-oreilly-packt-video",
        "sc-100-partner-skilling-playbook",
        "sc-100-pluralsight-path",
        "sc-100-privileged-access",
        "sc-100-secure-ai-platform",
        "sc-100-siem-xdr",
        "sc-100-udemy-alan-rodrigues",
        "sc-100-verified-id-decentralized-identifiers",
        "sc-100-waf-security-checklist",
        "sc-100-whizlabs-coursera-specialization",
        "sc-100-zero-trust-adoption",
        "sc-300-gsa-limitations",
        "sc-500-sentinel-defender-portal",
        "sc100-agent-targeting",
        "sc100-ai-controls",
        "sc100-backup-mua",
        "sc100-ciem",
        "sc100-cloud-release",
        "sc100-copilot-dlp",
        "sc100-iot-retirement",
        "sc100-isoc-blog",
        "sc100-keyvault-api",
        "sc100-keyvault-default",
        "sc100-policy-remediation",
        "sc100-sentinel-migration",
        "sc100-storage-keys",
        "sc100-storage-scan",
        "sc100-storm-blog",
        "sc100-tenant-restrictions"
      ],
      "outcome": "reviewed-with-blockers",
      "lab_execution": "not-executed",
      "remaining_limits": [
        "Earlier Foundational CSPM default-change notice is absent from current English sources; actual default implementation remains unconfirmed. Inspect actual enabled plans/coverage rather than assume either rollout or cancellation.",
        "New examples and learning worksheets are proposed/tabletop only. No new service, tenant, engine or SDK execution.",
        "All new service/tenant/SDK labs are unexecuted; proposed exercises and expected outcomes are not observed product results. Human review and a complete independent semantic audit remain pending."
      ]
    },
    {
      "exam_code": "SC-200",
      "guide_path": "guides/SC-200-microsoft-security-operations-analyst.md",
      "guide_content_sha256": "8ed45a73c9f506d9c466217f09bb5f71e4e5d69826eacf9e35b2db7f3b07c928",
      "objective_path": "data/objective-snapshots/sc-200-official-objectives.txt",
      "objective_raw_sha256": "b03a3ed9dfac76ede2eceb81987d4b208c20eee1376f8bba7de1039015fd5bc4",
      "objective_count": 54,
      "source_validation_id": "sc-200-2026-10-28-remaining-group02-source-validation",
      "link_evidence": {
        "unique_external_links": 61,
        "reachable": 59,
        "access_blocked": 2,
        "missing_or_error": 0
      },
      "source_ids": [
        "ai-200-john-savill-azure-master-class-repository",
        "refresh-g02-sentinel-anomalies",
        "sc-100-partner-skilling-playbook",
        "sc-200-advanced-hunting-overview",
        "sc-200-asr-deployment",
        "sc-200-attack-disruption-configuration",
        "sc-200-azure-diagnostic-settings",
        "sc-200-cloud360-youtube",
        "sc-200-defender-cloud-alert-response",
        "sc-200-defender-custom-detections",
        "sc-200-defender-xdr-alert-tuning",
        "sc-200-endpoint-advanced-features",
        "sc-200-endpoint-custom-data-collection",
        "sc-200-endpoint-response-actions",
        "sc-200-graph-activity-logs",
        "sc-200-john-savill-channel",
        "sc-200-learn-configure-sentinel",
        "sc-200-learn-connect-logs",
        "sc-200-learn-defender-cloud",
        "sc-200-learn-defender-xdr",
        "sc-200-learn-detections-investigations",
        "sc-200-learn-endpoint",
        "sc-200-learn-kql",
        "sc-200-learn-purview",
        "sc-200-learn-security-copilot",
        "sc-200-learn-threat-hunting",
        "sc-200-measureup-practice",
        "sc-200-microsoft-press-exam-ref-second-edition",
        "sc-200-microsoftlearning-labs",
        "sc-200-official-course",
        "sc-200-official-credential",
        "sc-200-official-study-guide",
        "sc-200-oreilly-packt-video",
        "sc-200-oreilly-tim-warner-live",
        "sc-200-pluralsight-path",
        "sc-200-purview-audit-search",
        "sc-200-sentinel-connectors",
        "sc-200-sentinel-graph-overview",
        "sc-200-sentinel-job-comparison",
        "sc-200-sentinel-mcp-get-started",
        "sc-200-sentinel-notebooks",
        "sc-200-sentinel-nrt-rules",
        "sc-200-sentinel-roles",
        "sc-200-sentinel-run-playbooks",
        "sc-200-sentinel-whats-new",
        "sc-200-sentinel-workbooks",
        "sc-200-soc-optimization-reference",
        "sc-200-syslog-cef-ama",
        "sc-200-udemy-dean-ellerby-practice",
        "sc-500-sentinel-defender-portal",
        "sc100-storm-blog",
        "sc200-account-mapping-blog",
        "sc200-activity-connector",
        "sc200-fabric-mirror",
        "sc200-live-response",
        "sc200-mcp-triage",
        "sc200-onboarding",
        "sc200-signin-schema",
        "sc200-table-retention",
        "sc200-threat-intelligence",
        "sc200-unified-hunting"
      ],
      "outcome": "reviewed-with-blockers",
      "lab_execution": "not-executed",
      "remaining_limits": [
        "Sentinel Continuous/NRT eligibility conflicts across current first-party references.",
        "Broad table-tier hunting warning conflicts with newer scoped lake access guidance; extended Analytics history still requires the documented search-job path.",
        "New examples and learning worksheets are proposed/tabletop only. No new service, tenant, engine or SDK execution.",
        "All new service/tenant/SDK labs are unexecuted; proposed exercises and expected outcomes are not observed product results. Human review and a complete independent semantic audit remain pending."
      ]
    },
    {
      "exam_code": "SC-300",
      "guide_path": "guides/SC-300-microsoft-identity-access-administrator.md",
      "guide_content_sha256": "d87fbd64c5887082d3016a5d02fadcad4dbb43323af3243a3fd8ea6cd73d8a0e",
      "objective_path": "data/objective-snapshots/sc-300-official-objectives.txt",
      "objective_raw_sha256": "acdea1bdef69bcf46191872ee09a1b309e9e50b1cc8f1a7b739d416af6bb2263",
      "objective_count": 98,
      "source_validation_id": "sc-300-2026-10-28-remaining-group02-source-validation",
      "link_evidence": {
        "unique_external_links": 72,
        "reachable": 69,
        "access_blocked": 3,
        "missing_or_error": 0
      },
      "source_ids": [
        "g02-20261028-phone-faq",
        "john-savill-certification-materials",
        "mb-820-partner-skilling-hub",
        "md102-app-grant",
        "ms-102-group-licensing",
        "ms102-entra-blog",
        "ms102-entra-connect-version-history",
        "ms102-memberof",
        "ms102-sync-app-auth",
        "ms102-sync-hardening",
        "refresh-g01-entra-branding",
        "sc-100-global-secure-access",
        "sc-300-access-reviews",
        "sc-300-administrative-units",
        "sc-300-app-registration-security",
        "sc-300-authentication-methods",
        "sc-300-blueprint",
        "sc-300-cloud-sync-migration",
        "sc-300-conditional-access-sessions",
        "sc-300-credential",
        "sc-300-cross-tenant-access",
        "sc-300-cross-tenant-sync",
        "sc-300-custom-security-attributes",
        "sc-300-diagnostic-log-options",
        "sc-300-emergency-access",
        "sc-300-entitlement-management",
        "sc-300-gsa-limitations",
        "sc-300-hybrid-scenarios",
        "sc-300-identity-secure-score",
        "sc-300-instructor-course",
        "sc-300-john-savill-cram",
        "sc-300-learn-app-access",
        "sc-300-learn-authentication-access",
        "sc-300-learn-governance",
        "sc-300-learn-identity-management",
        "sc-300-managed-identities-faq",
        "sc-300-mdca-app-control",
        "sc-300-mdca-policies",
        "sc-300-measureup-practice",
        "sc-300-microsoft-press-exam-ref",
        "sc-300-microsoftlearning-labs",
        "sc-300-oreilly-packt-second-edition",
        "sc-300-oreilly-razi-live",
        "sc-300-pim-groups",
        "sc-300-pluralsight-path",
        "sc-300-practice-assessment",
        "sc-300-readiness-zone-workloads",
        "sc-300-registration-campaign",
        "sc-300-risk-remediation",
        "sc-300-temporary-access-pass",
        "sc-300-udemy-john-christopher",
        "sc-300-user-admin-consent",
        "sc-300-whizlabs",
        "sc-300-windows-hello-authentication",
        "sc200-signin-schema",
        "sc300-baseline-scopes",
        "sc300-ca-blog",
        "sc300-catalog-reviews",
        "sc300-cba",
        "sc300-disconnected-reviews",
        "sc300-file-migration",
        "sc300-kerberos",
        "sc300-log-retention",
        "sc300-mdca-release",
        "sc300-restricted-au",
        "sc300-risk-migration",
        "sc300-risk-policies",
        "sc300-role-groups",
        "sc900-passkey-transition",
        "sc900-review-results",
        "sc900-system-preferred",
        "sc900-workload-ca"
      ],
      "outcome": "reviewed-with-blockers",
      "lab_execution": "not-executed",
      "remaining_limits": [
        "Authentication/access domain is25–30% at a glance and20–25% in detailed heading; retain both without choosing.",
        "New examples and learning worksheets are proposed/tabletop only. No new service, tenant, engine or SDK execution.",
        "All new service/tenant/SDK labs are unexecuted; proposed exercises and expected outcomes are not observed product results. Human review and a complete independent semantic audit remain pending."
      ]
    },
    {
      "exam_code": "SC-401",
      "guide_path": "guides/SC-401-administering-information-security-microsoft-365.md",
      "guide_content_sha256": "05f78e3746ded6d6441af3407d9951fa52f2cbb33872f1e22be0a2511f9d8cd6",
      "objective_path": "data/objective-snapshots/sc-401-official-objectives.txt",
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        "old_gap": "Asset loans are only described as temporary replacement flows without a loan/return/lifecycle example.",
        "final_evidence": {
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        "old_gap": "Period templates are only named; learner cannot distinguish display buckets from coverage periods.",
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    ],
    "bounded_content_findings": [
      {
        "id": "DP800-readiness-date",
        "exam_code": "DP-800",
        "severity": "bounded-scope-or-workflow-wording-correction",
        "line": null,
        "finding": "map every March 12, 2026 objective",
        "recommendation": "Update current readiness to October19,2026; March scope is historical.",
        "status": "resolved; correction rechecked in captured final guide"
      },
      {
        "id": "SC401-readiness-date",
        "exam_code": "SC-401",
        "severity": "bounded-scope-or-workflow-wording-correction",
        "line": null,
        "finding": "map every July 28, 2026 subobjective",
        "recommendation": "Update current readiness to October28,2026; July scope is historical.",
        "status": "resolved; correction rechecked in captured final guide"
      },
      {
        "id": "SC900-agent-scope",
        "exam_code": "SC-900",
        "severity": "bounded-scope-or-workflow-wording-correction",
        "line": null,
        "finding": "or—in the current blueprint—an agent",
        "recommendation": "Current explicit type objective says workload identities. Present agents as workload examples, without claiming explicit current-blueprint agent wording.",
        "status": "resolved; correction rechecked in captured final guide"
      },
      {
        "id": "DP800-editorial-instruction",
        "exam_code": "DP-800",
        "severity": "bounded-scope-or-workflow-wording-correction",
        "line": null,
        "finding": "Coordinate with the exam researcher",
        "recommendation": "Remove internal editing coordination sentence from learner content.",
        "status": "resolved; correction rechecked in captured final guide"
      },
      {
        "id": "SC200-anomaly-enable",
        "exam_code": "SC-200",
        "severity": "bounded-scope-or-workflow-wording-correction",
        "line": null,
        "finding": "Put the duplicate in Flighting",
        "recommendation": "Explicitly enable the duplicate in Flighting after tuning; newly duplicated rule starts disabled.",
        "status": "resolved; correction rechecked in captured final guide"
      }
    ],
    "open_bounded_content_findings": 0,
    "objective_coverage_outcome": "All883current and173future detailed objectives have findable substantive bounded teaching after the44 original example/workflow repairs and15 further topic repairs across17 unique MS721 rows. Five bounded wording findings are resolved. This does not assert equal seven-element treatment for every bullet, product execution or resolution of source conflicts.",
    "source_gate_decisions": {
      "blocked": {
        "DP-800": [
          "CES AMQP generic migration wording conflicts with product-specific destination table.",
          "Current vector-index reference contains conflicting DACPAC deployment statements; versioned BACPAC support does not resolve that separate path."
        ],
        "SC-100": [
          "Earlier Foundational CSPM default-change notice is absent from current English sources; actual default implementation remains unconfirmed. Inspect actual enabled plans/coverage rather than assume either rollout or cancellation."
        ],
        "SC-900": [
          "Current English CSPM sources omit the earlier opt-in notice; new-subscription default implementation is unconfirmed and actual assessment coverage needs verification."
        ],
        "SC-200": [
          "Sentinel Continuous/NRT eligibility conflicts across current first-party references.",
          "Broad table-tier hunting warning conflicts with newer scoped lake access guidance; extended Analytics history still requires the documented search-job path."
        ],
        "SC-300": [
          "Authentication/access domain is25–30% at a glance and20–25% in detailed heading; retain both without choosing."
        ],
        "MD-102": [
          "Autopilot main feature table and explicit release say25apps; lower requirements row still gives an incompatible more-than10app restriction. Strongest supported model and remaining discrepancy are both visible; no actual deployment validation."
        ],
        "MS-700": [
          "Current private-channel Workflows announcement and Flow bot known-issues guidance conflict."
        ]
      },
      "passed": [
        "SC-401",
        "MB-330",
        "MS-721"
      ],
      "boundary": "Coordinated source gate decisions remain subject to fresh-context review; bounded useful guidance does not establish conflict resolution or live execution.",
      "rejected_hypotheses": {
        "exam_code": "MS-721",
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  "exam_research": {
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    "reviewed_on": "2026-10-28",
    "role": "Read-only exam/objective researcher",
    "scope": [
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    "recommendations_path": "exam-recommendations.json",
    "proposed_sources_path": "exam-proposed-sources.json",
    "source_matches_path": "exam-source-matches.json",
    "counts": {
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      "current_objectives": 883,
      "future_objectives": 173,
      "current_partial_example_workflow_objectives": 44,
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    },
    "exams": [
      {
        "exam_code": "SC-900",
        "guide_lf_sha256": "1d76e9d219abf07492eaf7212e361f0ef97655db91f8092f7f21573799bc34c0",
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        "current_group_count": 14,
        "current_partial_count": 0,
        "future_detailed_objective_count": 0,
        "proposed_current_effective_on": "2026-10-21",
        "metadata_snapshot_recommendation": "58 objectives/14 groups; scope names workload identities and Microsoft Threat Intelligence. Guide already teaches both substantively. Replace stale current-agent wording and July/future framing, retain historical evidence.",
        "snapshot_action": "after content repairs and review, archive exact accepted bytes and accept candidate with dated record",
        "accepted_status": {
          "skills_versions": [
            "Skills measured as of July 28, 2026"
          ],
          "upcoming_announcements": []
        },
        "accepted_status_raw_sha256": "e30d4fb5e0caad181ec1103c2b5568e3a48f409355252463a859319e523c6ee7",
        "candidate_status": {
          "skills_versions": [
            "Skills measured as of October 21, 2026"
          ],
          "upcoming_announcements": []
        },
        "candidate_status_raw_sha256": "4a10a1213107b8b2d03da3e952b2791d172d9e97c4f56de314a5b16424fc466c",
        "raw_objective_diff": "--- C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\before\\data\\objective-snapshots\\sc-900-official-objectives.txt\n+++ C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\objective-snapshots\\sc-900-official-objectives.txt\n@@ -1,4 +1,4 @@\n-Skills measured as of July 28, 2026\n+Skills measured as of October 21, 2026\n Audience profile\n This exam is targeted to you, if you’re looking to familiarize yourself\n with the fundamentals of security, compliance, and identity (SCI) across\n@@ -33,7 +33,7 @@\n Describe the capabilities of Microsoft Entra (25–30%)\n Describe function and identity types of Microsoft Entra ID\n Describe Microsoft Entra ID\n-Describe types of identities, including agent ID\n+Describe types of identities, including workload identities\n Describe hybrid identity\n Describe authentication capabilities of Microsoft Entra ID\n Describe the authentication methods\n@@ -76,7 +76,7 @@\n Describe Microsoft Defender for Cloud Apps\n Describe Microsoft Defender for Identity\n Describe Microsoft Defender Vulnerability Management\n-Describe Microsoft Defender Threat Intelligence (Defender TI)\n+Describe Microsoft Threat Intelligence\n Describe the Microsoft Defender portal\n Describe the capabilities of Microsoft compliance solutions (20–25%)\n Describe Microsoft Service Trust Portal and privacy principles\n",
        "catalog_prerequisite_read": "No formal prerequisite; basic cloud, identity, and security vocabulary is helpful.",
        "prerequisite_alignment": "Broadly aligned with published role/audience. Study-background guidance is not a formal certification prerequisite; SC100 separately states required qualifying credential.",
        "seed_record": {
          "vendor_id": "microsoft",
          "exam_code": "SC-900",
          "title": "Microsoft Certified: Security, Compliance, and Identity Fundamentals",
          "official_url": "https://learn.microsoft.com/en-us/credentials/certifications/security-compliance-and-identity-fundamentals/",
          "status": "active",
          "source_id": "microsoft-azure-current",
          "lifecycle": {
            "checked_on": "2026-09-30",
            "blueprint_updates": [
              {
                "effective_on": "2026-10-21",
                "language": "en",
                "source_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/sc-900"
              }
            ]
          }
        },
        "latest_source_review": {
          "id": "sc-900-2026-08-31-source-validation",
          "exam_code": "SC-900",
          "guide_path": "guides/SC-900-microsoft-security-compliance-identity-fundamentals.md",
          "review_type": "source-validation",
          "reviewed_on": "2026-09-27",
          "outcome": "passed",
          "blueprint_snapshot_path": "data/objective-snapshots/sc-900-official-objectives.txt",
          "blueprint_snapshot_sha256": "e2869853685f48f936c2833bda16c5065a629346c7f5d1c9cd5aa91f9d1a3b91",
          "objective_coverage": [
            {
              "objective_group": "Describe the concepts of security, compliance, and identity",
              "guide_sections": [
                "Part 1",
                "Part 6 — Objective-to-scenario drill",
                "Labs 3–4"
              ]
            },
            {
              "objective_group": "Describe the capabilities of Microsoft Entra",
              "guide_sections": [
                "Part 2",
                "Part 6 — Objective-to-scenario drill",
                "Labs 1–2"
              ]
            },
            {
              "objective_group": "Describe the capabilities of Microsoft security solutions",
              "guide_sections": [
                "Parts 3–4",
                "Part 6 — Objective-to-scenario drill",
                "Labs 3 and 5"
              ]
            },
            {
              "objective_group": "Describe the capabilities of Microsoft compliance solutions",
              "guide_sections": [
                "Part 5",
                "Part 6 — Objective-to-scenario drill",
                "Labs 4–5"
              ]
            }
          ],
          "checks": {
            "official_objectives_mapped": true,
            "material_claims_sourced": true,
            "volatile_claims_labeled": true,
            "links_and_local_references_valid": true,
            "exam_integrity_policy_passed": true
          },
          "link_evidence": {
            "unique_external_links": 66,
            "reachable": 64,
            "access_blocked": 2,
            "missing_or_error": 0
          },
          "notes": "Whole guide read; 58 October objectives in 14 groups individually mapped while retaining July 28 baseline. Add four worked examples, two labs, and answers for all six old plus twelve new checks (18 total). Clarify workload identities, human/software policy, access-review application, segmentation/NSG flows, label publication, retention and threat-intelligence evidence. Add two qualified passkey blog exercises, current product/lifecycle notes and five checkpoints. Eight offline checks passed; no tenant execution; human review pending. See docs/research/2026-09-27-sc-900-deep-review.md"
        },
        "latest_deep_review": {
          "exam_code": "SC-900",
          "reviewed_on": "2026-09-27",
          "guide_sha256": "f886b3664742cfbde3c525439d00a1abdaba9a50b70a534058d8fd0e53c03396",
          "objective_count": 58,
          "outcome": "reviewed",
          "report_path": "docs/research/2026-09-27-sc-900-deep-review.md",
          "evidence_paths": [
            "ADLC_Docs/operations/2026-09-27-sc-900-deep-review.json"
          ],
          "lab_execution": "offline-only",
          "remaining_limits": [
            "Accepted July 28 snapshot preserved; 58 October 21 bullets mapped separately.",
            "No identity, Conditional Access, access review, NSG, Key Vault, Purview, Sentinel, credential or other tenant action executed. Seven labs are learner exercises/tabletops.",
            "Current passkey dates are population/provider/cloud specific; enrolled/registered/preferred does not establish enforced authentication strength or tenant rollout.",
            "Threat-intelligence ISOC and vulnerability-management portal experiences include preview scope. Current tenant access and licensing not independently tested.",
            "Paid lessons/question banks not reviewed; O'Reilly and Udemy blocked. Partner/Whizlabs/YouTube/Service Trust shells and direct practice empty response do not establish underlying content. Earlier runtimes explicitly historical; current Learn module total not timed.",
            "First blog public article read; second reviewed only introduction/initial-access/mitigation sections, not all technical queries/indicators. No attack reproduction or gated intelligence access.",
            "Same-context AI research/repair; independent and human review pending."
          ]
        },
        "report_read": {
          "path": "docs/research/2026-09-27-sc-900-deep-review.md",
          "raw_sha256": "16b786cfe689f4b9abee30c603e61aee9cb6836c02179a7a30ff7f387149beb8",
          "scope": "Complete report read; prior same-context claims remain historical, no backfill or independent-review inference."
        }
      },
      {
        "exam_code": "DP-800",
        "guide_lf_sha256": "572b60c987f405d24ddebc7dc67dc2a5a4e98a99cb8641e0d4b4aca091b9faf6",
        "accepted_objective_raw_sha256": "5302e42b10e2f414caa1fba1ef4e641ecfb85b44d87bb39635b5caea2ac79e7f",
        "candidate_objective_raw_sha256": "6e54b91dfcc48967be9eec6efffdc43262d965d8a66a01d467c5ccb9c283d862",
        "current_objective_raw_sha256": "6e54b91dfcc48967be9eec6efffdc43262d965d8a66a01d467c5ccb9c283d862",
        "accepted_detailed_objective_count": 73,
        "current_detailed_objective_count": 73,
        "current_group_count": 11,
        "current_partial_count": 6,
        "future_detailed_objective_count": 0,
        "proposed_current_effective_on": "2026-10-19",
        "metadata_snapshot_recommendation": "73 objectives/11 groups; ANN/KNN, columnstore and Copilot naming changed. CES remains in integration objective but was removed from embedding-maintenance bullet. Keep CES maintenance as related context. Fuzzy current docs now honor supported input collations.",
        "snapshot_action": "after content repairs and review, archive exact accepted bytes and accept candidate with dated record",
        "accepted_status": {
          "skills_versions": [
            "Skills measured as of March 12, 2026"
          ],
          "upcoming_announcements": []
        },
        "accepted_status_raw_sha256": "ecb77b470a153b997472251d5d3a4c146e483de9c7bc4b9f71c0977471d850a5",
        "candidate_status": {
          "skills_versions": [
            "Skills measured as of October 19, 2026"
          ],
          "upcoming_announcements": []
        },
        "candidate_status_raw_sha256": "10ef32f740b30f922754046da34e4338a0d2a0b697049d30b94ace8949226237",
        "raw_objective_diff": "--- C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\before\\data\\objective-snapshots\\dp-800-official-objectives.txt\n+++ C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\objective-snapshots\\dp-800-official-objectives.txt\n@@ -1,4 +1,4 @@\n-Skills measured as of March 12, 2026\n+Skills measured as of October 19, 2026\n Audience profile\n As a candidate for this Microsoft Certification, you should have subject\n matter expertise in designing and developing AI-enabled database\n@@ -28,7 +28,7 @@\n Design and develop database solutions (35–40%)\n Design and implement database objects\n Design and implement tables, including data types, size, columns,\n-indexes, and column store indexes\n+indexes, and columnstore indexes\n Design and implement specialized tables, including in-memory,\n temporal, external, ledger, and graph\n Design and implement JSON columns and indexes\n@@ -57,7 +57,7 @@\n Implement error handling\n Design and implement SQL solutions by using AI-assisted tools\n Interpret security impact of using AI-assisted tools\n-Enable GitHub Copilot and Microsoft Copilot in Fabric\n+Enable GitHub Copilot and Copilot in Fabric\n Configure model and Model Context Protocol (MCP) tool options in a\n GitHub Copilot or Copilot in Fabric chat session\n Create and configure GitHub Copilot instruction files\n@@ -116,7 +116,7 @@\n Create and manage external models\n Choose an embedding maintenance method, including table triggers,\n Change Tracking, Azure Functions with SQL trigger binding, Azure Logic\n-Apps, CDC, CES, and Microsoft Foundry\n+Apps, CDC, and Microsoft Foundry\n Identify which columns to include in embeddings\n Design and implement chunks for embeddings\n Generate embeddings\n@@ -128,7 +128,7 @@\n Identify when to use vector-related types and functions for semantic\n searching, including VECTOR_NORMALIZE, VECTOR_DISTANCE,\n VECTORPROPERTY, and VECTOR_SEARCH\n-Choose between using ANN and ENN for vector search\n+Choose between using ANN and KNN for vector search\n Evaluate vector index types and metrics\n Implement vector search\n Implement hybrid search\n",
        "catalog_prerequisite_read": "T-SQL development, relational and JSON design, Microsoft SQL platforms, security, performance tuning, Git and CI/CD, APIs and change processing, plus model, embedding, vector search, and RAG fundamentals.",
        "prerequisite_alignment": "Broadly aligned with published role/audience. Study-background guidance is not a formal certification prerequisite; SC100 separately states required qualifying credential.",
        "seed_record": {
          "vendor_id": "microsoft",
          "exam_code": "DP-800",
          "title": "Microsoft Certified: SQL AI Developer Associate",
          "official_url": "https://learn.microsoft.com/en-us/credentials/certifications/developing-ai-enabled-database-solutions/",
          "status": "active",
          "source_id": "microsoft-azure-current",
          "lifecycle": {
            "checked_on": "2026-09-30",
            "blueprint_updates": [
              {
                "effective_on": "2026-10-19",
                "language": "en",
                "source_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/dp-800"
              }
            ]
          }
        },
        "latest_source_review": {
          "id": "dp-800-2026-08-31-source-validation",
          "exam_code": "DP-800",
          "guide_path": "guides/DP-800-developing-ai-enabled-database-solutions.md",
          "review_type": "source-validation",
          "reviewed_on": "2026-09-27",
          "outcome": "passed",
          "blueprint_snapshot_path": "data/objective-snapshots/dp-800-official-objectives.txt",
          "blueprint_snapshot_sha256": "5302e42b10e2f414caa1fba1ef4e641ecfb85b44d87bb39635b5caea2ac79e7f",
          "objective_coverage": [
            {
              "objective_group": "Design and develop database solutions",
              "guide_sections": [
                "Sections 1–2",
                "All integrated scenarios",
                "Labs 1–2"
              ]
            },
            {
              "objective_group": "Secure, optimize, and deploy database solutions",
              "guide_sections": [
                "Section 3",
                "All integrated scenarios",
                "Labs 3–7"
              ]
            },
            {
              "objective_group": "Implement AI capabilities in database solutions",
              "guide_sections": [
                "Section 4",
                "Tenant-safe support RAG scenario",
                "Labs 7–8"
              ]
            }
          ],
          "checks": {
            "official_objectives_mapped": true,
            "material_claims_sourced": true,
            "volatile_claims_labeled": true,
            "links_and_local_references_valid": true,
            "exam_integrity_policy_passed": true
          },
          "link_evidence": {
            "unique_external_links": 94,
            "reachable": 92,
            "access_blocked": 2,
            "missing_or_error": 0
          },
          "notes": "Whole guide read and all 73 October objectives in eleven groups mapped; March 12 baseline retained. Correct stale CES-removal and English-only statements, RLS update protection, embedding-model scope and DAB 2.0 identity defaults. Add five worked examples, two labs, 44 answers and two qualified Microsoft blog exercises. Clarify change retention/retries, embedding version guards, vector retrieval/evaluation and Fabric mirroring boundaries. Ten synthetic assertions and one JSON parse passed; no SQL, DAB or Azure execution. Three research checkpoints added; human review pending. See docs/research/2026-09-27-dp-800-deep-review.md"
        },
        "latest_deep_review": {
          "exam_code": "DP-800",
          "reviewed_on": "2026-09-27",
          "guide_sha256": "ce2292eb60f83069e5f0297c0887a4352611dc84c15b6cce5b963ffc8e1b2a1c",
          "objective_count": 73,
          "outcome": "reviewed",
          "report_path": "docs/research/2026-09-27-dp-800-deep-review.md",
          "evidence_paths": [
            "ADLC_Docs/operations/2026-09-27-dp-800-deep-review.json"
          ],
          "lab_execution": "offline-only",
          "remaining_limits": [
            "March 12 accepted baseline retained; all 73 October 19 objectives separately mapped. Live October bullets retain CES, correcting the earlier broad-sweep removal observation.",
            "No SQL engine, Azure/Fabric tenant, DAB, model, API, event stream, RLS or retrieval lab executed. Synthetic assertions and JSON syntax do not validate product behavior.",
            "Vector datatype and SQL Server release documentation differ on the float16 preview dimension limit; the guide uses the conservative shared bound and requires engine/type/build/driver verification for a higher limit. Recheck scheduled.",
            "O'Reilly and Udemy retrieval blocked. Whizlabs and Practice Assessment expose only shells; no quiz, paid lessons or signed-in assessment reviewed. Learn path durations remain historical and are labeled accordingly.",
            "Sample repository landing READMEs, lab index and Reactor schedule reviewed; sample files, videos, linked downloads and performance benchmarks not executed.",
            "Same-context AI research/repair; independent and human review pending."
          ]
        },
        "report_read": {
          "path": "docs/research/2026-09-27-dp-800-deep-review.md",
          "raw_sha256": "ce40dd015b78ace85dacab87e9a4b3a73014d061a8f6f109fe372ebc2a94cb47",
          "scope": "Complete report read; prior same-context claims remain historical, no backfill or independent-review inference."
        }
      },
      {
        "exam_code": "SC-100",
        "guide_lf_sha256": "6a15647d47ba40a3b213e072616003e1a30adde4d3e2e4916cd6eeb267e9696b",
        "accepted_objective_raw_sha256": "342b0f01a93d8047a5dbc4ecc9d9529b94191d6cab60c99af7307251aaee6099",
        "candidate_objective_raw_sha256": "ff060882f7f464b9154a8d4b96c581f995ef217fbeb1b9138336690bc4a75ef9",
        "current_objective_raw_sha256": "ff060882f7f464b9154a8d4b96c581f995ef217fbeb1b9138336690bc4a75ef9",
        "accepted_detailed_objective_count": 81,
        "current_detailed_objective_count": 81,
        "current_group_count": 14,
        "current_partial_count": 0,
        "future_detailed_objective_count": 0,
        "proposed_current_effective_on": "2026-10-21",
        "metadata_snapshot_recommendation": "81 objectives/14 groups; SOAR expansion and Microsoft365Copilot naming. Current credential prerequisites are one of SC300,SC200,CloudAndAISecurityEngineer Associate plus SC100; expert depth in one domain expected.",
        "snapshot_action": "after content repairs and review, archive exact accepted bytes and accept candidate with dated record",
        "accepted_status": {
          "skills_versions": [
            "Skills measured as of July 28, 2026"
          ],
          "upcoming_announcements": []
        },
        "accepted_status_raw_sha256": "e30d4fb5e0caad181ec1103c2b5568e3a48f409355252463a859319e523c6ee7",
        "candidate_status": {
          "skills_versions": [
            "Skills measured as of October 21, 2026"
          ],
          "upcoming_announcements": []
        },
        "candidate_status_raw_sha256": "4a10a1213107b8b2d03da3e952b2791d172d9e97c4f56de314a5b16424fc466c",
        "raw_objective_diff": "--- C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\before\\data\\objective-snapshots\\sc-100-official-objectives.txt\n+++ C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\objective-snapshots\\sc-100-official-objectives.txt\n@@ -1,4 +1,4 @@\n-Skills measured as of July 28, 2026\n+Skills measured as of October 21, 2026\n Audience profile\n As a Microsoft cybersecurity architect, you translate a cybersecurity\n strategy into capabilities that protect the assets, business, and\n@@ -65,7 +65,7 @@\n Design a solution for centralized logging and auditing, including\n Microsoft Purview Audit\n Design monitoring to support hybrid and multicloud environments\n-Design a solution for security orchestration and automated response\n+Design a solution for security orchestration, automation, and response\n (SOAR), including Microsoft Sentinel and Microsoft Defender XDR\n Design and evaluate security workflows, including incident response,\n threat hunting, and incident management\n@@ -164,8 +164,8 @@\n Evaluate device management solutions that include Microsoft Intune\n Evaluate solutions for securing data in Microsoft 365 by using\n Microsoft Purview\n-Evaluate data security and compliance controls in Microsoft Copilot\n-for Microsoft 365 services\n+Evaluate data security and compliance controls in Microsoft 365\n+Copilot\n Design solutions for securing applications\n Evaluate the security posture of existing application portfolios\n Evaluate threats to business-critical applications by using threat\n",
        "catalog_prerequisite_read": "Expert skill in at least one security domain plus practical experience across identity and access, platform protection, security operations, data and AI security, application security, hybrid and multicloud infrastructure, architecture tradeoffs, governance, resilience, and controlled delivery.",
        "prerequisite_alignment": "Broadly aligned with published role/audience. Study-background guidance is not a formal certification prerequisite; SC100 separately states required qualifying credential.",
        "seed_record": {
          "vendor_id": "microsoft",
          "exam_code": "SC-100",
          "title": "Microsoft Certified: Cybersecurity Architect Expert",
          "official_url": "https://learn.microsoft.com/en-us/credentials/certifications/cybersecurity-architect-expert/",
          "status": "active",
          "source_id": "microsoft-azure-adjacent-current",
          "lifecycle": {
            "checked_on": "2026-09-30",
            "blueprint_updates": [
              {
                "effective_on": "2026-10-21",
                "language": "en",
                "source_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/sc-100"
              }
            ]
          }
        },
        "latest_source_review": {
          "id": "sc-100-2026-09-01-source-validation",
          "exam_code": "SC-100",
          "guide_path": "guides/SC-100-microsoft-cybersecurity-architect.md",
          "review_type": "source-validation",
          "reviewed_on": "2026-09-27",
          "outcome": "passed",
          "blueprint_snapshot_path": "data/objective-snapshots/sc-100-official-objectives.txt",
          "blueprint_snapshot_sha256": "342b0f01a93d8047a5dbc4ecc9d9529b94191d6cab60c99af7307251aaee6099",
          "objective_coverage": [
            {
              "objective_group": "Design solutions that align with security best practices and priorities",
              "guide_sections": [
                "Section 1",
                "All integrated scenarios",
                "Labs 1–2"
              ]
            },
            {
              "objective_group": "Design security operations, identity, and compliance capabilities",
              "guide_sections": [
                "Section 2",
                "All integrated scenarios",
                "Labs 3–6"
              ]
            },
            {
              "objective_group": "Design security solutions for infrastructure",
              "guide_sections": [
                "Section 3",
                "All integrated scenarios",
                "Labs 3 and 6–7"
              ]
            },
            {
              "objective_group": "Design security solutions for applications and data",
              "guide_sections": [
                "Section 4",
                "AI/Copilot and web/API scenarios",
                "Labs 2 and 7–8"
              ]
            }
          ],
          "checks": {
            "official_objectives_mapped": true,
            "material_claims_sourced": true,
            "volatile_claims_labeled": true,
            "links_and_local_references_valid": true,
            "exam_integrity_policy_passed": true
          },
          "link_evidence": {
            "unique_external_links": 56,
            "reachable": 53,
            "access_blocked": 3,
            "missing_or_error": 0
          },
          "notes": "Whole guide read and 81 October objectives in 14 groups individually mapped; July 28 baseline retained. Correct current prerequisite and agent-policy targets; add five worked examples, two labs, eight new answers (44 total) and two qualified Microsoft blog exercises. Clarify recovery, Sentinel, Key Vault, CSPM/CIEM, policy, network, Copilot and storage boundaries. Thirteen offline arithmetic/set checks passed; no tenant or infrastructure lab execution. Five lifecycle checkpoints added; human review pending. See docs/research/2026-09-27-sc-100-deep-review.md"
        },
        "latest_deep_review": {
          "exam_code": "SC-100",
          "reviewed_on": "2026-09-27",
          "guide_sha256": "fee6a950042b7398a0469132bf696a3a5e34bec8d9927cea3b56de3c61a6dcc6",
          "objective_count": 81,
          "outcome": "reviewed",
          "report_path": "docs/research/2026-09-27-sc-100-deep-review.md",
          "evidence_paths": [
            "ADLC_Docs/operations/2026-09-27-sc-100-deep-review.json"
          ],
          "lab_execution": "offline-only",
          "remaining_limits": [
            "Accepted July 28 baseline retained; all 81 October 21 objectives mapped separately. Current credential prerequisite supersedes older guide/course wording.",
            "No Azure/Microsoft 365 tenant, agent, recovery, malware scan, network, policy, incident-response or destructive action executed. Ten labs remain learner exercises/tabletops.",
            "Agent-user/risk controls, ISOC, some Copilot DLP capabilities and MCSB v2 have preview/version boundaries; tenant-level availability and enforcement unverified.",
            "MCSB AI article labels its content last reviewed December 1, 2025 and recommended guidance; not a certification standard or automatic enforcement guarantee.",
            "Learn landing pages list 19 modules; current module durations not independently verified. Paid courses and signed-in assessment not reviewed. Two O'Reilly URLs/Udemy blocked, YouTube shell; earlier metadata explicitly historical.",
            "Lab README and first readiness-video chapter list reviewed, not individual labs or videos. Partner PDF response did not yield reliable current event metadata.",
            "Blog articles reviewed; linked videos, gated intelligence, deployments and customer outcomes not tested. Threat report does not confirm exposed credential as initial access, ransom demand or successful exfiltration.",
            "Same-context AI research/repair; independent and human review pending."
          ]
        },
        "report_read": {
          "path": "docs/research/2026-09-27-sc-100-deep-review.md",
          "raw_sha256": "7128550a4e602271e69e725ead5cd2967cdf5434de508a1803e8cfdacc38d98e",
          "scope": "Complete report read; prior same-context claims remain historical, no backfill or independent-review inference."
        }
      },
      {
        "exam_code": "SC-200",
        "guide_lf_sha256": "215177cff13dc0da8775df14bc517d408866d10e82d06888efcb04d1303fd399",
        "accepted_objective_raw_sha256": "c64e8b14b67c6cd01b9ec4df39441c9d83971c5e2db87010561edbb07eda656e",
        "candidate_objective_raw_sha256": "b03a3ed9dfac76ede2eceb81987d4b208c20eee1376f8bba7de1039015fd5bc4",
        "current_objective_raw_sha256": "b03a3ed9dfac76ede2eceb81987d4b208c20eee1376f8bba7de1039015fd5bc4",
        "accepted_detailed_objective_count": 54,
        "current_detailed_objective_count": 54,
        "current_group_count": 9,
        "current_partial_count": 1,
        "future_detailed_objective_count": 0,
        "proposed_current_effective_on": "2026-10-21",
        "metadata_snapshot_recommendation": "54 objectives/9 groups; Azure activity logs explicit. Keep activity-control-plane separate from resource diagnostics. Prior Continuous/lake-query conflicts require technical-research reconciliation; mapping does not settle them.",
        "snapshot_action": "after content repairs and review, archive exact accepted bytes and accept candidate with dated record",
        "accepted_status": {
          "skills_versions": [
            "Skills measured as of July 28, 2026"
          ],
          "upcoming_announcements": []
        },
        "accepted_status_raw_sha256": "e30d4fb5e0caad181ec1103c2b5568e3a48f409355252463a859319e523c6ee7",
        "candidate_status": {
          "skills_versions": [
            "Skills measured as of October 21, 2026"
          ],
          "upcoming_announcements": []
        },
        "candidate_status_raw_sha256": "4a10a1213107b8b2d03da3e952b2791d172d9e97c4f56de314a5b16424fc466c",
        "raw_objective_diff": "--- C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\before\\data\\objective-snapshots\\sc-200-official-objectives.txt\n+++ C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\objective-snapshots\\sc-200-official-objectives.txt\n@@ -1,4 +1,4 @@\n-Skills measured as of July 28, 2026\n+Skills measured as of October 21, 2026\n Audience profile\n As a candidate for this exam, you’re a security operations analyst who\n reduces organizational risk by performing triage, responding to\n@@ -57,7 +57,7 @@\n Windows Event Forwarding (WEF)\n Plan and configure Syslog via AMA and Common Event Format (CEF) via\n AMA connectors\n-Configure collection of Azure activities by using Azure Policy and\n+Configure collection of Azure activity logs by using Azure Policy and\n resource diagnostic settings\n Ingest threat indicators into Microsoft Sentinel\n Create custom log tables in the workspace to store ingested data\n",
        "catalog_prerequisite_read": "Practical security operations across Microsoft Defender XDR, Microsoft Sentinel, Entra ID, Purview and Defender for Cloud, plus KQL, Windows/Linux, Microsoft 365, Azure, incident response, threat hunting, automation, and current AI-agent/Copilot concepts.",
        "prerequisite_alignment": "Broadly aligned with published role/audience. Study-background guidance is not a formal certification prerequisite; SC100 separately states required qualifying credential.",
        "seed_record": {
          "vendor_id": "microsoft",
          "exam_code": "SC-200",
          "title": "Microsoft Certified: Security Operations Analyst Associate",
          "official_url": "https://learn.microsoft.com/en-us/credentials/certifications/security-operations-analyst/",
          "status": "active",
          "source_id": "microsoft-azure-current",
          "lifecycle": {
            "checked_on": "2026-09-30",
            "blueprint_updates": [
              {
                "effective_on": "2026-10-21",
                "language": "en",
                "source_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/sc-200"
              }
            ]
          }
        },
        "latest_source_review": {
          "id": "sc-200-2026-09-27-source-validation",
          "exam_code": "SC-200",
          "guide_path": "guides/SC-200-microsoft-security-operations-analyst.md",
          "review_type": "source-validation",
          "reviewed_on": "2026-09-27",
          "outcome": "blocked",
          "blueprint_snapshot_path": "data/objective-snapshots/sc-200-official-objectives.txt",
          "blueprint_snapshot_sha256": "c64e8b14b67c6cd01b9ec4df39441c9d83971c5e2db87010561edbb07eda656e",
          "objective_coverage": [
            {
              "objective_group": "Manage a security operations environment",
              "guide_sections": [
                "Section 1",
                "All integrated scenarios",
                "Labs 1–4"
              ]
            },
            {
              "objective_group": "Respond to security incidents",
              "guide_sections": [
                "Section 2",
                "All integrated scenarios",
                "Labs 5–7"
              ]
            },
            {
              "objective_group": "Perform threat hunting",
              "guide_sections": [
                "Section 3",
                "Long-horizon scenario",
                "Labs 4 and 8"
              ]
            }
          ],
          "checks": {
            "official_objectives_mapped": true,
            "material_claims_sourced": true,
            "volatile_claims_labeled": true,
            "links_and_local_references_valid": true,
            "exam_integrity_policy_passed": true
          },
          "link_evidence": {
            "unique_external_links": 60,
            "reachable": 58,
            "access_blocked": 2,
            "missing_or_error": 0
          },
          "notes": "Whole guide read; 54 October objectives in nine groups individually mapped while retaining July 28 baseline. Add five worked examples, two labs, eight answers (44 total) and two qualified Microsoft blog exercises. Update September Sentinel onboarding/history/Fabric limits, collection budgets, event identity, automation mapping, ingestion latency, TI versions, Graph/MCP/live-response boundaries and resource metadata. Twelve offline checks passed; no tenant or KQL execution. Two Microsoft documentation conflicts remain open; three follow-up checkpoints added; human review pending. See docs/research/2026-09-27-sc-200-deep-review.md"
        },
        "latest_deep_review": {
          "exam_code": "SC-200",
          "reviewed_on": "2026-09-27",
          "guide_sha256": "aba3ea1b30599c40d854f4415df6a28371042e7467c1e50ca468751577764cea",
          "objective_count": 54,
          "outcome": "reviewed-with-blockers",
          "report_path": "docs/research/2026-09-27-sc-200-deep-review.md",
          "evidence_paths": [
            "ADLC_Docs/operations/2026-09-27-sc-200-deep-review.json"
          ],
          "lab_execution": "offline-only",
          "remaining_limits": [
            "July 28 accepted snapshot retained; all 54 October 21 bullets mapped separately.",
            "Defender custom-detection Sentinel Continuous eligibility conflicts with unified-hunting known issues; exact tenant/table support unverified.",
            "Lake-tier hunting warning conflicts with newer cohort/access guidance; distinguish lake-only from extended Analytics retention and verify supported access. Fabric mirroring preview does not backfill prior data.",
            "No tenant, endpoint, incident, playbook, connector, KQL, Spark, Fabric, Graph/MCP or destructive action executed. All ten labs remain learner exercises/tabletops.",
            "Ten Learn landing pages list 59 modules; current module runtimes not independently verified. O'Reilly/Packt and Udemy blocked; YouTube shells; historical metadata qualified. No paid lessons/questions or signed-in assessments reviewed.",
            "Lab README read, not all individual lab instructions. Partner PDF response did not establish current underlying event availability.",
            "Blog text read; gated threat intelligence, videos and deployments not reviewed/tested. Preserve uncertain initial-access and unconfirmed exfiltration/ransom in Storm-3168 exercise.",
            "Same-context AI research/repair; independent and human review pending."
          ]
        },
        "report_read": {
          "path": "docs/research/2026-09-27-sc-200-deep-review.md",
          "raw_sha256": "1c3c661be3f7de587f78c84b1ad29545ab82f71c6179c5835584b0de099cf85e",
          "scope": "Complete report read; prior same-context claims remain historical, no backfill or independent-review inference."
        }
      },
      {
        "exam_code": "SC-300",
        "guide_lf_sha256": "bdbefd13973e7fa01a27ed6f3fcc6e5f5e5fab2a8c46852fe3cb11b04221ecfb",
        "accepted_objective_raw_sha256": "242f9f0cedd16af9ee78aa8d389ab62fcba2a925f7b86070d44f94d5f98c624b",
        "candidate_objective_raw_sha256": "acdea1bdef69bcf46191872ee09a1b309e9e50b1cc8f1a7b739d416af6bb2263",
        "current_objective_raw_sha256": "acdea1bdef69bcf46191872ee09a1b309e9e50b1cc8f1a7b739d416af6bb2263",
        "accepted_detailed_objective_count": 98,
        "current_detailed_objective_count": 98,
        "current_group_count": 16,
        "current_partial_count": 2,
        "future_detailed_objective_count": 0,
        "proposed_current_effective_on": "2026-10-28",
        "metadata_snapshot_recommendation": "98 objectives/16 groups. OAuth2 tokens removed from authentication-method list but remain related foundation. GSA product naming/current Microsoft traffic profile and emergency access wording updated. 25–30% summary versus20–25% detailed weight conflict persists.",
        "snapshot_action": "after content repairs and review, archive exact accepted bytes and accept candidate with dated record",
        "accepted_status": {
          "skills_versions": [
            "Skills measured as of April 27, 2026"
          ],
          "upcoming_announcements": []
        },
        "accepted_status_raw_sha256": "414c7952e83a6efbdffff719cdf89a7eddae9cdb909f68b0d29974473eabfa07",
        "candidate_status": {
          "skills_versions": [
            "Skills measured as of October 28, 2026"
          ],
          "upcoming_announcements": []
        },
        "candidate_status_raw_sha256": "c3322b3815c28102e45a28546e9d16f4ee2b3429498123a46b8ca7f209431e5c",
        "raw_objective_diff": "--- C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\before\\data\\objective-snapshots\\sc-300-official-objectives.txt\n+++ C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\objective-snapshots\\sc-300-official-objectives.txt\n@@ -1,4 +1,4 @@\n-Skills measured as of April 27, 2026\n+Skills measured as of October 28, 2026\n Audience profile\n As a Microsoft identity and access administrator, you design, implement,\n and operate an organization’s identity and access management by using\n@@ -61,8 +61,8 @@\n Plan, implement, and manage Microsoft Entra user authentication\n Plan for authentication\n Implement and manage authentication methods, including\n-certificate-based authentication, Temporary Access Pass, OAuth 2.0\n-tokens, Microsoft Authenticator, and passkeys (FIDO2)\n+certificate-based authentication, Temporary Access Pass, Microsoft\n+Authenticator, and passkeys (FIDO2)\n Implement and manage tenant-wide multifactor authentication (MFA)\n settings\n Configure and deploy self-service password reset (SSPR)\n@@ -92,9 +92,9 @@\n Monitor, investigate, and remediate risky workload identities\n Implement Global Secure Access\n Deploy Global Secure Access clients\n-Deploy and manage Private Access\n-Deploy and manage Internet Access\n-Deploy and manage Internet Access for Microsoft 365\n+Deploy and manage Microsoft Entra Private Access\n+Deploy and manage Microsoft Entra Internet Access\n+Deploy and manage the Microsoft traffic profile for Microsoft 365\n Plan and implement workload identities (20–25%)\n Plan and implement identities for applications and Azure workloads\n Select appropriate identities for applications and Azure workloads,\n@@ -153,7 +153,7 @@\n Plan and configure PIM for Groups\n Manage the PIM request and approval process\n Analyze PIM audit history and reports\n-Create and manage break-glass accounts\n+Create and manage emergency access accounts\n Monitor identity activity by using logs, workbooks, and reports\n Review and analyze sign-in, audit, and provisioning logs by using the\n Microsoft Entra admin center\n",
        "catalog_prerequisite_read": "Practical Microsoft Entra ID, Azure, Microsoft 365 and AD DS experience plus PowerShell and KQL; hands-on identity lifecycle, strong authentication, Conditional Access, hybrid identity, enterprise applications, workload identities, governance, privileged access, and monitoring experience is strongly recommended.",
        "prerequisite_alignment": "Broadly aligned with published role/audience. Study-background guidance is not a formal certification prerequisite; SC100 separately states required qualifying credential.",
        "seed_record": {
          "vendor_id": "microsoft",
          "exam_code": "SC-300",
          "title": "Microsoft Certified: Identity and Access Administrator Associate",
          "official_url": "https://learn.microsoft.com/en-us/credentials/certifications/identity-and-access-administrator/",
          "status": "active",
          "source_id": "microsoft-azure-current",
          "lifecycle": {
            "checked_on": "2026-09-30",
            "blueprint_updates": [
              {
                "effective_on": "2026-10-28",
                "language": "en",
                "source_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/sc-300"
              }
            ]
          }
        },
        "latest_source_review": {
          "id": "sc-300-2026-09-28-source-validation",
          "exam_code": "SC-300",
          "guide_path": "guides/SC-300-microsoft-identity-access-administrator.md",
          "review_type": "source-validation",
          "reviewed_on": "2026-09-28",
          "outcome": "blocked",
          "blueprint_snapshot_path": "data/objective-snapshots/sc-300-official-objectives.txt",
          "blueprint_snapshot_sha256": "242f9f0cedd16af9ee78aa8d389ab62fcba2a925f7b86070d44f94d5f98c624b",
          "objective_coverage": [
            {
              "objective_group": "Implement and manage user identities",
              "guide_sections": [
                "Section 1",
                "Hybrid and partner scenarios",
                "Labs 1–3"
              ]
            },
            {
              "objective_group": "Implement authentication and access management",
              "guide_sections": [
                "Section 2",
                "All integrated scenarios",
                "Labs 4–5"
              ]
            },
            {
              "objective_group": "Plan and implement workload identities",
              "guide_sections": [
                "Section 3",
                "SaaS and workload scenarios",
                "Labs 6–7"
              ]
            },
            {
              "objective_group": "Plan and automate identity governance",
              "guide_sections": [
                "Section 4",
                "All integrated scenarios",
                "Lab 8"
              ]
            }
          ],
          "checks": {
            "official_objectives_mapped": true,
            "material_claims_sourced": true,
            "volatile_claims_labeled": true,
            "links_and_local_references_valid": true,
            "exam_integrity_policy_passed": true
          },
          "link_evidence": {
            "unique_external_links": 69,
            "reachable": 66,
            "access_blocked": 3,
            "missing_or_error": 0
          },
          "notes": "Whole guide read; 98 April objectives in 16 groups mapped, accepted baseline unchanged. Official authentication-domain weight conflict remains open. Add five examples, two labs (ten total), answers to 36 existing checks plus 12 new answered checks (48 total), two qualified blog tasks and six follow-ups. Expand restricted roles, hybrid maintenance, CBA/Kerberos, baseline scopes/risk/workload CA, GSA, managed-identity caching, review removal/PIM timing, file migration and retained evidence. Ten offline checks passed; no tenant or KQL execution; human review pending. See docs/research/2026-09-28-sc-300-deep-review.md"
        },
        "latest_deep_review": {
          "exam_code": "SC-300",
          "reviewed_on": "2026-09-28",
          "guide_sha256": "af6e129174755766e9a02877f86135081b85a497909d5c72e7ad55b783eb5f41",
          "objective_count": 98,
          "outcome": "reviewed-with-blockers",
          "report_path": "docs/research/2026-09-28-sc-300-deep-review.md",
          "evidence_paths": [
            "ADLC_Docs/operations/2026-09-28-sc-300-deep-review.json"
          ],
          "lab_execution": "offline-only",
          "remaining_limits": [
            "Official authentication/access weight conflict remains unresolved; 25–30 summary and 20–25 detailed heading preserved and requeued.",
            "No tenant, directory, certificate, token, SCIM, KQL, GSA, file-policy migration, paid service or live policy test executed; ten labs are learner exercises.",
            "Three paid item pages blocked. Historical runtimes qualified; public metadata does not prove complete current course coverage. Videos, paid questions/lessons and full external lab instructions unreviewed.",
            "Custom-resource review stage support is kept narrower than general catalog capability; external removal requires independent evidence. Current dedicated June baseline-scope guidance qualifies old March timing.",
            "Main text of two blogs reviewed; comments not treated as product authority. General Entra feed only through June; specific current docs/September blog supply later evidence.",
            "Same-context AI research and repair; independent and human review pending."
          ]
        },
        "report_read": {
          "path": "docs/research/2026-09-28-sc-300-deep-review.md",
          "raw_sha256": "b7b7d395d571ef415c67628281018f58c922573c858fa7dd3e694ec26b75447a",
          "scope": "Complete report read; prior same-context claims remain historical, no backfill or independent-review inference."
        }
      },
      {
        "exam_code": "SC-401",
        "guide_lf_sha256": "75397fc154f912b2ae5e9b4bb2958049a3125b6feb4e85b9dd304d2b186e9c42",
        "accepted_objective_raw_sha256": "5ca7d97c4a3ab4854779d477e20c4c2f6fc0b3ddeb987c6b63b8211127f51e85",
        "candidate_objective_raw_sha256": "3a429460a42a21f18a3156812052e4704a06f828f1beb4e9eaea1d75c74938c6",
        "current_objective_raw_sha256": "3a429460a42a21f18a3156812052e4704a06f828f1beb4e9eaea1d75c74938c6",
        "accepted_detailed_objective_count": 65,
        "current_detailed_objective_count": 65,
        "current_group_count": 9,
        "current_partial_count": 2,
        "future_detailed_objective_count": 0,
        "proposed_current_effective_on": "2026-10-28",
        "metadata_snapshot_recommendation": "65 objectives/9 groups. Current bullet correctly separates PowerBI items from group/team/site containers. Credential LastUpdatedOct14 is page metadata, without a competing explicit October14 effective announcement in current text. Treat earlier date conflict as historical; effective scope is blueprintOct28.",
        "snapshot_action": "after content repairs and review, archive exact accepted bytes and accept candidate with dated record",
        "accepted_status": {
          "skills_versions": [
            "Skills measured as of July 28, 2026"
          ],
          "upcoming_announcements": []
        },
        "accepted_status_raw_sha256": "e30d4fb5e0caad181ec1103c2b5568e3a48f409355252463a859319e523c6ee7",
        "candidate_status": {
          "skills_versions": [
            "Skills measured as of October 28, 2026"
          ],
          "upcoming_announcements": []
        },
        "candidate_status_raw_sha256": "c3322b3815c28102e45a28546e9d16f4ee2b3429498123a46b8ca7f209431e5c",
        "raw_objective_diff": "--- C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\before\\data\\objective-snapshots\\sc-401-official-objectives.txt\n+++ C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\objective-snapshots\\sc-401-official-objectives.txt\n@@ -1,4 +1,4 @@\n-Skills measured as of July 28, 2026\n+Skills measured as of October 28, 2026\n Audience profile\n As an information security administrator, you plan and implement\n information security of sensitive data by using Microsoft Purview and\n@@ -43,8 +43,9 @@\n labels\n Configure and manage publishing policies for sensitivity labels\n Configure and manage auto-labeling policies for sensitivity labels\n-Apply a sensitivity label to containers, such as Microsoft Teams,\n-Microsoft 365 Groups, Microsoft Power BI, and Microsoft SharePoint\n+Apply sensitivity labels to containers, such as Microsoft Teams,\n+Microsoft 365 Groups, and Microsoft SharePoint sites, and to Power BI\n+items\n Apply sensitivity labels by using Microsoft Defender for Cloud Apps\n Implement information protection for Windows, file shares, and Exchange\n Plan and implement the Microsoft Purview Information Protection client\n",
        "catalog_prerequisite_read": "Practical Microsoft 365 and Microsoft Purview administration plus familiarity with PowerShell, Microsoft Entra, Microsoft Defender XDR, and Microsoft Defender for Cloud Apps; hands-on experience with classification, sensitivity labels, DLP, endpoint controls, retention, Insider Risk Management, Audit, eDiscovery, and AI data security is strongly recommended.",
        "prerequisite_alignment": "Broadly aligned with published role/audience. Study-background guidance is not a formal certification prerequisite; SC100 separately states required qualifying credential.",
        "seed_record": {
          "vendor_id": "microsoft",
          "exam_code": "SC-401",
          "title": "Microsoft Certified: Information Security Administrator Associate",
          "official_url": "https://learn.microsoft.com/en-us/credentials/certifications/information-security-administrator/",
          "status": "active",
          "source_id": "microsoft-published-outside-azure",
          "lifecycle": {
            "checked_on": "2026-09-30",
            "blueprint_updates": [
              {
                "effective_on": "2026-10-28",
                "language": "en",
                "source_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/sc-401"
              }
            ]
          }
        },
        "latest_source_review": {
          "id": "sc-401-2026-09-01-source-validation",
          "exam_code": "SC-401",
          "guide_path": "guides/SC-401-administering-information-security-microsoft-365.md",
          "review_type": "source-validation",
          "reviewed_on": "2026-09-27",
          "outcome": "passed",
          "blueprint_snapshot_path": "data/objective-snapshots/sc-401-official-objectives.txt",
          "blueprint_snapshot_sha256": "5ca7d97c4a3ab4854779d477e20c4c2f6fc0b3ddeb987c6b63b8211127f51e85",
          "objective_coverage": [
            {
              "objective_group": "Implement information protection",
              "guide_sections": [
                "Section 1",
                "All integrated scenarios",
                "Labs 1–4"
              ]
            },
            {
              "objective_group": "Implement data loss prevention and retention",
              "guide_sections": [
                "Section 2",
                "All integrated scenarios",
                "Labs 5–7"
              ]
            },
            {
              "objective_group": "Manage risks, alerts, and activities",
              "guide_sections": [
                "Section 3",
                "All integrated scenarios",
                "Labs 2, 5, and 8"
              ]
            }
          ],
          "checks": {
            "official_objectives_mapped": true,
            "material_claims_sourced": true,
            "volatile_claims_labeled": true,
            "links_and_local_references_valid": true,
            "exam_integrity_policy_passed": true
          },
          "link_evidence": {
            "unique_external_links": 35,
            "reachable": 34,
            "access_blocked": 1,
            "missing_or_error": 0
          },
          "notes": "Whole guide read and all 65 published October objectives in nine groups mapped. Preserve July baseline and unresolved October 28 versus October 14 official date conflict. Correct Data Explorer and JIT boundaries; add Power BI, audit retention, network DLP and priority-cleanup context, four worked examples, a ninth lab, six additional answers and one qualified Purview blog. Four arithmetic assertions checked offline; no tenant execution. Human review pending. Source/objective mapping checks passed; lifecycle freshness remains blocked. See docs/research/2026-09-27-sc-401-deep-review.md"
        },
        "latest_deep_review": {
          "exam_code": "SC-401",
          "reviewed_on": "2026-09-27",
          "guide_sha256": "a73db89ae71a2a7300843ce0c7ae127975d7f6d3e0366fd63e396e377b1edb75",
          "objective_count": 65,
          "outcome": "reviewed-with-blockers",
          "report_path": "docs/research/2026-09-27-sc-401-deep-review.md",
          "evidence_paths": [
            "ADLC_Docs/operations/2026-09-27-sc-401-deep-review.json"
          ],
          "lab_execution": "offline-only",
          "remaining_limits": [
            "Official study guide says October 28 while credential page says October 14; unresolved as of September 27. July 28 accepted baseline and historical snapshots preserved.",
            "No Microsoft 365, Purview, Power BI, network DLP, audit or other tenant lab executed; priority cleanup is tabletop only.",
            "One paid course page blocked; public practice shell does not prove assessment completion or signed-in lesson access.",
            "Same-context research and repair; independent and human review pending.",
            "Preview, provider, licensing and effective-identity boundaries remain feature specific."
          ]
        },
        "report_read": {
          "path": "docs/research/2026-09-27-sc-401-deep-review.md",
          "raw_sha256": "3882e899e34851a567f657040cf9b32db0210822b1ab818275e2e13c2c132c8b",
          "scope": "Complete report read; prior same-context claims remain historical, no backfill or independent-review inference."
        }
      },
      {
        "exam_code": "MD-102",
        "guide_lf_sha256": "ec5738f0393f04d7513fda43cb0472c85208714791cef9561d1fa644610d968a",
        "accepted_objective_raw_sha256": "ba90e464c3a81deac207962ffe32e88c3ac6b0d966c33ba77572bb3d83910009",
        "candidate_objective_raw_sha256": "26e8777b5fae7deaf934748583696fb4b08c54c06a361b6c31c96d3e5f05f8e3",
        "current_objective_raw_sha256": "26e8777b5fae7deaf934748583696fb4b08c54c06a361b6c31c96d3e5f05f8e3",
        "accepted_detailed_objective_count": 83,
        "current_detailed_objective_count": 83,
        "current_group_count": 13,
        "current_partial_count": 9,
        "future_detailed_objective_count": 0,
        "proposed_current_effective_on": "2026-10-27",
        "metadata_snapshot_recommendation": "83 objectives/13 groups; Android corporate-owned-work-profile clarification, Backup-only objective wording, Tunnel/AppleBusinessManager/ManagedGooglePlay/Remediations and local-admin typo corrections. Restore still useful related operational depth. Credential stale future-tenseOct27 notice does not postpone effective blueprint.",
        "snapshot_action": "after content repairs and review, archive exact accepted bytes and accept candidate with dated record",
        "accepted_status": {
          "skills_versions": [
            "Skills measured as of July 24, 2026"
          ],
          "upcoming_announcements": []
        },
        "accepted_status_raw_sha256": "4f7cc3fde97bb61f434fda301ec3f0d845c76730b0bb94098ffc55968b57b3e6",
        "candidate_status": {
          "skills_versions": [
            "Skills measured as of October 27, 2026"
          ],
          "upcoming_announcements": []
        },
        "candidate_status_raw_sha256": "6fb682a49f28a788a089159a5e1ccc7bbb3e51a48d1515282421aa0a92d0d20f",
        "raw_objective_diff": "--- C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\before\\data\\objective-snapshots\\md-102-official-objectives.txt\n+++ C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\objective-snapshots\\md-102-official-objectives.txt\n@@ -1,4 +1,4 @@\n-Skills measured as of July 24, 2026\n+Skills measured as of October 27, 2026\n Audience profile\n As a candidate for this exam, you have subject matter expertise managing\n devices and client applications in a Microsoft 365 tenant by using\n@@ -43,12 +43,12 @@\n Configure automatic enrollment for Windows\n Configure personal enrollment for macOS, iOS, iPadOS\n Configure enrollment profiles for Android devices, including fully\n-managed, dedicated, corporate owned, work profile, enrollment\n-restrictions and troubleshooting enrollment failures\n+managed, dedicated, corporate-owned devices with a work profile,\n+enrollment restrictions and troubleshooting enrollment failures\n Configure corporate enrollment for macOS and iOS devices by\n integrating Intune with Apple Business Manager\n Configure enrollment for Android devices by integrating Intune with\n-Samsung Knox Mobile Enrollment or Google Zero Touch\n+Samsung Knox Mobile Enrollment or Google zero-touch enrollment\n Implement identity and compliance\n Manage built-in and custom roles for Intune and Windows 365, including\n role assignments\n@@ -77,7 +77,7 @@\n Provision and configure Windows 365 Cloud PCs by using Intune,\n including provisioning policies, network connections, and image\n management\n-Implement Windows Backup and Restore by using Intune\n+Implement Windows Backup by using Intune\n Plan and implement device configuration profiles\n Create device configuration profiles for Windows devices, including\n importing ADMX files and using Group Policy analytics\n@@ -85,7 +85,7 @@\n Create device configuration profiles for iOS/iPadOS devices\n Create device configuration profiles for macOS devices\n Create device configuration profiles for specialty devices, including\n-Teams Rooms, HoloLens 2, and Zebra\n+Microsoft Teams Rooms, HoloLens 2, and Zebra\n Target a profile by using assignment filters and enrollment time\n grouping\n Implement Intune Suite add-on capabilities\n@@ -98,8 +98,8 @@\n cloud-based PKI, automating certificate issuance, and monitoring\n certificate health\n Implement Microsoft Tunnel for Mobile Application Management,\n-including configuring Tunnel Gateway, extending support to MAM\n-devices, and monitoring tunnel connections\n+including configuring the Microsoft Tunnel VPN Gateway, extending\n+support to MAM devices, and monitoring tunnel connections\n Implement Microsoft Intune Advanced Analytics, including anomaly\n detection, proactive insights, and risk-based policy recommendations\n Perform remote actions on devices\n@@ -107,7 +107,7 @@\n Perform bulk remote actions\n Update Microsoft Defender Antivirus security intelligence\n Rotate BitLocker recovery keys\n-Rotate locate administrator passwords\n+Rotate local administrator passwords\n Run a device query by using KQL\n Collect device diagnostics and logs by using Microsoft Intune,\n including using the Troubleshooting blade for user-based diagnostics\n@@ -144,13 +144,13 @@\n (LOB) apps, and Microsoft Store apps\n Configure Quiet Time policies for Android and iOS apps\n Deploy Microsoft 365 Apps by using Intune\n-Configure policies for Office apps by using Microsoft Intune or the\n-Microsoft 365 Apps admin center\n+Configure policies for Microsoft 365 apps by using Microsoft Intune or\n+the Microsoft 365 Apps admin center\n Deploy Microsoft 365 Apps as part of a Windows Autopilot deployment,\n including using the Office Deployment Tool (ODT) or Microsoft Intune\n Manage Microsoft 365 Apps by using the Microsoft 365 Apps admin center\n Deploy apps from platform-specific app stores by using Intune,\n-including Apple Volume Purchase Program and Google Play\n+including Apple Business Manager and Managed Google Play\n Monitor app deployment status and troubleshoot installation\n failures by using Microsoft Intune\n Plan and implement app protection and app configuration policies\n@@ -174,11 +174,9 @@\n customizing reports and filters, using workbooks and dashboards, and\n exporting reporting data\n Monitor endpoint performance by using Endpoint Analytics, including\n-proactive remediations, device health scores, and app startup\n-performance\n-Configure and manage proactive remediation scripts, including\n-detecting and fixing common device issues, and scheduling remediation\n-runs\n+Remediations, device health scores, and app startup performance\n+Configure and manage remediation scripts, including detecting and\n+fixing common device issues, and scheduling remediation runs\n Analyze endpoint reliability and user experience scores, including\n startup performance, restart frequency, and application reliability\n metrics\n",
        "catalog_prerequisite_read": "Strong Windows client and Microsoft 365 administration plus practical Microsoft Intune, Entra device identity and Conditional Access, Autopilot, Android/Apple/macOS enrollment, Defender for Endpoint, application packaging, endpoint security, Windows 365, PowerShell, Graph, reporting and troubleshooting experience.",
        "prerequisite_alignment": "Broadly aligned with published role/audience. Study-background guidance is not a formal certification prerequisite; SC100 separately states required qualifying credential.",
        "seed_record": {
          "vendor_id": "microsoft",
          "exam_code": "MD-102",
          "title": "Microsoft 365 Certified: Endpoint Administrator Associate",
          "official_url": "https://learn.microsoft.com/en-us/credentials/certifications/modern-desktop/",
          "status": "active",
          "source_id": "microsoft-published-outside-azure",
          "lifecycle": {
            "checked_on": "2026-09-30",
            "blueprint_updates": [
              {
                "effective_on": "2026-10-27",
                "language": "en",
                "source_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/md-102"
              }
            ]
          }
        },
        "latest_source_review": {
          "id": "md-102-2026-10-28-targeted-refresh-source-review",
          "exam_code": "MD-102",
          "guide_path": "guides/MD-102-managing-securing-microsoft-365-endpoints-intune.md",
          "review_type": "source-validation",
          "reviewed_on": "2026-10-28",
          "outcome": "blocked",
          "blueprint_snapshot_path": "data/objective-snapshots/md-102-official-objectives.txt",
          "blueprint_snapshot_sha256": "ba90e464c3a81deac207962ffe32e88c3ac6b0d966c33ba77572bb3d83910009",
          "objective_coverage": [
            {
              "objective_group": "Targeted lifecycle, product and source refresh; complete current objective reconciliation pending",
              "guide_sections": [
                "October 28 implementation notes",
                "Places to learn",
                "October 28 learning-resource check"
              ]
            }
          ],
          "checks": {
            "official_objectives_mapped": false,
            "material_claims_sourced": false,
            "volatile_claims_labeled": true,
            "links_and_local_references_valid": true,
            "exam_integrity_policy_passed": true
          },
          "link_evidence": {
            "unique_external_links": 63,
            "reachable": 60,
            "access_blocked": 3,
            "missing_or_error": 0
          },
          "notes": "Bounded October 28 refresh, not a complete source-validation pass or deep review. The accepted historical objective snapshot is preserved. New linked claims have source evidence, but the complete guide and current official scope have not passed all source/objective checks. Complete historical review receipts remain unchanged; unexecuted labs and unresolved documentation conflicts remain. See docs/research/2026-10-28-microsoft-refresh.md."
        },
        "latest_deep_review": {
          "exam_code": "MD-102",
          "reviewed_on": "2026-09-27",
          "guide_sha256": "6a5ffcbc01af8c6839ccac31b5390d7244af71ae6f2c4a7c7df96a49f7060d01",
          "objective_count": 83,
          "outcome": "reviewed",
          "report_path": "docs/research/2026-09-27-md-102-deep-review.md",
          "evidence_paths": [
            "ADLC_Docs/operations/2026-09-27-md-102-deep-review.json"
          ],
          "lab_execution": "offline-only",
          "remaining_limits": [
            "July 24 accepted snapshot preserved; 83 October 27 bullets mapped as future revision.",
            "No tenant/device action, Graph mutation, remote help, script deployment, backup/restore, preview rollout or hotpatch configuration executed. Ten labs are learner exercises.",
            "Three commercial item fetches blocked; historical runtimes/scope qualified. Question originality and current objective completeness unverified. Channel/partner shells and profile metadata do not validate underlying content.",
            "Public article/transcript and backup main article reviewed; videos and linked demonstrations not executed. Existing Agent 365 announcement is adjacent context only.",
            "September 28 feed entries treated as future; specific product timelines/requirements qualify older general prose. Tenant rollout/agent transition deadline requires current local evidence.",
            "Same-context AI research and repair; independent and human review pending."
          ]
        },
        "report_read": {
          "path": "docs/research/2026-09-27-md-102-deep-review.md",
          "raw_sha256": "b19adcd1cc69882e9f4b757171b8932495c5187b0258d96586eceb89031d4d7b",
          "scope": "Complete report read; prior same-context claims remain historical, no backfill or independent-review inference."
        }
      },
      {
        "exam_code": "MS-700",
        "guide_lf_sha256": "048b756c738945a616a6b955e8e9345485ca40aeb46beadb99fb466bdc06d44a",
        "accepted_objective_raw_sha256": "7b8312756006b9ee0f6b8e5fdb134797ef97c6ed27f664d0f518b8007cd03061",
        "candidate_objective_raw_sha256": "4b6fdf9cefc58cdaa8fda057e3f654711ee5f70741c9e819fa6c1f62b2a186fe",
        "current_objective_raw_sha256": "4b6fdf9cefc58cdaa8fda057e3f654711ee5f70741c9e819fa6c1f62b2a186fe",
        "accepted_detailed_objective_count": 97,
        "current_detailed_objective_count": 97,
        "current_group_count": 12,
        "current_partial_count": 3,
        "future_detailed_objective_count": 0,
        "proposed_current_effective_on": "2026-10-27",
        "metadata_snapshot_recommendation": "97 objectives/12 groups; TeamsNetworkPlanner,TeamsAdvisor,TAC naming. Current credential retains future-tenseOct27 announcement; current blueprint effective date controls. Earlier Workflows private-channel conflict belongs to technical review.",
        "snapshot_action": "after content repairs and review, archive exact accepted bytes and accept candidate with dated record",
        "accepted_status": {
          "skills_versions": [
            "Skills measured as of July 29, 2026"
          ],
          "upcoming_announcements": []
        },
        "accepted_status_raw_sha256": "c68d9e141e28b08cbc4c1f8512ebf10a343a7bc336ab668629f9b441186e3cd8",
        "candidate_status": {
          "skills_versions": [
            "Skills measured as of October 27, 2026"
          ],
          "upcoming_announcements": []
        },
        "candidate_status_raw_sha256": "6fb682a49f28a788a089159a5e1ccc7bbb3e51a48d1515282421aa0a92d0d20f",
        "raw_objective_diff": "--- C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\before\\data\\objective-snapshots\\ms-700-official-objectives.txt\n+++ C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\objective-snapshots\\ms-700-official-objectives.txt\n@@ -1,4 +1,4 @@\n-Skills measured as of July 29, 2026\n+Skills measured as of October 27, 2026\n Audience profile\n As a Microsoft Teams administrator, you plan, implement, manage, and\n maintain internal and external collaboration and communication solutions\n@@ -25,7 +25,7 @@\n Plan network settings for Teams\n Calculate network bandwidth capacity for Teams voice, video, meetings,\n and events\n-Analyze network impact by using Network planner\n+Analyze network impact by using Teams Network planner\n Specify network ports and protocols used by Teams\n Assess network readiness and connectivity by using the Microsoft Teams\n Network Assessment Tool and Microsoft 365 network connectivity test\n@@ -62,13 +62,13 @@\n Configure and manage external collaboration\n Identify licensing requirements for external collaboration\n Configure SharePoint Online and OneDrive external sharing settings\n-Configure External access in the Microsoft Teams admin center\n+Configure External access in the Teams admin center\n Control External Access by Domain for Specific Users and Groups\n Configure External collaboration settings in Microsoft Entra ID for\n guest access\n-Configure guest access and sharing in the Microsoft Teams admin\n-center, Microsoft 365 admin center, Microsoft Entra admin center, or\n-the SharePoint admin center\n+Configure guest access and sharing in the Teams admin center,\n+Microsoft 365 admin center, Microsoft Entra admin center, or the\n+SharePoint admin center\n Control guest access to a specific team by using Microsoft Purview and\n Microsoft Entra ID\n Remove guests from Teams, including from a team or a tenant\n@@ -88,15 +88,15 @@\n Plan and configure Teams for VDI\n Manage teams, channels, chats, and apps (20–25%)\n Create and manage teams\n-Plan for a Teams rollout by using Advisor for Teams\n-Create a team by using the Microsoft Teams admin center, Teams client,\n-the Teams PowerShell module, or Microsoft Graph\n+Plan for a Teams rollout by using Teams Advisor\n+Create a team by using the Teams admin center, Teams client, the Teams\n+PowerShell module, or Microsoft Graph\n Create a team from an existing Microsoft 365 group, SharePoint site,\n or team\n Create a team from a template\n Create and manage templates and template policies for teams\n Manage the membership and roles for a team\n-Manage a team in the Microsoft Teams admin center\n+Manage a team in the Teams admin center\n Manage Teams environment settings\n Configure privacy and sensitivity settings for a team\n Create and manage frontline teams and experiences\n@@ -108,7 +108,7 @@\n Manage private and shared channel membership\n Create and manage messaging policies\n Manage apps for Teams\n-Manage Org-wide app settings in the Microsoft Teams admin center\n+Manage Org-wide app settings in the Teams admin center\n Create and manage app assignments and app setup policies\n Manage permissions and consent for apps, including blocking apps\n Recommend appropriate extensibility options, including apps, tabs,\n@@ -152,8 +152,7 @@\n Clear the Teams client cache\n Troubleshoot issues by using self-help diagnostics for Teams\n Troubleshoot Teams client installation and update issues\n-Troubleshoot Teams client health and issues in the Microsoft Teams\n-admin center\n+Troubleshoot Teams client health and issues in the Teams admin center\n Troubleshoot sign-in issues to Teams\n Troubleshoot Microsoft 365 Copilot and AI experiences in Teams\n Troubleshoot issues with joining meetings and accessing features in\n",
        "catalog_prerequisite_read": "Practical Microsoft Teams and Microsoft 365 administration across identity, groups, SharePoint, OneDrive, Exchange, Purview, Defender, networking, devices, external collaboration, apps, meetings, Teams Phone, PowerShell, Graph, reporting and troubleshooting.",
        "prerequisite_alignment": "Broadly aligned with published role/audience. Study-background guidance is not a formal certification prerequisite; SC100 separately states required qualifying credential.",
        "seed_record": {
          "vendor_id": "microsoft",
          "exam_code": "MS-700",
          "title": "Microsoft 365 Certified: Teams Administrator Associate",
          "official_url": "https://learn.microsoft.com/en-us/credentials/certifications/m365-teams-administrator-associate/",
          "status": "active",
          "source_id": "microsoft-published-outside-azure",
          "lifecycle": {
            "checked_on": "2026-09-30",
            "blueprint_updates": [
              {
                "effective_on": "2026-10-27",
                "language": "en",
                "source_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/ms-700"
              }
            ]
          }
        },
        "latest_source_review": {
          "id": "ms-700-2026-09-28-source-validation",
          "exam_code": "MS-700",
          "guide_path": "guides/MS-700-managing-microsoft-teams.md",
          "review_type": "source-validation",
          "reviewed_on": "2026-09-28",
          "outcome": "blocked",
          "blueprint_snapshot_path": "data/objective-snapshots/ms-700-official-objectives.txt",
          "blueprint_snapshot_sha256": "7b8312756006b9ee0f6b8e5fdb134797ef97c6ed27f664d0f518b8007cd03061",
          "objective_coverage": [
            {
              "objective_group": "Configure and manage a Teams environment",
              "guide_sections": [
                "Section 1",
                "All integrated scenarios",
                "Labs 1–4"
              ]
            },
            {
              "objective_group": "Manage teams, channels, chats, and apps",
              "guide_sections": [
                "Section 2",
                "Shared-channel and app scenarios",
                "Lab 5"
              ]
            },
            {
              "objective_group": "Manage meetings and calling",
              "guide_sections": [
                "Section 3",
                "Town-hall scenario",
                "Labs 6–7"
              ]
            },
            {
              "objective_group": "Monitor, report on, and troubleshoot Teams",
              "guide_sections": [
                "Section 4",
                "All integrated scenarios",
                "Lab 8"
              ]
            }
          ],
          "checks": {
            "official_objectives_mapped": true,
            "material_claims_sourced": true,
            "volatile_claims_labeled": true,
            "links_and_local_references_valid": true,
            "exam_integrity_policy_passed": true
          },
          "link_evidence": {
            "unique_external_links": 45,
            "reachable": 41,
            "access_blocked": 4,
            "missing_or_error": 0
          },
          "notes": "Whole guide read; all 97 published October objectives in twelve groups mapped while July accepted baseline remains unchanged. Add five worked examples, two labs (ten total), eight answered checks (44 total), two bounded blog readings and five follow-ups. Refresh network/QoS, policy/federation/app access, device/VDI, events/Copilot, voice funding/callback and telemetry. Private-channel Workflows support conflict remains open. Ten offline checks passed; no tenant, network, media, flow or PSTN execution; human review pending. See docs/research/2026-09-28-ms-700-deep-review.md"
        },
        "latest_deep_review": {
          "exam_code": "MS-700",
          "reviewed_on": "2026-09-28",
          "guide_sha256": "a3d345a7ffc6c4bb28e6cea565104871a696082f7ead0d2c3d1ac28cda4dbb71",
          "objective_count": 97,
          "outcome": "reviewed-with-blockers",
          "report_path": "docs/research/2026-09-28-ms-700-deep-review.md",
          "evidence_paths": [
            "ADLC_Docs/operations/2026-09-28-ms-700-deep-review.json"
          ],
          "lab_execution": "offline-only",
          "remaining_limits": [
            "Private-channel Workflows availability conflicts in official sources; no broad implementation promise or live delivery validation.",
            "No tenant, app, policy, VDI plugin, room migration, media, flow, event, network test or PSTN lab executed.",
            "Four paid catalog pages blocked; historic metadata qualified. Paid lessons/questions, videos, interactive practice, originality and complete current course coverage unreviewed.",
            "July blog main article and updated connector announcement read; comments/demos not used as authority. Legacy Rooms article is not treated as a full new passwordless migration procedure.",
            "Published October objective text remains future-dated; July accepted snapshots unchanged.",
            "Same-context AI research and repair; independent human review pending."
          ]
        },
        "report_read": {
          "path": "docs/research/2026-09-28-ms-700-deep-review.md",
          "raw_sha256": "7250dd170336f0677bd112619a00725bd7f9efb48bafb9908f7aa8315f4afb4a",
          "scope": "Complete report read; prior same-context claims remain historical, no backfill or independent-review inference."
        }
      },
      {
        "exam_code": "MS-721",
        "guide_lf_sha256": "f351575d2e50bb966c21d8e6ad83dbd6a7e100c81509f765eb46f71d6a428b7f",
        "accepted_objective_raw_sha256": "5167d7ad28df0c595db0836af19c921bc647da376dd96d029dbdf9f60555c5b0",
        "candidate_objective_raw_sha256": "49ebf5eeab3209453f89ef2701f73e2d1e506fa433c0feaaedff8ede8fafd1c1",
        "current_objective_raw_sha256": "5167d7ad28df0c595db0836af19c921bc647da376dd96d029dbdf9f60555c5b0",
        "accepted_detailed_objective_count": 173,
        "current_detailed_objective_count": 173,
        "current_group_count": 19,
        "current_partial_count": 18,
        "future_detailed_objective_count": 173,
        "proposed_current_effective_on": "2026-04-28",
        "metadata_snapshot_recommendation": "173 current objectives/19 groups from exact acceptedApril28. Current live page publishes only futureOct29 outline; three wording clarifications retain173objective count. Keep acceptedcurrent/status unchanged, publish explicit future notice/matrix, recheck on/afterOct29 before accepting.",
        "snapshot_action": "preserve accepted current and store future candidate separately; no early acceptance",
        "accepted_status": {
          "skills_versions": [
            "Skills measured as of April 28, 2026"
          ],
          "upcoming_announcements": []
        },
        "accepted_status_raw_sha256": "b807f0edb8494fd334ef29b3bdf0ca568d364e0a2834f272f6d55a242ef0e0b5",
        "candidate_status": {
          "skills_versions": [
            "Skills measured as of October 29, 2026"
          ],
          "upcoming_announcements": []
        },
        "candidate_status_raw_sha256": "b76999e8456371ab4f1b1651988e2523a910afaef3cfc030f4fd4c0b43ac7e98",
        "raw_objective_diff": "--- C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\before\\data\\objective-snapshots\\ms-721-official-objectives.txt\n+++ C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\objective-snapshots\\ms-721-official-objectives.txt\n@@ -1,4 +1,4 @@\n-Skills measured as of April 28, 2026\n+Skills measured as of October 29, 2026\n Audience profile\n As a candidate for this exam, you’re responsible for planning,\n deploying, configuring, maintaining, and troubleshooting collaboration\n@@ -36,9 +36,9 @@\n Plan for Teams meetings, webinars, and town halls\n Plan and design Teams meeting policies and settings\n Plan for PSTN audio conferencing\n-Recommend when to use Teams Premium, including Microsoft 365 Copilot\n+Recommend when to use Teams Premium and Microsoft 365 Copilot\n Recommend meeting types based on business requirements, including\n-virtual appointments, webinars, town halls, and meetings\n+appointments with Microsoft Teams, webinars, town halls, and meetings\n Recommend methods for assigning policies\n Plan and design Teams policy packages\n Plan and design Teams Phone and PSTN connectivity\n@@ -181,6 +181,7 @@\n Assign Teams Phone policies to a specific user\n Create and assign policy packages\n Configure and assign Teams Phone policies by using group policy\n+assignment\n Configure and manage calling features for Teams Phone\n Configure Cloud Voicemail\n Configure group call pickup\n",
        "catalog_prerequisite_read": "Practical Microsoft Teams and Microsoft 365 administration plus networking, telecommunications, SIP/PSTN, audiovisual and meeting-room fundamentals; hands-on experience with Teams Phone, Direct Routing, emergency calling, meetings/events, Teams Rooms and devices, PowerShell, Call Analytics and CQD is strongly recommended.",
        "prerequisite_alignment": "Broadly aligned with published role/audience. Study-background guidance is not a formal certification prerequisite; SC100 separately states required qualifying credential.",
        "seed_record": {
          "vendor_id": "microsoft",
          "exam_code": "MS-721",
          "title": "Microsoft 365 Certified: Collaboration Communications Systems Engineer Associate",
          "official_url": "https://learn.microsoft.com/en-us/credentials/certifications/m365-collaboration-communications-systems-engineer/",
          "status": "active",
          "source_id": "microsoft-published-outside-azure",
          "lifecycle": {
            "checked_on": "2026-10-28",
            "blueprint_updates": [
              {
                "effective_on": "2026-10-29",
                "language": "en",
                "source_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/ms-721"
              }
            ],
            "notes": "Observed October 28: official page displays 2026-10-29 English scope. It is future on the check date; preserve the accepted historical teaching snapshot until a complete objective reconciliation. Earlier dated observations remain historical."
          }
        },
        "latest_source_review": {
          "id": "ms-721-2026-09-01-source-validation",
          "exam_code": "MS-721",
          "guide_path": "guides/MS-721-collaboration-communications-systems-engineer.md",
          "review_type": "source-validation",
          "reviewed_on": "2026-09-28",
          "outcome": "passed",
          "blueprint_snapshot_path": "data/objective-snapshots/ms-721-official-objectives.txt",
          "blueprint_snapshot_sha256": "5167d7ad28df0c595db0836af19c921bc647da376dd96d029dbdf9f60555c5b0",
          "objective_coverage": [
            {
              "objective_group": "Plan and design collaboration communications systems",
              "guide_sections": [
                "Section 1",
                "All integrated scenarios",
                "Labs 1–2"
              ]
            },
            {
              "objective_group": "Configure and manage Teams meetings, webinars, and town halls",
              "guide_sections": [
                "Section 2",
                "Town-hall scenario",
                "Labs 3–4"
              ]
            },
            {
              "objective_group": "Implement and configure Teams Phone",
              "guide_sections": [
                "Section 3",
                "Phone-migration scenario",
                "Labs 4–6"
              ]
            },
            {
              "objective_group": "Configure and manage Teams Rooms and devices",
              "guide_sections": [
                "Section 4",
                "Rooms sign-in scenario",
                "Labs 7–8"
              ]
            }
          ],
          "checks": {
            "official_objectives_mapped": true,
            "material_claims_sourced": true,
            "volatile_claims_labeled": true,
            "links_and_local_references_valid": true,
            "exam_integrity_policy_passed": true
          },
          "link_evidence": {
            "unique_external_links": 52,
            "reachable": 51,
            "access_blocked": 1,
            "missing_or_error": 0
          },
          "notes": "Whole guide read; all 173 unchanged April objectives in nineteen groups mapped. Add six worked examples, two labs (ten total), twelve answered checks (48 total), two bounded blog readings and five follow-ups plus existing shared VDI/event dates. Expand Shared Calling/SMS, routing/SBA/emergency/media, events/voice funding, Android portal/AOSP, interop, XML and desk association. Fourteen offline checks passed; no tenant, carrier, emergency, device or network execution. Historical catalog metadata qualified; human review pending. See docs/research/2026-09-28-ms-721-deep-review.md"
        },
        "latest_deep_review": {
          "exam_code": "MS-721",
          "reviewed_on": "2026-09-28",
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            "One OReilly page blocked; historical runtime qualified. Paid lessons/questions, interactive practice, videos and complete current commercial coverage unreviewed.",
            "Targeted current Rooms/Agent release entries read, not the complete historical archive or every OEM firmware row. Actual cloud/OEM rollout remains a deployment prerequisite.",
            "Empowering.Cloud synopsis discloses AI-assisted/team-reviewed summaries and vendor participation; video and benefit claims not independently validated. Current technical boundaries rely on Microsoft sources.",
            "Same-context AI research and repair; independent human review pending."
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        "raw_objective_diff": "--- C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\before\\data\\objective-snapshots\\mb-330-official-objectives.txt\n+++ C:\\src\\certification-study-library\\.maintenance\\2026-10-28-remaining-refresh\\group-02\\objective-snapshots\\mb-330-official-objectives.txt\n@@ -1,105 +1,178 @@\n-Exam MB-330: Microsoft Dynamics 365 Supply Chain Management Functional Consultant\n-Official objective baseline: Skills measured as of June 20, 2025\n-Source: https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/mb-330\n-Captured: 2026-09-01\n-\n+Skills measured as of October 21, 2026\n+Audience profile\n+As a candidate for this exam, you design solutions and configure\n+Dynamics 365 Supply Chain Management to meet the business requirements\n+for a customer. You understand the end-to-end processes of supply chain\n+management and can identify system capabilities and features that can be\n+used to implement system functionality using industry-recommended\n+practices.\n+You possess knowledge of supply chain management operations and\n+implementing Dynamics 365 Supply Chain Management features, including:\n+Product information management\n+Sales processes\n+Procurement processes\n+Vendor collaboration\n+Inventory processes\n+Quality management\n+Warehouse management\n+Warehouse Management mobile app\n+Master planning and Planning Optimization\n+Asset management\n+Transportation management\n+Landed cost\n+Copilot in Dynamics 365 Supply Chain Management\n+As a candidate, you:\n+Analyze business requirements across multiple areas.\n+Map requirements to system capabilities and design reliable, scalable\n+solutions.\n+Identify and manage dependencies between processes.\n+Apply industry-recommended practices to implementations.\n+You deliver effective solutions that meet or exceed the needs of your\n+customers by partnering with:\n+Solution architects\n+Developers\n+Consultants\n+Business users\n+Project managers\n+Other stakeholders\n Skills at a glance\n-\n Implement product information management (25–30%)\n Implement inventory and asset management (20–25%)\n Implement and manage supply chain processes (15–20%)\n Implement warehouse management and transportation management (20–25%)\n Implement master planning (10–15%)\n-\n Implement product information management (25–30%)\n-\n Create and manage products\n-- Create and release products and variants\n-- Create and apply product templates\n-- Create BOMs and BOM versions\n-- Create and configure category hierarchies\n-- Create and manage product lifecycle states\n-- Create and manage product attributes\n-\n+Create and release products and product variants\n+Create and apply product templates\n+Create bills of materials (BOMs) and BOM versions\n+Create and configure category hierarchies\n+Create and manage product states during the lifecycle of a product\n+Create and manage product attributes\n Configure prerequisites for products\n-- Configure storage, tracking, and product dimension groups\n-- Configure item model groups\n-- Configure reservation hierarchies\n-- Configure unit sequence groups\n-\n+Configure inventory dimensions, including storage, tracking, and\n+product dimension groups\n+Configure item model groups\n+Configure reservation hierarchies\n+Configure unit sequence groups\n Configure additional product details\n-- Create and assign bar codes and GTIN codes\n-- Configure product unit conversions\n-- Configure default order settings\n-- Configure product filter codes for warehouse operations\n-\n+Create and assign bar codes and Global Trade Item Number (GTIN) codes\n+Configure product unit conversions\n+Configure default order settings\n+Configure product filter codes for warehouse operations\n Manage inventory pricing and costing\n-- Configure and maintain costing versions for standard and planned costs\n-- Configure price groups and standard-cost items\n-- Configure default item, purchase, and sales prices and trade-agreement discounts\n-\n+Configure and maintain costing versions for standard and planned costs\n+Configure price groups\n+Configure items with standard costs\n+Configure default item prices, purchase and sales prices, and\n+discounts in trade agreements\n Implement inventory and asset management (20–25%)\n-\n Manage and process inventory activities\n-- Create and process BOM, item arrival, output, transfer, movement, adjustment, and counting journals\n-- Create and process transfer orders\n-- Configure and manage inventory closing and adjustment\n-- Apply and remove inventory blocking\n-- Create batch disposition codes\n-- Configure and run inventory reports including ABC classification\n-\n+Create and process journals, including BOM, item arrival, transfer,\n+movement, inventory adjustment, and counting journals\n+Create and process transfer orders\n+Configure and manage the inventory closing and adjustment process\n+Apply and remove inventory blocking manually\n+Create batch disposition codes\n+Configure and run inventory reports, including ABC classification\n Manage quality\n-- Configure and process nonconformances\n-- Configure quality associations and quality-control components\n-- Process quality and quarantine orders\n-\n-Configure and implement asset management\n-- Create and configure assets, asset types, lifecycle models, and states\n-- Create/manage work orders, settings, capacity, and loans\n-- Schedule preventive and reactive maintenance\n-- Configure maintenance plans and functional locations\n-- Manage maintenance requests, work-order consumption, and scheduling\n-\n+Configure and process nonconformances\n+Configure quality associations\n+Configure components for the quality control process\n+Process quality orders\n+Process quarantine orders\n+Configure asset management\n+Create and manage work orders\n+Create and configure assets and asset types\n+View and manage capacity for work orders\n+Configure work order settings\n+Schedule preventive maintenance and reactive maintenance\n+Manage and configure asset loans\n+Create and configure asset lifecycle models and states\n+Implement asset management\n+Configure maintenance plans\n+Configure functional locations\n+Manage maintenance requests\n+Manage work order consumption\n+Manage work order scheduling\n Implement and manage supply chain processes (15–20%)\n-\n Implement procurement and sourcing\n-- Create vendors, requisitions, RFQs, POs, purchase agreements, and vendor rebates\n-- Configure consignment, over/under deliveries, schedules, categories, charges, policies, collaboration, returns, registration, receipt, and workflows\n-\n+Create and maintain vendors\n+Create and manage purchase requisitions, requests for quotation\n+(RFQs), and purchase orders (POs)\n+Create purchase agreements and vendor rebates\n+Configure and process consignment inventory\n+Manage over and under deliveries and delivery schedules\n+Configure procurement categories, charge codes, and purchasing\n+policies\n+Configure vendor collaboration features\n+Create and process vendor returns\n+Manage registration and product receipt\n+Configure procurement workflows\n Implement landed cost\n-- Configure parameters and voyage statuses\n-- Process voyages with PO or transfer orders\n-- Configure estimation, tracking, tolerances, journey templates, cost types, and auto-costs\n-- Track inbound voyages and container journeys\n-\n+Configure landed cost parameters and voyage statuses\n+Create and process voyages with purchase orders or transfer orders\n+Configure cost estimations, tracking control center, over/under\n+tolerance setup, and journey templates\n+Configure cost type codes and auto costs\n+Track inbound voyages and shipping container journeys\n Implement common sales and marketing features\n-- Create customers, agreements, quotations, orders, reservations, returns, groups, and commissions\n-- Configure intercompany orders, rebates, delivery schedules, ATP, CTP, and product bundles\n-\n+Create and maintain customers\n+Configure sales agreements\n+Configure and process sales quotations, sales orders, reservations,\n+and sales returns\n+Configure sales groups and commissions\n+Configure and process intercompany orders\n+Configure and process customer rebates\n+Configure and manage delivery schedules, available-to-promise (ATP),\n+and capable-to-promise (CTP)\n+Configure and use product bundles\n Implement warehouse management and transportation management (20–25%)\n-\n-Configure and perform warehouse management\n-- Configure sites, warehouses, locations, formats, profiles, types, zones, work policies/breaks, directives, wave/load/work templates, labels, packing dimensions, receiving, shipping, and inventory status\n-- Configure replenishment, load planning, inventory movement/work, cycle counting, mobile inbound/outbound, containerization, packaging, and cross docking\n-\n+Configure warehouse management\n+Create sites, warehouses, locations, location formats, location\n+profiles, location types, and zones\n+Configure work policies and work breaks\n+Implement location directives\n+Configure wave, load, and work templates\n+Create and print labels, including product, wave, GS1 label segments,\n+and license plate labels\n+Configure packing dimensions\n+Configure inbound receiving process\n+Configure outbound shipment process\n+Configure and update inventory status\n+Perform warehouse management processes\n+Configure and process replenishment\n+Manage inbound and outbound load planning workbenches\n+Configure and process inventory movements via warehouse work\n+Create cycle counting work and perform cycle counting\n+Process inbound and outbound orders by using the Warehouse Management\n+mobile app\n+Configure containerization and packaging options\n+Configure and process cross docking\n Implement transportation management\n-- Configure carriers/groups, loads/shipments, freight bills/invoices, routes/guides, rate/route engines, dock appointments, and freight reconciliation\n-\n+Configure shipping carriers and carrier groups\n+Perform planning and executing of loads and shipments\n+Configure and generate freight bills and invoices\n+Configure route plans and guides\n+Manage route and rate engines\n+Configure and use dock appointment scheduling\n+Reconcile freight by using manual or automatic processes\n Implement the Warehouse Management mobile app\n-- Configure menus, menu items, display settings, and detours\n-- Install/configure the app and warehouse workers\n-\n+Configure mobile device menus, menu items, and display settings\n+Configure detours for mobile device steps\n+Install and configure the Warehouse Management mobile app\n+Create and manage warehouse workers for the Warehouse Management\n+mobile app\n Implement master planning (10–15%)\n-\n-Configure and manage master planning\n-- Configure coverage groups/item coverage, parameters/plans, positive/negative days, action messages, delay, time fences, period templates, and safety margins\n-- Run plans and analyze results\n-- Evaluate/firm planned purchase and transfer orders\n-- Use Supply Schedule\n-- Configure and process safety-stock journals\n-\n-Change log summary\n-\n-The June 20, 2025 version increases product and warehouse/transport weights,\n-decreases inventory/asset weight, removes the prior inventory-configuration\n-group, revises multiple groups, and adds a Warehouse Management mobile-app group.\n+Configure master planning\n+Set up coverage groups and item coverage\n+Configure and maintain master planning parameters and master plans\n+Define positive and negative days\n+Define action messages, delay, and time fences\n+Configure period templates\n+Manage master plans\n+Run Planning Optimization and analyze the results\n+Evaluate and process planned purchase and transfer orders\n+Set up and use the Supply schedule page\n+Configure safety margins\n+Configure and process safety stock journals\n",
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        "prerequisite_alignment": "Broadly aligned with published role/audience. Study-background guidance is not a formal certification prerequisite; SC100 separately states required qualifying credential.",
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            "CTP line-change documentation includes inconsistent example dates; guide uses supported prerequisites/behavior without copying those dates and schedules a recheck. Sandbox behavior remains unverified.",
            "Learn path landing pages checked, not individual modules or current total durations. Earlier 50h07 total is historical. Course-lab README reviewed, not individual handouts.",
            "MeasureUp metadata last updated March 2023 includes obsolete prerequisite; current objective coverage unproven. Udemy blocked. No paid questions, signed-in Practice Assessment contents or partner event seats reviewed.",
            "Relevant blog text read; demos, customer outcomes and preview deployment not verified. Roadmap CSV/RSS ingestion remains unimplemented.",
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        "status": 200,
        "html_raw_sha256": "cc25fca3acde53280a412946bd09f3fbbb2ea644196fe386113bafa03f5675f1",
        "read_scope": "Blueprint: exact skills-effective version, audience, all weighted domains/h4 groups and detailed objectives, change log. Credential: complete main role/prerequisite/delivery/language/status text. No schedule/assessment interaction.",
        "confidence": "high for observed published text; actual exam delivery and product execution not verified",
        "source_candidate_match": "Exact canonical blueprint or credential seed URL; match registered source identity by exact URL.",
        "evidence_path": "exam-official-pages.json"
      },
      {
        "exam_code": "SC-300",
        "kind": "blueprint",
        "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/sc-300",
        "final_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/sc-300",
        "checked_on": "2026-10-28",
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        "html_raw_sha256": "e5fc7e6b6f03176776d18a4f0df076e6b55577239e08060abc6c799317d18a84",
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        "confidence": "high for observed published text; actual exam delivery and product execution not verified",
        "source_candidate_match": "Exact canonical blueprint or credential seed URL; match registered source identity by exact URL.",
        "evidence_path": "exam-official-pages.json"
      },
      {
        "exam_code": "SC-300",
        "kind": "credential",
        "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/identity-and-access-administrator/",
        "final_url": "https://learn.microsoft.com/en-us/credentials/certifications/identity-and-access-administrator/",
        "checked_on": "2026-10-28",
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        "html_raw_sha256": "210824a61dc89d84b8a11f806d0cc5a23aef12184b9f2a215c56e54df6a785f4",
        "read_scope": "Blueprint: exact skills-effective version, audience, all weighted domains/h4 groups and detailed objectives, change log. Credential: complete main role/prerequisite/delivery/language/status text. No schedule/assessment interaction.",
        "confidence": "high for observed published text; actual exam delivery and product execution not verified",
        "source_candidate_match": "Exact canonical blueprint or credential seed URL; match registered source identity by exact URL.",
        "evidence_path": "exam-official-pages.json"
      },
      {
        "exam_code": "SC-401",
        "kind": "blueprint",
        "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/sc-401",
        "final_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/sc-401",
        "checked_on": "2026-10-28",
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        "html_raw_sha256": "40f512091d0c5b8aeb0c38268ea2fe94b79786ff4d5463fcdce87712103b8333",
        "read_scope": "Blueprint: exact skills-effective version, audience, all weighted domains/h4 groups and detailed objectives, change log. Credential: complete main role/prerequisite/delivery/language/status text. No schedule/assessment interaction.",
        "confidence": "high for observed published text; actual exam delivery and product execution not verified",
        "source_candidate_match": "Exact canonical blueprint or credential seed URL; match registered source identity by exact URL.",
        "evidence_path": "exam-official-pages.json"
      },
      {
        "exam_code": "SC-401",
        "kind": "credential",
        "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/information-security-administrator/",
        "final_url": "https://learn.microsoft.com/en-us/credentials/certifications/information-security-administrator/",
        "checked_on": "2026-10-28",
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        "html_raw_sha256": "69a61fdb2a917b5be3c2d2264a4f7cf4790352a86b4a005560df958006a40ffd",
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        "confidence": "high for observed published text; actual exam delivery and product execution not verified",
        "source_candidate_match": "Exact canonical blueprint or credential seed URL; match registered source identity by exact URL.",
        "evidence_path": "exam-official-pages.json"
      },
      {
        "exam_code": "MD-102",
        "kind": "blueprint",
        "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/md-102",
        "final_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/md-102",
        "checked_on": "2026-10-28",
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        "confidence": "high for observed published text; actual exam delivery and product execution not verified",
        "source_candidate_match": "Exact canonical blueprint or credential seed URL; match registered source identity by exact URL.",
        "evidence_path": "exam-official-pages.json"
      },
      {
        "exam_code": "MD-102",
        "kind": "credential",
        "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/modern-desktop/",
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        "confidence": "high for observed published text; actual exam delivery and product execution not verified",
        "source_candidate_match": "Exact canonical blueprint or credential seed URL; match registered source identity by exact URL.",
        "evidence_path": "exam-official-pages.json"
      },
      {
        "exam_code": "MS-700",
        "kind": "blueprint",
        "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/ms-700",
        "final_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/ms-700",
        "checked_on": "2026-10-28",
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        "html_raw_sha256": "7d8381c84272af0eb0f32023baabe78ee3f9e1bc3ce6de1023d2a42f7012432a",
        "read_scope": "Blueprint: exact skills-effective version, audience, all weighted domains/h4 groups and detailed objectives, change log. Credential: complete main role/prerequisite/delivery/language/status text. No schedule/assessment interaction.",
        "confidence": "high for observed published text; actual exam delivery and product execution not verified",
        "source_candidate_match": "Exact canonical blueprint or credential seed URL; match registered source identity by exact URL.",
        "evidence_path": "exam-official-pages.json"
      },
      {
        "exam_code": "MS-700",
        "kind": "credential",
        "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/m365-teams-administrator-associate/",
        "final_url": "https://learn.microsoft.com/en-us/credentials/certifications/m365-teams-administrator-associate/",
        "checked_on": "2026-10-28",
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        "html_raw_sha256": "ccdc90b498a576c9e2e006c3cc31497f48b7731a28bdeeab684f6f3cd7a1af13",
        "read_scope": "Blueprint: exact skills-effective version, audience, all weighted domains/h4 groups and detailed objectives, change log. Credential: complete main role/prerequisite/delivery/language/status text. No schedule/assessment interaction.",
        "confidence": "high for observed published text; actual exam delivery and product execution not verified",
        "source_candidate_match": "Exact canonical blueprint or credential seed URL; match registered source identity by exact URL.",
        "evidence_path": "exam-official-pages.json"
      },
      {
        "exam_code": "MS-721",
        "kind": "blueprint",
        "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/ms-721",
        "final_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/ms-721",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "7060fecc4b4a1d75f69acea99c4a3233dfcde3570de59d7995f0f6786d34774e",
        "read_scope": "Blueprint: exact skills-effective version, audience, all weighted domains/h4 groups and detailed objectives, change log. Credential: complete main role/prerequisite/delivery/language/status text. No schedule/assessment interaction.",
        "confidence": "high for observed published text; actual exam delivery and product execution not verified",
        "source_candidate_match": "Exact canonical blueprint or credential seed URL; match registered source identity by exact URL.",
        "evidence_path": "exam-official-pages.json"
      },
      {
        "exam_code": "MS-721",
        "kind": "credential",
        "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/m365-collaboration-communications-systems-engineer/",
        "final_url": "https://learn.microsoft.com/en-us/credentials/certifications/m365-collaboration-communications-systems-engineer/",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "870ea70146ab2d1c26447da3d57aa7f55abf5b354e233fe42cf2fbbdbe743f7d",
        "read_scope": "Blueprint: exact skills-effective version, audience, all weighted domains/h4 groups and detailed objectives, change log. Credential: complete main role/prerequisite/delivery/language/status text. No schedule/assessment interaction.",
        "confidence": "high for observed published text; actual exam delivery and product execution not verified",
        "source_candidate_match": "Exact canonical blueprint or credential seed URL; match registered source identity by exact URL.",
        "evidence_path": "exam-official-pages.json"
      },
      {
        "exam_code": "MB-330",
        "kind": "blueprint",
        "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/mb-330",
        "final_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/mb-330",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "ed5c864fdd5644370fcfadf46c12688a140dc065df7923f657ff8fb3bd62967b",
        "read_scope": "Blueprint: exact skills-effective version, audience, all weighted domains/h4 groups and detailed objectives, change log. Credential: complete main role/prerequisite/delivery/language/status text. No schedule/assessment interaction.",
        "confidence": "high for observed published text; actual exam delivery and product execution not verified",
        "source_candidate_match": "Exact canonical blueprint or credential seed URL; match registered source identity by exact URL.",
        "evidence_path": "exam-official-pages.json"
      },
      {
        "exam_code": "MB-330",
        "kind": "credential",
        "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/d365-functional-consultant-supply-chain-management/",
        "final_url": "https://learn.microsoft.com/en-us/credentials/certifications/d365-functional-consultant-supply-chain-management/",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "2eded5e6adeb5b7d19423e189da8fa6de599902597b436a268de6ebe7fd6d99e",
        "read_scope": "Blueprint: exact skills-effective version, audience, all weighted domains/h4 groups and detailed objectives, change log. Credential: complete main role/prerequisite/delivery/language/status text. No schedule/assessment interaction.",
        "confidence": "high for observed published text; actual exam delivery and product execution not verified",
        "source_candidate_match": "Exact canonical blueprint or credential seed URL; match registered source identity by exact URL.",
        "evidence_path": "exam-official-pages.json"
      },
      {
        "exam_code": "DP-800",
        "opened_url": "https://learn.microsoft.com/en-us/sql/t-sql/queries/with-common-table-expression-transact-sql?view=sql-server-ver17",
        "final_url": "https://learn.microsoft.com/en-us/sql/t-sql/queries/with-common-table-expression-transact-sql?view=sql-server-ver17",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "57ffc17da1646f9b5167a87eb3cab218277a2f0310c91c38aad38c31084e0ecd",
        "title": "WITH common_table_expression (Transact-SQL)",
        "read_scope": "Definition, syntax, scope, materialization and recursive query guidance; original literal recursion fixture proposed, not executed.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "DP-800",
        "opened_url": "https://learn.microsoft.com/en-us/sql/relational-databases/regular-expressions/overview?view=sql-server-ver17",
        "final_url": "https://learn.microsoft.com/en-us/sql/relational-databases/regular-expressions/overview?view=sql-server-ver17",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "22cf2b9e88f5ed29c4ba7b9b2836e531ba3564fe78d81bd1bf52274c3e687684",
        "title": "Regular expressions",
        "read_scope": "Supported function inventory, RE2 pattern semantics and platform AppliesTo; original substring/replace fixture, not executed.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "DP-800",
        "opened_url": "https://learn.microsoft.com/en-us/sql/relational-databases/fuzzy-string-match/overview?view=sql-server-ver17",
        "final_url": "https://learn.microsoft.com/en-us/sql/relational-databases/fuzzy-string-match/overview?view=fabric-sqldb&viewFallbackFrom=sql-server-ver17",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "9c6e567e530b2ab23e29bcbeece1aaa27f79535b59f5a72a152194e83e0b9772",
        "title": "What is fuzzy string matching?",
        "read_scope": "Current AppliesTo/preview/update policy, four functions, supported Windows/BIN/BIN2 collations and nonbinary SQL_* exclusion; examples inspected. Current collation behavior supersedes old guide note.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "DP-800",
        "opened_url": "https://learn.microsoft.com/en-us/sql/tools/visual-studio-code-extensions/github-copilot/overview?view=sql-server-ver17",
        "final_url": "https://learn.microsoft.com/en-us/sql/tools/visual-studio-code-extensions/github-copilot/overview?view=sql-server-ver17",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "164aaca6eaba528100796245307ecc80fb28a6f7e7b8757ec402259223ac8ff3",
        "title": "GitHub Copilot for MSSQL extension for Visual Studio Code",
        "read_scope": "MSSQL client/platform support, task-mode table and tool/security roles. Not a product install or model invocation.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "DP-800",
        "opened_url": "https://learn.microsoft.com/en-us/ssms/github-copilot/mcp-servers",
        "final_url": "https://learn.microsoft.com/en-us/ssms/github-copilot/mcp-servers",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "0ebf9b0847738af12bf1815268329e2f20650d08bbe063412f41876dd14131ff",
        "title": "Use MCP servers with GitHub Copilot in SQL Server Management Studio",
        "read_scope": "SSMS prerequisites, Agent-only MCP, add-server Tools picker, HTTP/stdio, authentication, disabled-by-default tool selection, organizational policy constraints.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "DP-800",
        "opened_url": "https://learn.microsoft.com/en-us/rest/api/fabric/articles/mcp-servers/core-remote/get-started-core",
        "final_url": "https://learn.microsoft.com/en-us/rest/api/fabric/articles/mcp-servers/core-remote/get-started-core",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "37ab5f16cb5a80fdcdd5b37fc46f815bab3215fa3629aad2848bb7c2aed00977",
        "title": "Get started with Fabric Core MCP Server",
        "read_scope": "Prerequisites, exact Core remote endpoint/transport/Entra flow, setup, allowed workspace discovery and distinction between metadata management and SQL execution; no access invoked.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "DP-800",
        "opened_url": "https://learn.microsoft.com/en-us/fabric/onelake/onelake-local-mcp",
        "final_url": "https://learn.microsoft.com/en-us/fabric/onelake/onelake-local-mcp",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "2b5166802771deba6aa38c73b6b995ab1e97a72ebb4533722753dcb792773b8c",
        "title": "Use the local Fabric MCP server with OneLake",
        "read_scope": "Prerequisites/Azure identity, VSCode extension setup, local OneLake file/table/workspace tools, lakehouse schema example and limits; no Azure login or tool execution.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "SC-200",
        "opened_url": "https://learn.microsoft.com/en-us/azure/sentinel/work-with-anomaly-rules",
        "final_url": "https://learn.microsoft.com/en-us/azure/sentinel/work-with-anomaly-rules",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "f3d1f9c2b1320d746ae7c8090c36ff9bb08de753a0d81f0a8f5ad09a1e6ab498",
        "title": "Work with anomaly detection analytics rules in Microsoft Sentinel",
        "read_scope": "Built-in template inspection, immutable original, duplicate disabled/Flighting state, parameters/threshold, sample assessment, enable and compare, promotion behavior. No analytics rule created.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "SC-300",
        "opened_url": "https://learn.microsoft.com/en-us/entra/fundamentals/how-to-customize-branding",
        "final_url": "https://learn.microsoft.com/en-us/entra/fundamentals/how-to-customize-branding",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "9be3b6de61fd3940fcd17bcb3f97d33ef6ff878501f2f0f8aa44c5c6e3675644",
        "title": "Configure your company branding",
        "read_scope": "Default/optional elements, eligible licensing, minimum Organizational Branding Administrator, external URL behavior, personal-MSA boundary and configuration navigation.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "SC-300",
        "opened_url": "https://learn.microsoft.com/en-us/azure/azure-monitor/reference/tables/signinlogs",
        "final_url": "https://learn.microsoft.com/en-us/azure/azure-monitor/reference/tables/signinlogs",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "896a35e4f6d943b8b38f7e9c80e408334df18341f04aab6dfe4e504b60ab32d1",
        "title": "SigninLogs",
        "read_scope": "ResultType string success/failure semantics and UserId/TimeGenerated fields; query example is original/unexecuted, no tenant log data accessed.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "SC-401",
        "opened_url": "https://learn.microsoft.com/en-us/purview/create-sensitivity-labels",
        "final_url": "https://learn.microsoft.com/en-us/purview/create-sensitivity-labels",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "cf05ffa8ab3e247814ff13ae5859d31662add3341a26abe9374d5692eea9e1c1",
        "title": "Create and configure sensitivity labels and their policies",
        "read_scope": "Create/publish separation, classic versus modern scheme, item/container scope and policy workflow. No label configuration executed.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "SC-401",
        "opened_url": "https://learn.microsoft.com/en-us/purview/information-protection-client",
        "final_url": "https://learn.microsoft.com/en-us/purview/information-protection-client",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "491e927d781f61c461c0f16a1bda36a106cf73e47c55921ae0e22d62a7692857",
        "title": "Extend sensitivity labeling on Windows",
        "read_scope": "Windows client components/file-labeler/viewer/PowerShell/scanner boundaries, support and ARM64 exclusions; actual file-label operation not executed.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MD-102",
        "opened_url": "https://learn.microsoft.com/en-us/intune/intune-service/configuration/device-profiles",
        "final_url": "https://learn.microsoft.com/en-us/intune/device-configuration/overview",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "739736887fd27d57ce3f6b26e94cdd43592ec8fc151fea1d3ac910ac82f90875",
        "title": "Apply features and settings on your devices using device profiles in Microsoft Intune",
        "read_scope": "Platform-specific profile purpose, assignments, template/SettingsCatalog selection and sample cohorts; custom/imported readable profile-secret warning.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MD-102",
        "opened_url": "https://learn.microsoft.com/en-us/intune/epm/create-elevation-rules",
        "final_url": "https://learn.microsoft.com/en-us/intune/epm/create-elevation-rules",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "2f3ace424ce29016109ea52278137568740768c1c5bf8249cf85da0e385e995a",
        "title": "Creating elevation rules with Endpoint Privilege Management",
        "read_scope": "Separate EPM-enabling elevation settings, rule identity/hash/certificate, elevation types and child-process behavior, user-confirmation defaults and safety constraints.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MD-102",
        "opened_url": "https://learn.microsoft.com/en-us/intune/intune-service/apps/apps-add-enterprise-app",
        "final_url": "https://learn.microsoft.com/en-us/intune/app-management/deployment/add-enterprise-catalog-app",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "b5d0c5dd331806097702fb03c9d77c5c8f14314bac52d0d6158649c1ebcb1cbb",
        "title": "Add an Enterprise App Catalog App to Microsoft Intune",
        "read_scope": "Catalog Win32/app ownership, exact package architecture/language/version, preconfigured install/requirements/detection, assignments and update distinction.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MD-102",
        "opened_url": "https://learn.microsoft.com/en-us/intune/cloud-pki/deployment-models",
        "final_url": "https://learn.microsoft.com/en-us/intune/cloud-pki/deployment-models",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "82499bae0bcd545082a93e53fd2c474edfa2443f30c591563286756a0d9b5fef",
        "title": "Microsoft Cloud PKI deployment for Microsoft Intune",
        "read_scope": "Cloud root+issuing versus BYOCA hierarchy, client-SCEP issuance, trust anchors and relying-party trust, separate server TLS certificates.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MD-102",
        "opened_url": "https://learn.microsoft.com/en-us/intune/intune-service/protect/microsoft-tunnel-mam-android",
        "final_url": "https://learn.microsoft.com/en-us/intune/device-security/microsoft-tunnel/mam-android",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "f2b8353da5e47e016e1d18a9014bf8a9ee3d43b0569c4c2174b111fbc411d2b8",
        "title": "Microsoft Tunnel for Mobile Application Management for Android",
        "read_scope": "Unenrolled Android MAM prerequisites, three aligned app profiles, required client apps, work/personal switching, MDM/MAM exclusion and Always-on restriction.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MD-102",
        "opened_url": "https://learn.microsoft.com/en-us/intune/advanced-analytics/device-query",
        "final_url": "https://learn.microsoft.com/en-us/intune/advanced-analytics/device-query",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "57ea88bff0ffdbe0d07eaee7189081171a7e672afb5a3f05f8c419317a810768",
        "title": "Device query",
        "read_scope": "Eligible device/WNS and query roles, portal steps, supported KQL subset, OsVersion/DiskDrive property tables and limits; literal query proposed, not run.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MS-700",
        "opened_url": "https://learn.microsoft.com/en-us/microsoftteams/purchase-third-party-apps",
        "final_url": "https://learn.microsoft.com/en-us/microsoftteams/purchase-third-party-apps",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "fb49066fc2562bb8687c5fd38014ec1a8467fba962f051277670815fb81d46ff",
        "title": "Purchase third-party Microsoft Teams apps and manage subscriptions and licenses",
        "read_scope": "Plan/checkout/subscription activation and app-license assignment; billing/Teams role boundaries, existing entitlement does not establish app availability/consent. No checkout executed.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MS-700",
        "opened_url": "https://learn.microsoft.com/en-us/MicrosoftTeams/customize-your-app-store",
        "final_url": "https://learn.microsoft.com/en-us/MicrosoftTeams/customize-your-app-store",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "7764b0e16009ffa520823b47ab4efc5d7446d164e7813b8597a936a24d14ace3",
        "title": "Customize your organization's app store in Microsoft Teams",
        "read_scope": "Exact Customize store path, logo/background/text-color, preview/save, Built for your org display; branding does not authorize apps.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MS-700",
        "opened_url": "https://learn.microsoft.com/en-us/connectivity-analyzer/microsoft-teams/self-help-diagnostics-for-microsoft-teams",
        "final_url": "https://learn.microsoft.com/en-us/connectivity-analyzer/microsoft-teams/self-help-diagnostics-for-microsoft-teams",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "37bc4ae056ada547cecce2daac9036dcdb459d58150d8966a77db7d72e0f4710",
        "title": "Self-help diagnostics for Microsoft Teams administrators and end users",
        "read_scope": "Scenario table and no-tenant-mutation statement; Calendar Tab versus sign-in purpose, GCC/GCC High limitation; no diagnostic invoked.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MS-721",
        "opened_url": "https://learn.microsoft.com/en-us/microsoftteams/settings-policies-reference",
        "final_url": "https://learn.microsoft.com/en-us/microsoftteams/settings-policies-reference",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "49b4d50478ec0d936436dd4abfd19d79a1eb1a652b904471bb89ffbf6b459cd1",
        "title": "Teams settings and policies reference",
        "read_scope": "Targeted call-park, hold, caller-ID, mobility and voicemail sections and policy-assignment distinctions; not all69k-char reference rows reviewed.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MS-721",
        "opened_url": "https://learn.microsoft.com/en-us/microsoftteams/teams-calling-policy",
        "final_url": "https://learn.microsoft.com/en-us/microsoftteams/teams-calling-policy",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "e0dbd6df65dcee424479f6d9ad57ab6fc94a78531b243c304a778d38957b2e32",
        "title": "Calling policies in Teams",
        "read_scope": "Create/assign policy and forwarding/simultaneous-ring/call-group/delegation control inventory; no calls or policy changes.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MS-721",
        "opened_url": "https://learn.microsoft.com/en-us/microsoftteams/rooms/device-settings-available",
        "final_url": "https://learn.microsoft.com/en-us/microsoftteams/rooms/device-settings-available",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "2ae760bc2ea612e20047e94113b77a78a998584e8245074db22f3fb7ad5ac920",
        "title": "Settings available for remote management in Teams Rooms Pro management portal",
        "read_scope": "Targeted Windows and Android tables: HDMI/share/audio, content camera/enhancement, Bluetooth/ultrasound proximity, personal-device remote control, Cloud IntelliFrame; device-specific support limitations.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MS-721",
        "opened_url": "https://learn.microsoft.com/en-us/microsoftteams/rooms/content-camera",
        "final_url": "https://learn.microsoft.com/en-us/microsoftteams/rooms/content-camera",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "d2d42e351624a8d0a070a67bf831a2b0d9343b9952e495ede50259bd2fbe5871",
        "title": "Content cameras",
        "read_scope": "Pro entitlement, physical capture/whiteboard setup, Windows/Android peripheral selection, enhancement/rotation and OEM support; no hardware installation.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MS-721",
        "opened_url": "https://learn.microsoft.com/en-us/microsoftteams/devices/teams-displays",
        "final_url": "https://learn.microsoft.com/en-us/microsoftteams/devices/teams-displays",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "f690a2a5ef531cfa9a9aaf1e89958b3c93e8bbed260495c1a5e786c88a514ae0",
        "title": "Microsoft Teams displays",
        "read_scope": "Complete main article including Sept3,2025 app-support end and qualified two-year compatibility effort, historical hotdesking setup, sign-out information removal.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MB-330",
        "opened_url": "https://learn.microsoft.com/en-us/dynamics365/supply-chain/asset-management/manage-maintenance-requests/asset-loan",
        "final_url": "https://learn.microsoft.com/en-us/dynamics365/supply-chain/asset-management/manage-maintenance-requests/asset-loan",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "712e91b610846009d2036e235f6e4ec73f15887c49be0e437004a274c077e96c",
        "title": "Asset loans",
        "read_scope": "Complete main article: same-type/eligible-state loan from maintenance request, expected date, active/all views and separately registered return/ended record.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MB-330",
        "opened_url": "https://learn.microsoft.com/en-us/dynamics365/supply-chain/master-planning/supply-schedule",
        "final_url": "https://learn.microsoft.com/en-us/dynamics365/supply-chain/master-planning/supply-schedule",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "2489a9d440c4d4a4b63116fa75daaf900d3ff1d634e49285b004485f1dd0e1be",
        "title": "Supply schedule",
        "read_scope": "Filter/plan/product/location/period-template and bucket semantics, projected inventory lines and order drillthrough; no planning run.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MB-330",
        "opened_url": "https://learn.microsoft.com/en-us/dynamics365/supply-chain/master-planning/safety-stock-journal",
        "final_url": "https://learn.microsoft.com/en-us/dynamics365/supply-chain/master-planning/safety-stock-journal",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "abbf971b8e533452fd6d3a0ea5436c1023842093dfdaa809f58effcc9b8425a9",
        "title": "Use the safety stock journal to update minimum coverage for items",
        "read_scope": "Minimum coverage models, historical issue inputs, journal creation/line generation/review/override/posting-to-coverage; not physical receipt or firm order execution.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "SC-401",
        "opened_url": "https://learn.microsoft.com/en-us/purview/get-started-with-sensitivity-labels",
        "final_url": "https://learn.microsoft.com/en-us/purview/get-started-with-sensitivity-labels",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "0ef12b6448b02de1fea09132c752ef43d850395907b98bf83406fdfcb615b3e9",
        "title": "Get started with sensitivity labels",
        "read_scope": "Exact Permissions required section, Sensitivity Label Administrator versus Reader roles, ordinary application rights, AU scope and publishing example.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MS-721",
        "opened_url": "https://learn.microsoft.com/en-us/microsoftteams/devices/Teams-Android-devices-user-interface",
        "final_url": "https://learn.microsoft.com/en-us/microsoftteams/phones/teams-android-devices-user-interface",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "4659e81411e968986d61f4758b69480ab24e554673a2639f62143370a612d888",
        "title": "Set Microsoft Teams Phone device user interface",
        "read_scope": "License-dependent user/common-area/meeting UI, SignInMode override, entitlement floor, assign/propagate/sign-out-in workflow.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MS-721",
        "opened_url": "https://learn.microsoft.com/en-us/microsoftteams/block-inbound-calls",
        "final_url": "https://learn.microsoft.com/en-us/microsoftteams/block-inbound-calls",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "cb56ee33438f8e180fbc37dcd5bb85948db08216e280f435cf3715d6a8678313",
        "title": "Block inbound calls",
        "read_scope": "Tenant-global inbound PSTN-only patterns/exemptions, PowerShell-only current management, validation and propagation; no call blocked.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MS-721",
        "opened_url": "https://learn.microsoft.com/en-us/microsoftteams/private-line",
        "final_url": "https://learn.microsoft.com/en-us/microsoftteams/private-line",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "cd9f686039bab6a946b6959c0cb91acf85f65beef5edfbf81cedd135906e0c90",
        "title": "Configure private lines in Microsoft Teams",
        "read_scope": "Inbound-only secondary number, matching primary number type, bypass of ordinary forwarding/groups, DND/voicemail and admin assignment.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MS-721",
        "opened_url": "https://learn.microsoft.com/en-us/microsoftteams/user-call-settings",
        "final_url": "https://learn.microsoft.com/en-us/microsoftteams/user-call-settings",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "60c3fb3a67ccb35410650b155cd4f3c2d5d877820611b37711b80d9045f8fd5a",
        "title": "Configure call forwarding and delegation settings",
        "read_scope": "Licensing/TeamsOnly prerequisite, delegator/delegate roles, policy versus user config, cleanup after disabling delegation and inspect/modify cmdlets.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MS-721",
        "opened_url": "https://learn.microsoft.com/en-us/microsoftteams/teams-recording-compliance",
        "final_url": "https://learn.microsoft.com/en-us/microsoftteams/teams-recording-compliance",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "3dda71087142a937377be68ababac1fe5559f4ac7a3efe4b1efe0f5f9fe68861",
        "title": "Microsoft Teams compliance recording (third-party)",
        "read_scope": "Certified third-party recording architecture, distinct user/application policy, notice/retention/privacy personas, emergency/SBA exclusions and queue inbound/outbound distinction.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "DP-800",
        "opened_url": "https://learn.microsoft.com/en-us/fabric/database/sql/copilot-faq",
        "final_url": "https://learn.microsoft.com/en-us/fabric/database/sql/copilot-faq",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "dfe73a71f2e550989bc8e2e7488d9cbcdf9588b6b71622dc613329e7701ac0a5",
        "title": "Frequently asked questions for Copilot in Fabric in the SQL database workload",
        "read_scope": "SQL query-editor chat/completion/quick-action surfaces, enablement link, access-bound context and mandatory human result review.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "DP-800",
        "opened_url": "https://learn.microsoft.com/en-us/fabric/fundamentals/copilot-enable-fabric",
        "final_url": "https://learn.microsoft.com/en-us/fabric/fundamentals/copilot-enable-fabric",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "e2fe3ca6d185d6c3fe19f1a601b223c78cc8d79cf07015a1c21a5eca15bc3053",
        "title": "Enable and configure Copilot in Microsoft Fabric",
        "read_scope": "Eligible capacity/region, scoped tenant settings, delegated capacity settings and workspace/access steps; geography/subprocessor switches require organizational decisions, no enablement performed.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MS-721",
        "opened_url": "https://learn.microsoft.com/en-us/powershell/module/microsoftteams/new-csteamsipphonepolicy?view=teams-ps",
        "final_url": "https://learn.microsoft.com/en-us/powershell/module/microsoftteams/new-csteamsipphonepolicy?view=teams-ps",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "72c289af44a95b61df25cfe73fb86c33f06d361fe54ef88428e6467b9d1941a6",
        "title": "New-Cs Teams IPPhone Policy",
        "read_scope": "Syntax and AllowHotDesking/HotDeskingIdleTimeoutInMinutes parameter semantics; no IP Phone policy created.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MS-721",
        "opened_url": "https://learn.microsoft.com/en-us/microsoftteams/rooms/voice-and-face-recognition",
        "final_url": "https://learn.microsoft.com/en-us/microsoftteams/rooms/voice-and-face-recognition",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "b944062b364e232c3aeccc979cf84d163cbea3317b8c526e6c628d349f63ed50",
        "title": "Overview and configuration of voice and face enrollment",
        "read_scope": "Opt-in and separate room-recognition control, CsTeamsAIPolicy EnrollVoice/EnrollFace/PassiveVoiceEnrollment parameters; no profiles enrolled, retained or exported.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
      },
      {
        "exam_code": "MS-721",
        "opened_url": "https://learn.microsoft.com/en-us/microsoftteams/rooms/mtr-home-refresh",
        "final_url": "https://learn.microsoft.com/en-us/microsoftteams/rooms/mtr-home-refresh",
        "checked_on": "2026-10-28",
        "status": 200,
        "html_raw_sha256": "5eaf4e7b6ea16b5d56445b9c31c916647bcd802c270cbf1d8c73c2eca13b710f",
        "title": "Teams Rooms (Windows and Android) home screen and admin controls",
        "read_scope": "Share content section: Bluetooth-based Teams cast, Windows/Android HDMI local-versus-meeting sharing and audio settings; no room execution. Defaults conflict with some remote-settings prose, so no universal default asserted.",
        "confidence": "high for stated first-party scope; examples and product behavior not executed",
        "source_candidate_match": "Exact source identity reuse in exam-source-matches.json; new evaluated objects in exam-proposed-sources.json.",
        "evidence_path": "exam-support-pages.json"
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    ],
    "context_files": {
      "before/config/exams.json": {
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      "before/config/certification-seeds.json": {
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      "before/data/reviews.json": {
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      "before/data/deep-reviews.json": {
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        "scope": "Relevant immutable exam/source/review context and current collector report; only exact guide/snapshot current mappings establish this research basis."
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        "scope": "Relevant immutable exam/source/review context and current collector report; only exact guide/snapshot current mappings establish this research basis."
      },
      "before/data/sources.json": {
        "raw_sha256": "9c665fff52395ca9f4776a034dd5b28acb627071499f5f659cf611bc86485ccd",
        "scope": "Relevant immutable exam/source/review context and current collector report; only exact guide/snapshot current mappings establish this research basis."
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      "before/data/source-candidates.json": {
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        "scope": "Relevant immutable exam/source/review context and current collector report; only exact guide/snapshot current mappings establish this research basis."
      },
      "before/data/source-health.json": {
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        "scope": "Relevant immutable exam/source/review context and current collector report; only exact guide/snapshot current mappings establish this research basis."
      },
      "objective-report.json": {
        "raw_sha256": "a777e0c7c9cda6f89c764a9d7b677123af36f8fb654984f2d1c61f7a95b008d8",
        "scope": "Relevant immutable exam/source/review context and current collector report; only exact guide/snapshot current mappings establish this research basis."
      }
    },
    "completion": "Initial research complete; coordinator implementation and final-diff semantic verification pending.",
    "limitations": [
      "Not a full rubric2 technical audit; same-context researcher mapping only.",
      "No human review, fresh-context review or live product/lab execution claimed.",
      "Complete ten immutable guides and all detailed accepted/current/future wording read and mapped; hashes do not substitute for reading.",
      "No shared guides/catalogs/accepted snapshots/review ledgers edited.",
      "No paid training, signed-in assessment, video or external lab consumed."
    ],
    "unresolved": [
      "SC300 official summary/detail weights differ.",
      "SC200 Continuous eligibility and lake-tier hunting product documentation conflicts need technical researcher determination.",
      "MS700 private-channel Workflows documentation conflict needs technical researcher determination.",
      "DP800 vectorfloat16 dimension conflict remains prior technical-research issue unless current docs resolve it.",
      "MB330 CTP example-date inconsistency remains source-specific, no runtime observation asserted."
    ],
    "source_metadata_note": "All new recommended sources are current official product/reference documentation at authority2, public access. Schema validated. Titles come from actually opened h1; reachability does not verify technical claims.",
    "bounded_recommendation": "Apply17 original repair packets, reconcile scope dates throughout guides/resources/readiness, preserve dated previous records, accept nine effective candidates only after reviewed content, retain MS721future separately, then perform finaldiff same-context check and fresh-context review."
  },
  "technical_research": {
    "schema_version": 1,
    "role": "Read-only technical researcher for group02",
    "observed_on": "2026-10-28",
    "scope": [
      "DP-800",
      "MB-330",
      "MD-102",
      "MS-700",
      "MS-721",
      "SC-100",
      "SC-200",
      "SC-300",
      "SC-401",
      "SC-900"
    ],
    "boundary": "Exclusive technical-* scratch only. No shared edits, collectors, objective acceptance, tenant, device, SQL/KQL, cloud, payment, assessment or live lab execution.",
    "review_claim": "Targeted technical body research, not full-guide semantic audit; whole-guide read assigned to exam researcher/coordinator. Before-guide hashes identify exact inspected inputs, not a claim every line was read.",
    "guide_read_scope": {
      "DP-800": {
        "line_ranges_read": [
          [
            268,
            279
          ],
          [
            477,
            493
          ],
          [
            552,
            583
          ],
          [
            670,
            750
          ],
          [
            923,
            961
          ],
          [
            912,
            912
          ],
          [
            1048,
            1060
          ]
        ],
        "complete_guide_read": false,
        "other_inspection": "Heading/keyword searches across immutable guide, relevant Sept27/28 deep report gap excerpts and latest before-ledger review notes; initial large reads truncated and unseen middle not claimed.",
        "not_read": "Remaining complete guide sections, resource listings and labs outside these ranges not comprehensively reviewed."
      },
      "MB-330": {
        "line_ranges_read": [
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            170
          ],
          [
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            280
          ]
        ],
        "complete_guide_read": false,
        "other_inspection": "Heading/keyword searches across immutable guide, relevant Sept27/28 deep report gap excerpts and latest before-ledger review notes; initial large reads truncated and unseen middle not claimed.",
        "not_read": "Remaining complete guide sections, resource listings and labs outside these ranges not comprehensively reviewed."
      },
      "MD-102": {
        "line_ranges_read": [
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            190
          ],
          [
            438,
            449
          ],
          [
            527,
            542
          ]
        ],
        "complete_guide_read": false,
        "other_inspection": "Heading/keyword searches across immutable guide, relevant Sept27/28 deep report gap excerpts and latest before-ledger review notes; initial large reads truncated and unseen middle not claimed.",
        "not_read": "Remaining complete guide sections, resource listings and labs outside these ranges not comprehensively reviewed."
      },
      "MS-700": {
        "line_ranges_read": [
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            160
          ],
          [
            174,
            199
          ],
          [
            319,
            328
          ],
          [
            335,
            378
          ]
        ],
        "complete_guide_read": false,
        "other_inspection": "Heading/keyword searches across immutable guide, relevant Sept27/28 deep report gap excerpts and latest before-ledger review notes; initial large reads truncated and unseen middle not claimed.",
        "not_read": "Remaining complete guide sections, resource listings and labs outside these ranges not comprehensively reviewed."
      },
      "MS-721": {
        "line_ranges_read": [
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            165
          ],
          [
            334,
            360
          ],
          [
            405,
            444
          ]
        ],
        "complete_guide_read": false,
        "other_inspection": "Heading/keyword searches across immutable guide, relevant Sept27/28 deep report gap excerpts and latest before-ledger review notes; initial large reads truncated and unseen middle not claimed.",
        "not_read": "Remaining complete guide sections, resource listings and labs outside these ranges not comprehensively reviewed."
      },
      "SC-100": {
        "line_ranges_read": [
          [
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            320
          ],
          [
            551,
            560
          ],
          [
            637,
            653
          ]
        ],
        "complete_guide_read": false,
        "other_inspection": "Heading/keyword searches across immutable guide, relevant Sept27/28 deep report gap excerpts and latest before-ledger review notes; initial large reads truncated and unseen middle not claimed.",
        "not_read": "Remaining complete guide sections, resource listings and labs outside these ranges not comprehensively reviewed."
      },
      "SC-200": {
        "line_ranges_read": [
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            330
          ],
          [
            698,
            717
          ],
          [
            765,
            787
          ]
        ],
        "complete_guide_read": false,
        "other_inspection": "Heading/keyword searches across immutable guide, relevant Sept27/28 deep report gap excerpts and latest before-ledger review notes; initial large reads truncated and unseen middle not claimed.",
        "not_read": "Remaining complete guide sections, resource listings and labs outside these ranges not comprehensively reviewed."
      },
      "SC-300": {
        "line_ranges_read": [
          [
            200,
            260
          ],
          [
            495,
            514
          ]
        ],
        "complete_guide_read": false,
        "other_inspection": "Heading/keyword searches across immutable guide, relevant Sept27/28 deep report gap excerpts and latest before-ledger review notes; initial large reads truncated and unseen middle not claimed.",
        "not_read": "Remaining complete guide sections, resource listings and labs outside these ranges not comprehensively reviewed."
      },
      "SC-401": {
        "line_ranges_read": [
          [
            100,
            158
          ],
          [
            261,
            281
          ]
        ],
        "complete_guide_read": false,
        "other_inspection": "Heading/keyword searches across immutable guide, relevant Sept27/28 deep report gap excerpts and latest before-ledger review notes; initial large reads truncated and unseen middle not claimed.",
        "not_read": "Remaining complete guide sections, resource listings and labs outside these ranges not comprehensively reviewed."
      },
      "SC-900": {
        "line_ranges_read": [
          [
            115,
            170
          ],
          [
            219,
            235
          ],
          [
            422,
            437
          ]
        ],
        "complete_guide_read": false,
        "other_inspection": "Heading/keyword searches across immutable guide, relevant Sept27/28 deep report gap excerpts and latest before-ledger review notes; initial large reads truncated and unseen middle not claimed.",
        "not_read": "Remaining complete guide sections, resource listings and labs outside these ranges not comprehensively reviewed."
      }
    },
    "local_inputs": [
      "CONTRIBUTING.md",
      "docs/CONTENT-POLICY.md",
      "docs/SOURCE-QUALITY.md",
      "docs/GUIDE-QUALITY-STANDARD.md",
      "docs/SOURCE-FRESHNESS.md",
      "docs/AI-AUDIT.md",
      "docs/research/2026-10-28-microsoft-refresh.md",
      "before/data/reviews.json latest per-exam notes",
      "before/data/ai-audits.json latest per-exam date/verdict/open findings (all no open findings at historical audit date)",
      "data/source-freshness.json latest scoped rows inspected read-only; not evidence of live current state"
    ],
    "sources": [
      {
        "key": "vector-type",
        "title": "Vector data type",
        "url": "https://learn.microsoft.com/en-us/sql/t-sql/data-types/vector-data-type?view=sql-server-ver17",
        "visible_last_updated": "2026-10-14",
        "observed_on": "2026-10-28",
        "read_scope": "Body lines31–82,150–168,406–440 and dated footer474. Examples visible but not executed.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "DP-800"
        ],
        "observation": "Dimensions now explicitly differ by base type: float32 1998 / float16 3996; float16 GA in Azure SQL DB/MI/Fabric, SQL2025 preview. Native transport versus JSON compatibility differs by driver. Prior limit disagreement is resolved by this current body.",
        "aliases": [],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "dp-800-vector-data-type"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/sql/t-sql/data-types/vector-data-type?view=sql-server-ver17",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "sql-release",
        "title": "SQL Server 2025 release notes",
        "url": "https://learn.microsoft.com/en-us/sql/sql-server/sql-server-2025-release-notes?view=sql-server-ver17",
        "visible_last_updated": "2026-08-19",
        "observed_on": "2026-10-28",
        "read_scope": "Body32–70, preview-status table44–56 and dated footer99.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "DP-800"
        ],
        "observation": "SQL2025 half precision up to3996, vector index/search, CES and fuzzy matching remain preview. This does not establish Azure product preview status.",
        "aliases": [],
        "source_type": "release-notes",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "dp800-sql-release"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/sql/sql-server/sql-server-2025-release-notes?view=sql-server-ver17",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "vector-index",
        "title": "CREATE VECTOR INDEX",
        "url": "https://learn.microsoft.com/en-us/sql/t-sql/statements/create-vector-index-transact-sql?view=sql-server-ver17",
        "visible_last_updated": "2026-09-29",
        "observed_on": "2026-10-28",
        "read_scope": "Body31–48; syntax49–86; version/migration106–203; ALL current/earlier limitations204–241; DML242–265; replacement-quality304–323. Code examples not executed.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "DP-800"
        ],
        "observation": "GA Azure SQL DB/Fabric/MI Always-up-to-date; preview SQL2025/MI2025. Latest format v3, DML/iterative filter,>=100 nonnull rows. Integer clustered PK is listed under EARLIER versions. BACPAC supported DacFx170.5.96+. DACPAC wording internally inconsistent: cannot deploy versus later schema-only skip/retry procedure; verify actual index.",
        "aliases": [],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "dp-800-create-vector-index"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/sql/t-sql/statements/create-vector-index-transact-sql?view=sql-server-ver17",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "vector-search",
        "title": "VECTOR_SEARCH",
        "url": "https://learn.microsoft.com/en-us/sql/t-sql/functions/vector-search-transact-sql?view=sql-server-ver17",
        "visible_last_updated": null,
        "observed_on": "2026-10-28",
        "read_scope": "Body31–162 and example/version discussion164–228. Later example appendix not comprehensively read.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "DP-800"
        ],
        "observation": "Corroborates GA/preview policy matrix and latest format; compatible metric/column required; kNN fallback; latest TOP WITH APPROXIMATE without TOP_N; ascending distance is only ordering key.",
        "aliases": [],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "dp-800-vector-search"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/sql/t-sql/functions/vector-search-transact-sql?view=sql-server-ver17",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "ces",
        "title": "What is change event streaming (preview)?",
        "url": "https://learn.microsoft.com/en-us/sql/relational-databases/track-changes/change-event-streaming/overview?view=sql-server-ver17",
        "visible_last_updated": "2026-07-31",
        "observed_on": "2026-10-28",
        "read_scope": "Complete technical body31–109 including lower Platform supportability74–100; footer132. Supportability self-anchor actually opened.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "DP-800"
        ],
        "observation": "CES remains preview for four platforms. SQL2025 Entra auth CU3+Arc/Azure VM; MI SQL2025 or Always-up-to-date policy; Fabric no Entra auth/xEvent debugging. Supportability link is an in-page section, not evidence of broken content.",
        "aliases": [],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "dp-800-change-event-streaming-overview"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/sql/relational-databases/track-changes/change-event-streaming/overview?view=sql-server-ver17",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "ces-amqp",
        "title": "Deprecation of AMQP protocol for change event streaming",
        "url": "https://learn.microsoft.com/en-us/sql/relational-databases/track-changes/change-event-streaming/amqp-deprecation?view=sql-server-ver17",
        "visible_last_updated": "2026-08-15",
        "observed_on": "2026-10-28",
        "read_scope": "Body31–67; target-specific destination values45–54 and existing group deadline55–57. Lower impact sections117–134 and dated footer165 also read.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "DP-800"
        ],
        "observation": "DB/Fabric use AzureEventHubs for new groups; SQL2025/MI still accept old names with Kafka recommended. Generic recreate-all-products AzureEventHubs sentence conflicts with target-specific table. Existing AMQP continues through April2027; consumers independently choose protocol.",
        "aliases": [
          "https://learn.microsoft.com/en-us/sql/relational-databases/track-changes/change-event-streaming/amqp-deprecation"
        ],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [],
          "approved_opened_alias_ids": [
            "dp-800-amqp-deprecation-notice"
          ],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/sql/relational-databases/track-changes/change-event-streaming/amqp-deprecation?view=sql-server-ver17",
        "recommended_catalog_action": "propose-new-exact-url"
      },
      {
        "key": "wms-quality",
        "title": "Quality management for warehouse processes",
        "url": "https://learn.microsoft.com/en-us/dynamics365/supply-chain/inventory/quality-management-for-warehouses-processes",
        "visible_last_updated": null,
        "observed_on": "2026-10-28",
        "read_scope": "Body119–204,229 and417–449; item-sampling scope, full-blocking exclusion, license-plate examples and work outcome. Entire setup appendix not reviewed.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "MB-330"
        ],
        "observation": "Full blocking unsupported for WMS-only quality associations. Full LP every-third sampling starts with LP1 then LP4; break-count-by-item and scope matter. Web registration lacks sampling work. Existing guide boundaries positively confirmed.",
        "aliases": [],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "mb330-quality-wms"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/dynamics365/supply-chain/inventory/quality-management-for-warehouses-processes",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "autopilot-compare",
        "title": "Compare Windows Autopilot device preparation and Windows Autopilot",
        "url": "https://learn.microsoft.com/en-us/autopilot/device-preparation/compare",
        "visible_last_updated": "2026-08-27",
        "observed_on": "2026-10-28",
        "read_scope": "Complete main body33–137 including LOWER requirement rows102–134 and concurrency/precedence135–137; footer159.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "MD-102"
        ],
        "observation": "Main table says25 apps/10 scripts; lower comparison still marks >10 apps unsupported. Newer explicit Jan30 release corroborates25. Association changes registered-device precedence: associated=device preparation; unassociated=classic profile.",
        "aliases": [],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "md-102-autopilot-compare"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/autopilot/device-preparation/compare",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "autopilot-news",
        "title": "Windows Autopilot device preparation: What’s new",
        "url": "https://learn.microsoft.com/en-us/autopilot/device-preparation/whats-new",
        "visible_last_updated": "2026-09-14",
        "observed_on": "2026-10-28",
        "read_scope": "Body42–85 (Sept14 reliability, Aug27 association, May11 GA, Apr10 managed installer, Jan30 app limit); lower historical rows86–130 examined for supersession context.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "MD-102"
        ],
        "observation": "Jan30 explicitly raises app limit25 for both modes/all CloudPC; lower historical Apr2025 ten-app row remains historical. Sept14 stops default128-bit BitLocker OOBE policy, prioritizes admin policy; immediate IME sync after OOBE. No implied guarantee all later policy already applied.",
        "aliases": [],
        "source_type": "release-notes",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/autopilot/device-preparation/whats-new",
        "recommended_catalog_action": "propose-new-exact-url"
      },
      {
        "key": "teams-connector-blog",
        "title": "Retirement of Office365 connectors within Microsoft Teams",
        "url": "https://devblogs.microsoft.com/microsoft365dev/retirement-of-office-365-connectors-within-microsoft-teams/",
        "visible_last_updated": "2026-04-14",
        "observed_on": "2026-10-28",
        "read_scope": "Main dated April14,2026 update19–49; older update headings distinguished. Comments not evidence.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "MS-700"
        ],
        "observation": "May18–22 retirement confirmed; private channel available via PowerAutomate portal and Teams selection rolling April20; conflicts with platform known-issues Flow bot wording. MessageCard buttons unsupported.",
        "aliases": [],
        "source_type": "official-announcement",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "ms700-connectors-blog"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://devblogs.microsoft.com/microsoft365dev/retirement-of-office-365-connectors-within-microsoft-teams/",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "teams-webhooks",
        "title": "Build webhooks and connectors",
        "url": "https://learn.microsoft.com/en-us/microsoftteams/platform/webhooks-and-connectors/what-are-webhooks-and-connectors",
        "visible_last_updated": "2025-01-23",
        "observed_on": "2026-10-28",
        "read_scope": "Body31–57; ownership and known-issues44–50; footer150.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "MS-700"
        ],
        "observation": "Private-channel Flow bot still under development, users own flows rather than channels; coowners/connection continuity required. Conflict remains unresolved.",
        "aliases": [],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "ms700-webhooks"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/microsoftteams/platform/webhooks-and-connectors/what-are-webhooks-and-connectors",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "teams-vdi",
        "title": "Install Teams for VDI",
        "url": "https://learn.microsoft.com/en-us/microsoftteams/teams-client-vdi-requirements-deploy",
        "visible_last_updated": "2026-08-25",
        "observed_on": "2026-10-28",
        "read_scope": "Body33–73 fully rechecked, plus AVD/client rows79–118; Mac/Citrix/AVD/W365 and Omnissa Windows cohort dates41–52 read to prevent universalization. Footer664. Legacy URL redirects to final URL.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "MS-700"
        ],
        "observation": "Windows Citrix/AVD/W365 legacy optimization support ends Oct1,2026, availability Apr1,2027; distinguish endpoint population and migration completion.",
        "aliases": [
          "https://learn.microsoft.com/en-us/microsoftteams/new-teams-vdi-requirements-deploy"
        ],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [],
          "approved_opened_alias_ids": [
            "ms700-vdi"
          ],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/microsoftteams/teams-client-vdi-requirements-deploy",
        "recommended_catalog_action": "propose-new-exact-url"
      },
      {
        "key": "sba",
        "title": "Survivable Branch Appliance for Direct Routing",
        "url": "https://learn.microsoft.com/en-us/microsoftteams/direct-routing-survivable-branch-appliance",
        "visible_last_updated": "2026-09-28",
        "observed_on": "2026-10-28",
        "read_scope": "Body33–65 prerequisites/clients and complete known-issues202–218; footer245. Cmdlets/application setup not executed.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "MS-721"
        ],
        "observation": "Sep28 doc now permits restart/reboot reconnection from pre-cached authentication and supports expired auth tokens up to7days after expiry. Prior SBA connection within24h and CAE~30min limitation remain. Emergency location/ECRP limits remain.",
        "aliases": [],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "ms721-sba"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/microsoftteams/direct-routing-survivable-branch-appliance",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "mdc-release",
        "title": "What’s new in Defender for Cloud",
        "url": "https://learn.microsoft.com/en-us/azure/defender-for-cloud/release-notes",
        "visible_last_updated": null,
        "observed_on": "2026-10-28",
        "read_scope": "October/September body43–186 read; entire current main-text copy searched for October27/Foundational (zero matches) via requests+BeautifulSoup saved technical-mdc-release.txt. Not entire history semantically reviewed.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "SC-100",
          "SC-900"
        ],
        "observation": "Current body no longer contains earlier July30 Foundational opt-in announcement; Oct20 plan management public preview, Oct5 controller-scope KSPM, targeted malware scanning; Dec14 grouped VA retirement still present. Source omission is not proof announced opt-in canceled.",
        "aliases": [],
        "source_type": "release-notes",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "sc100-cloud-release"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/azure/defender-for-cloud/release-notes",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "cspm",
        "title": "What is Cloud Security Posture Management?",
        "url": "https://learn.microsoft.com/en-us/azure/defender-for-cloud/concept-cloud-security-posture-management",
        "visible_last_updated": null,
        "observed_on": "2026-10-28",
        "read_scope": "Body31–104 (plans/feature comparison); en-us foundational-cspm-opt-in actual redirect inspected; da-dk former page also redirects.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "SC-100",
          "SC-900"
        ],
        "observation": "Current English plan source confirms free Foundational vs paid advanced CSPM; no Oct27 default notice. Former dedicated opt-in URL redirects to this body. Indexed old descriptions are discovery only, not current body proof.",
        "aliases": [
          "https://learn.microsoft.com/en-us/azure/defender-for-cloud/foundational-cspm-opt-in"
        ],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "sc-100-defender-cspm"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/azure/defender-for-cloud/concept-cloud-security-posture-management",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "cspm-enable",
        "title": "Protect your resources with Defender CSPM",
        "url": "https://learn.microsoft.com/en-us/azure/defender-for-cloud/tutorial-enable-cspm-plan",
        "visible_last_updated": "2026-09-30",
        "observed_on": "2026-10-28",
        "read_scope": "Body31–98 including note37–38, prerequisite50, component settings67–93; footer110.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "SC-100"
        ],
        "observation": "Lower privileged operator can enable plan without enabling agentless scanner; Owner required for all capabilities, so plan toggle alone does not prove vulnerability-enriched attack paths. Current page no Oct27 notice.",
        "aliases": [],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/azure/defender-for-cloud/tutorial-enable-cspm-plan",
        "recommended_catalog_action": "propose-new-exact-url"
      },
      {
        "key": "custom-detection",
        "title": "Create custom detection rules in Microsoft Defender XDR",
        "url": "https://learn.microsoft.com/en-us/defender-xdr/custom-detection-rules",
        "visible_last_updated": null,
        "observed_on": "2026-10-28",
        "read_scope": "Body33–134; rule frequency150–258 including ALL Continuous restrictions/tables172–228.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "SC-200"
        ],
        "observation": "Sentinel tables listed for Continuous but only GA columns, one supported table/operators, no comments/joins/unions/externaldata. Lower known-issues companion contradicts Sentinel NRT support. Preserve blocker. Ingestion-time/event-time prose also requires cautious rule-specific testing.",
        "aliases": [],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "sc-200-defender-custom-detections"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/defender-xdr/custom-detection-rules",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "unified-hunting",
        "title": "Advanced hunting with Sentinel data in Defender",
        "url": "https://learn.microsoft.com/en-us/defender-xdr/advanced-hunting-microsoft-defender",
        "visible_last_updated": "2026-09-23",
        "observed_on": "2026-10-28",
        "read_scope": "Body33–92; LOWER known-issues90–92 explicitly reopened after initial viewport ended89; footer120.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "SC-200"
        ],
        "observation": "Confirmed BOTH conflicts remain: NRT Sentinel unavailable84 versus custom rule table. Lake-only query possible but extended Analytics history limited to Analytics retention90–91; search jobs required. Earlier worker message proposing removal was retracted after lower-body reading.",
        "aliases": [],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "sc200-unified-hunting"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/defender-xdr/advanced-hunting-microsoft-defender",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "table-settings",
        "title": "Configure table settings in Microsoft Sentinel",
        "url": "https://learn.microsoft.com/en-us/azure/sentinel/manage-table-tiers-retention",
        "visible_last_updated": "2026-07-02",
        "observed_on": "2026-10-28",
        "read_scope": "Body31–111 and broad feature-loss warning93–102; footer177.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "SC-200"
        ],
        "observation": "Still broadly lists Advanced Hunting lost on Analytics-to-Lake move; newer release/hunting pages describe direct lake access with separate extended-Analytics restriction. No universal resolution.",
        "aliases": [],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "sc200-table-retention"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/azure/sentinel/manage-table-tiers-retention",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "sentinel-news",
        "title": "What’s new in Microsoft Sentinel",
        "url": "https://learn.microsoft.com/en-us/azure/sentinel/whats-new",
        "visible_last_updated": null,
        "observed_on": "2026-10-28",
        "read_scope": "October+September body37–79 (including cohort boundary44–52). Earlier history not comprehensively reviewed.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "SC-200"
        ],
        "observation": "New customers Sept23+ integrated lake onboarding/direct KQL lake access; preSept23 cohort can keep old experience. Does not erase companion extended Analytics retention limit.",
        "aliases": [],
        "source_type": "release-notes",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "sc-200-sentinel-whats-new"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/azure/sentinel/whats-new",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "sms-retirement",
        "title": "Passkeys by default and retirement of Microsoft-provided SMS and voice authentication",
        "url": "https://learn.microsoft.com/en-us/entra/identity/authentication/concept-sms-voice-retirement",
        "visible_last_updated": "2026-09-23",
        "observed_on": "2026-10-28",
        "read_scope": "Body31–40 transition and population timeline; existing guide population distinction rechecked.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "SC-300",
          "SC-900"
        ],
        "observation": "Feb1,2027 most/internal guests; July1 GA admins/external users; enabled/nudged not proof registered/enforced. Existing guide population distinction remains correct.",
        "aliases": [],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "sc900-passkey-transition"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/entra/identity/authentication/concept-sms-voice-retirement",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "phone-faq",
        "title": "Frequently asked questions about telephony providers in Microsoft Entra ID",
        "url": "https://learn.microsoft.com/en-us/entra/identity/authentication/phone-providers-faq",
        "visible_last_updated": "2026-09-21",
        "observed_on": "2026-10-28",
        "read_scope": "Body38–78 (availability, primary-sign-in exclusion, platform scope, provider channels, migration); no provider offer/price pages read.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "SC-300",
          "SC-900"
        ],
        "observation": "Configuration begins Oct30, future on Oct28. Provider integration does not support SMS as PRIMARY sign-in; limited to Entra ID, not External ID/Azure AD B2C. Planning is not active deployment.",
        "aliases": [],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/entra/identity/authentication/phone-providers-faq",
        "recommended_catalog_action": "propose-new-exact-url"
      },
      {
        "key": "baseline-scopes",
        "title": "Improved enforcement for All resources policies with resource exclusions",
        "url": "https://learn.microsoft.com/en-us/entra/identity/conditional-access/concept-enforcement-resource-exclusions",
        "visible_last_updated": "2026-10-08",
        "observed_on": "2026-10-28",
        "read_scope": "Body31–56 and79–187 (including immediate enable102–105, customize, tenant-wide disable145–148); footer216.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "SC-300"
        ],
        "observation": "Existing guide public/confidential scope distinctions and June15 rollout, immediate enabling and narrow placeholder policy exception remain supported. No correction needed for those checked passages.",
        "aliases": [],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "sc300-baseline-scopes"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/entra/identity/conditional-access/concept-enforcement-resource-exclusions",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "purview-news",
        "title": "What’s new in Microsoft Purview",
        "url": "https://learn.microsoft.com/en-us/purview/whats-new",
        "visible_last_updated": null,
        "observed_on": "2026-10-28",
        "read_scope": "October/September/August sections40–60.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "SC-401"
        ],
        "observation": "October GA Endpoint DLP FTP/SFTP transfer monitoring and restrictive actions; specific feature page supplies managed Windows prerequisites. This is product update, not a new exam revision.",
        "aliases": [],
        "source_type": "release-notes",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "ms102-purview-whats-new"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/purview/whats-new",
        "recommended_catalog_action": "reuse-existing"
      },
      {
        "key": "ftp-dlp",
        "title": "Protect FTP and SFTP transfers with Microsoft Purview Endpoint DLP",
        "url": "https://learn.microsoft.com/en-us/purview/endpoint-dlp-ftp-sftp-short",
        "visible_last_updated": "2026-10-20",
        "observed_on": "2026-10-28",
        "read_scope": "Complete technical body31–67 and dated footer95.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "SC-401"
        ],
        "observation": "Managed onboarded Windows endpoints; Devices location, FTP/SFTP activity; audit/block/override/allow; Activity Explorer event and optional full-file evidence. No macOS/unmanaged coverage inference.",
        "aliases": [],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/purview/endpoint-dlp-ftp-sftp-short",
        "recommended_catalog_action": "propose-new-exact-url"
      },
      {
        "key": "fuzzy",
        "title": "What is fuzzy string matching?",
        "url": "https://learn.microsoft.com/en-us/sql/relational-databases/fuzzy-string-match/overview?view=sql-server-ver17",
        "visible_last_updated": "2026-09-16",
        "observed_on": "2026-10-28",
        "read_scope": "Body31–50 feature availability/collation note; footer267. Redirect to view=fabric-sqldb&viewFallbackFrom=sql-server-ver17 observed; Applies to four SQL targets. Examples not executed.",
        "not_read": "Linked pages, appendices and complete release history outside the specified scope; no product, tenant, device, SQL/KQL, carrier or lab execution.",
        "supported_exams": [
          "DP-800"
        ],
        "observation": "Windows and BIN/BIN2 collations affect comparison; nonbinary SQL_* unsupported, input COLLATE can select supported Windows collation. SQL2025 preview remains. Regex collation is a separate function family, not changed by this finding.",
        "aliases": [
          "https://learn.microsoft.com/en-us/sql/relational-databases/fuzzy-string-match/overview?view=fabric-sqldb&viewFallbackFrom=sql-server-ver17"
        ],
        "source_type": "product-documentation",
        "confidence": "Confirmed for the recorded documentation observations only; runtime unobserved.",
        "catalog_comparison": {
          "approved_exact_ids": [
            "dp-800-fuzzy-string-matching"
          ],
          "approved_opened_alias_ids": [],
          "candidate_ids": []
        },
        "preferred_authoring_url": "https://learn.microsoft.com/en-us/sql/relational-databases/fuzzy-string-match/overview?view=sql-server-ver17",
        "recommended_catalog_action": "reuse-existing"
      }
    ],
    "attempted_unavailable": [
      {
        "url": "https://learn.microsoft.com/en-us/sql/relational-databases/vectors/vector-search-overview?view=sql-server-ver17",
        "result": "Tool internal inaccessible; not cited, not promoted. Current exact CREATE VECTOR INDEX/VECTOR_SEARCH pages used instead."
      }
    ],
    "per_exam": [
      {
        "exam_code": "DP-800",
        "prior_gap_recheck": {
          "prior_gap": "Sept27 vector dimension conflict; platform-specific CES transition; current vector index preview and deployment limits.",
          "recheck": "Dimension disagreement resolved by Oct14 native-type body; index GA/policy and BACPAC support changed. CES preview/platform values remain target-specific; generic AMQP migration sentence still conflicts with table. October19 scope mapping belongs exam researcher.",
          "source_keys": [
            "vector-type",
            "sql-release",
            "vector-index",
            "vector-search",
            "ces",
            "ces-amqp",
            "fuzzy"
          ],
          "recommendation": "Apply bounded supported repairs; retain listed unresolved source and runtime boundaries."
        },
        "proposals": [
          {
            "exam_code": "DP-800",
            "kind": "exact-replacement",
            "location": "### Store vectors with an explicit contract; immutable line692",
            "objective": "Implement AI-enabled database solutions: store vector data",
            "source_keys": [
              "vector-type",
              "sql-release"
            ],
            "proposed_markdown": "**Confirmed — VERIFY CURRENT (October 28, 2026).** The native [`vector` reference](https://learn.microsoft.com/en-us/sql/t-sql/data-types/vector-data-type?view=sql-server-ver17) now separates **1,998 float32** from **3,996 float16** dimensions, resolving the earlier limit disagreement. Half precision is GA in Azure SQL Database, Managed Instance and Fabric SQL database, but remains preview in [SQL Server 2025](https://learn.microsoft.com/en-us/sql/sql-server/sql-server-2025-release-notes?view=sql-server-ver17). Check the Managed Instance update policy, engine/build and driver. A model’s dimensions, precision and distance contract must fit the target; do not truncate vectors or infer index support from storage support.",
            "lab_update": "Extend Lab8 step2: record platform/update policy/base type/dimensions/driver and test an invalid-length vector in an authorized disposable database.",
            "readiness_update": "Can a 3072-dimensional model use the default float32 vector column? No: select a supported half-precision design with quality testing, choose a fitting model, or another supported storage design; do not silently truncate.",
            "confidence": "Confirmed documentation; original synthetic exercise; no live execution",
            "status": "proposed-only; coordinator owns shared edits",
            "exact_old_text": "The native [`vector` data type](https://learn.microsoft.com/en-us/sql/t-sql/data-types/vector-data-type?view=sql-server-ver17) stores a fixed dimension and base type. The data-type reference lists a maximum of 1,998 dimensions and describes `float16` as preview. The [SQL Server 2025 release notes](https://learn.microsoft.com/en-us/sql/sql-server/sql-server-2025-release-notes?view=sql-server-ver17) separately describe up to 3,996 for half precision. **VERIFY CURRENT:** those pages are not aligned on the general limit; validate the exact base type/build/driver before selecting dimensions above the conservative documented limit. Do not truncate an existing model vector to fit. Native vector storage does not imply that every vector-index feature is supported on that platform."
          },
          {
            "exam_code": "DP-800",
            "kind": "exact-replacement",
            "location": "#### Current vector-index constraints; immutable line738",
            "objective": "Implement AI-enabled database solutions: implement vector indexes/search",
            "source_keys": [
              "vector-index",
              "vector-search"
            ],
            "proposed_markdown": "**Confirmed — VERIFY CURRENT (October 28, 2026).** [Vector indexes](https://learn.microsoft.com/en-us/sql/t-sql/statements/create-vector-index-transact-sql?view=sql-server-ver17) and [`VECTOR_SEARCH`](https://learn.microsoft.com/en-us/sql/t-sql/functions/vector-search-transact-sql?view=sql-server-ver17) are GA in Azure SQL Database, Fabric SQL database and Managed Instance with **Always-up-to-date** policy. They remain preview in SQL Server 2025 and Managed Instance with the **SQL Server 2025** update policy. Latest-format support follows the first group. Verify platform, update policy and index version before applying a version-3 example. Check before using:",
            "lab_update": "",
            "readiness_update": "",
            "confidence": "Confirmed documentation; original synthetic exercise; no live execution",
            "status": "proposed-only; coordinator owns shared edits",
            "exact_old_text": "**VERIFY CURRENT:** On September 27, vector index/search documentation still labels the features preview. The latest index version is documented for Azure SQL Database and Fabric SQL database, with staged regional availability; do not transfer those capabilities to SQL Server 2025 or infer Managed Instance indexing from its vector data-type support. DiskANN remains the documented index family. Older formats and syntax are deprecated. Check before using:"
          },
          {
            "exam_code": "DP-800",
            "kind": "exact-replacement",
            "location": "#### Current vector-index constraints; immutable line748",
            "objective": "Implement AI-enabled database solutions: index lifecycle and deployment",
            "source_keys": [
              "vector-index",
              "vector-search"
            ],
            "proposed_markdown": "Current version-3 indexes support DML and iterative filtering, require at least 100 non-null vectors at creation, and cannot be partitioned. The reference places the integer clustered-primary-key restriction under **earlier** index versions; check the actual target’s prerequisites. BACPAC support starts with **DacFx 170.5.96**. The same reference has inconsistent DACPAC wording: it both excludes deployment and describes schema-only deployments skipping an index below 100 qualifying rows. **More research needed — next pass:** verify this deployment path with the exact DacFx/build. After import or publish, inspect `sys.vector_indexes`; adding rows later does not automatically create a skipped index. Earlier index formats require drop/recreation. Latest queries use `SELECT TOP (N) WITH APPROXIMATE`, omit `TOP_N` and order by ascending distance only.",
            "lab_update": "Lab8/10: record DacFx/index version; tabletop 80 qualifying rows at schema publish then120 later; verify index existence explicitly before measuring ANN. Do not execute production drop/recreate.",
            "readiness_update": "Does a successful schema publication prove ANN exists after adding more rows? No; inspect index metadata and create/re-publish using the supported path. BACPAC support depends on DacFx version.",
            "confidence": "Confirmed BACPAC/version and index observation requirements; DACPAC behavior remains an explicitly unresolved documentation inconsistency.",
            "status": "proposed-only; coordinator owns shared edits",
            "exact_old_text": "Current version 3 indexes support DML and iterative filtering. They need an integer clustered primary key and at least 100 non-null vectors at creation; indexes cannot be partitioned or included in dacpac/bacpac deployment. Upgrading an older format requires drop/recreation and an availability plan. For the latest version, use `SELECT TOP (N) WITH APPROXIMATE`, omit `TOP_N`, and order by ascending distance only. Base-table columns use the alias inside `TABLE = ...`; the function alias exposes distance. Older-version examples have different behavior."
          },
          {
            "exam_code": "DP-800",
            "kind": "exact-replacement",
            "location": "#### Current vector-index constraints; immutable bullet746",
            "objective": "Implement AI-enabled database solutions: lifecycle/deployment",
            "source_keys": [
              "vector-index"
            ],
            "proposed_markdown": "- DacFx version, BACPAC support and observed index creation after schema deployment;",
            "lab_update": "",
            "readiness_update": "",
            "confidence": "Confirmed documentation; original synthetic exercise; no live execution",
            "status": "proposed-only; coordinator owns shared edits",
            "exact_old_text": "- dacpac/bacpac exclusion and post-deployment recreation."
          },
          {
            "exam_code": "DP-800",
            "kind": "focused-insertion",
            "location": "### Select a change mechanism from semantics; after immutable line575",
            "objective": "Implement database solutions: implement change event streaming",
            "source_keys": [
              "ces",
              "ces-amqp"
            ],
            "proposed_markdown": "**Confirmed — VERIFY CURRENT:** [CES platform supportability](https://learn.microsoft.com/en-us/sql/relational-databases/track-changes/change-event-streaming/overview?view=sql-server-ver17) still labels CES preview. SQL Server 2025 requires preview configuration; Entra authentication needs CU3 or later plus Azure Arc enablement or Azure VM hosting. Managed Instance requires SQL Server 2025 or Always-up-to-date policy; Fabric SQL database does not currently support CES Entra authentication. The AMQP notice’s generic recreation sentence uses `AzureEventHubs` for every product, while its platform table still lists the older names for SQL Server/Managed Instance. Use the supported target-specific value and preserve this documentation mismatch until clarified.",
            "lab_update": "Lab7/10: add target/build/update-policy/authentication/destination matrix; record unsupported authentication as a gap, never paste one universal migration script.",
            "readiness_update": "Does SQL2025 CU3 Entra support prove Fabric CES supports Entra? No; the platform supportability section explicitly separates them.",
            "confidence": "Confirmed documentation; original synthetic exercise; no live execution",
            "status": "proposed-only; coordinator owns shared edits"
          },
          {
            "exam_code": "DP-800",
            "kind": "exact-replacement",
            "location": "### Use regular-expression and fuzzy matching functions; immutable line279",
            "objective": "Implement database solutions: implement fuzzy string matching",
            "source_keys": [
              "fuzzy"
            ],
            "proposed_markdown": "**Confirmed — VERIFY CURRENT (October 28, 2026):** The [fuzzy-matching overview](https://learn.microsoft.com/en-us/sql/relational-databases/fuzzy-string-match/overview?view=sql-server-ver17) now says supported Windows and `BIN`/`BIN2` collations determine comparison behavior, including case/accent sensitivity and linguistic rules. Nonbinary `SQL_*` collations are unsupported; apply a supported Windows collation to the input expressions when broader changes are unsuitable. SQL Server2025 fuzzy matching remains preview. Keep regex behavior separate and recheck the exact platform/update policy.",
            "lab_update": "Lab2: record database/argument collation, compare a bounded synthetic case/accent pair under supported Windows collations, and record unsupported SQL_* cases. Coordinate with the exam researcher’s proposed worked example rather than insert duplicate examples.",
            "readiness_update": "Does fuzzy comparison ignore the input collation? No: current documentation defines supported Windows/binary collation behavior and excludes nonbinary SQL_* collations.",
            "confidence": "Confirmed documentation; original synthetic exercise; no live execution",
            "status": "proposed-only; coordinator owns shared edits",
            "exact_old_text": "**VERIFY CURRENT:** Fuzzy matching was preview in SQL Server 2025 documentation and did not follow collation semantics as of the checked date. Function availability can differ by deployment target."
          },
          {
            "exam_code": "DP-800",
            "kind": "exact-replacement",
            "location": "### Answer checkpoints; immutable line1056 (answer43)",
            "objective": "Implement AI-enabled database solutions: vector storage contract",
            "source_keys": [
              "vector-type",
              "sql-release"
            ],
            "proposed_markdown": "43. FIXED uses characters and overlap percentages. The current type page distinguishes float32 up to1,998 dimensions from float16 up to3,996. Half precision is GA in the documented Azure SQL/MI/Fabric targets and preview in SQL Server2025; verify target/update policy and driver.",
            "lab_update": "",
            "readiness_update": "",
            "confidence": "Confirmed documentation; original synthetic exercise; no live execution",
            "status": "proposed-only; coordinator owns shared edits",
            "exact_old_text": "43. FIXED uses characters and overlap percentages. Float16 is preview and the general type page and SQL Server release notes state different maxima; verify the exact build/base type."
          },
          {
            "exam_code": "DP-800",
            "kind": "exact-replacement",
            "location": "#### Detect drift and deploy safely; immutable line492",
            "objective": "Implement database solutions: deploy SQL database projects",
            "source_keys": [
              "vector-index"
            ],
            "proposed_markdown": "> **Related item:** A dacpac describes desired schema, not arbitrary data migration logic or every newer object type. Vector-index deployment needs version-specific verification: current documentation supports BACPAC with DacFx170.5.96 or later, while DACPAC wording is inconsistent. Inspect `sys.vector_indexes` after deployment/import and plan an idempotent supported creation step when needed; do not infer index existence from a successful pipeline.",
            "lab_update": "",
            "readiness_update": "",
            "confidence": "Confirmed documentation; original synthetic exercise; no live execution",
            "status": "proposed-only; coordinator owns shared edits",
            "exact_old_text": "> **Related item:** A dacpac describes desired schema, not arbitrary data migration logic or every newer object type. Vector indexes, for example, may require a verified post-deployment creation step when current dacpac/bacpac tooling does not support them. Test that step and drift behavior on the exact platform."
          },
          {
            "exam_code": "DP-800",
            "kind": "exact-replacement",
            "location": "### Answer checkpoints; immutable line1055 (answer42)",
            "objective": "Implement AI-enabled database solutions: vector retrieval",
            "source_keys": [
              "vector-index",
              "vector-search"
            ],
            "proposed_markdown": "42. No; the optimizer can choose kNN. The latest index format supports iterative filtering and DML on Azure SQL Database, Fabric SQL database and Managed Instance with Always-up-to-date policy; verify platform/update policy and actual index version.",
            "lab_update": "",
            "readiness_update": "",
            "confidence": "Confirmed documentation; original synthetic exercise; no live execution",
            "status": "proposed-only; coordinator owns shared edits",
            "exact_old_text": "42. No; the optimizer can choose kNN. Current Azure SQL/Fabric version 3 supports iterative filtering and DML, subject to regional/support requirements."
          },
          {
            "exam_code": "DP-800",
            "kind": "exact-replacement",
            "location": "### Lab 5: database project and controlled deployment; immutable line912",
            "objective": "Implement database solutions: database project lifecycle",
            "source_keys": [
              "vector-index"
            ],
            "proposed_markdown": "6. Choose an artifact whose support is verified for the exact DacFx/platform version. For vector indexes, distinguish BACPAC170.5.96+ from the unresolved DACPAC wording, test row-count prerequisites, inspect `sys.vector_indexes`, and prove any required post-deployment creation step is idempotent.",
            "lab_update": "",
            "readiness_update": "",
            "confidence": "Confirmed documentation; original synthetic exercise; no live execution",
            "status": "proposed-only; coordinator owns shared edits",
            "exact_old_text": "6. Add an idempotent post-deployment task for a currently unsupported artifact such as a vector index, then prove rerun behavior."
          }
        ],
        "immutable_guide_path": ".maintenance/2026-10-28-remaining-refresh/group-02/before/guides/DP-800-developing-ai-enabled-database-solutions.md",
        "guide_lf_sha256": "572b60c987f405d24ddebc7dc67dc2a5a4e98a99cb8641e0d4b4aca091b9faf6",
        "source_keys": [
          "vector-type",
          "sql-release",
          "vector-index",
          "vector-search",
          "ces",
          "ces-amqp",
          "fuzzy"
        ]
      },
      {
        "exam_code": "MB-330",
        "prior_gap_recheck": {
          "prior_gap": "Prior basic-vs-WMS Full blocking and mobile registration behavior; no open technical blocker in Sept27 report.",
          "recheck": "Read current WMS quality technical body and confirmed guide’s no-Full-blocking boundary; useful scoped extension teaches nth-license-plate origin without changing accepted technical model.",
          "source_keys": [
            "wms-quality"
          ],
          "recommendation": "Apply bounded supported repairs; retain listed unresolved source and runtime boundaries."
        },
        "proposals": [
          {
            "exam_code": "MB-330",
            "kind": "focused-insertion",
            "location": "### Separate the inspected quantity from the blocked quantity; after immutable line120",
            "objective": "Implement inventory and asset management: quality management for warehouse processes",
            "source_keys": [
              "wms-quality"
            ],
            "proposed_markdown": "**Worked example — every third starts with the first:** Receive six equal license plates under an Order-scoped WMS-only association, Full license plate sampling, `Per nth license plate = 3`, and one shared count. The [sampling examples](https://learn.microsoft.com/en-us/dynamics365/supply-chain/inventory/quality-management-for-warehouses-processes) select **LP1 and LP4**, rather than LP3 and LP6. Changing scope or Break count by item can change where the count resets. Record sampling work separately from the hold on the rest of the receipt.",
            "lab_update": "Extend quality Lab3 or receipt Lab9 with six paper license plates, first/fourth prediction, then actual work if available. Repeat with a changed scope/count-reset setting and record expected/observed work.",
            "readiness_update": "With every-third full-license-plate sampling and one continuous count, which of six plates go to quality? LP1 and LP4; explain the starting point and reset scope.",
            "confidence": "Confirmed documentation; original synthetic exercise; no live execution",
            "status": "proposed-only; coordinator owns shared edits"
          }
        ],
        "immutable_guide_path": ".maintenance/2026-10-28-remaining-refresh/group-02/before/guides/MB-330-microsoft-dynamics-365-supply-chain-management-functional-consultant.md",
        "guide_lf_sha256": "2741537e84737f0cb31a372d1d760bd94e3fb527505c990cb111ecdfecf4b2bd",
        "source_keys": [
          "wms-quality"
        ]
      },
      {
        "exam_code": "MD-102",
        "prior_gap_recheck": {
          "prior_gap": "Autopilot comparison changed; unsupported lifecycle generalizations and earlier Intune telemetry gaps remain.",
          "recheck": "25-app feature row is corroborated by explicit Jan30 release, but lower comparison >10 row remains inconsistent. Association precedence is explicit. Only Autopilot-focused sections checked; no claim earlier telemetry/support gaps resolved.",
          "source_keys": [
            "autopilot-compare",
            "autopilot-news"
          ],
          "recommendation": "Apply bounded supported repairs; retain listed unresolved source and runtime boundaries."
        },
        "proposals": [
          {
            "exam_code": "MD-102",
            "kind": "exact-replacement",
            "location": "### Windows Autopilot versus device preparation; immutable line163",
            "objective": "Manage and maintain devices: implement Windows Autopilot/device preparation",
            "source_keys": [
              "autopilot-compare",
              "autopilot-news"
            ],
            "proposed_markdown": "**Device-preparation limits — VERIFY CURRENT:** The [comparison](https://learn.microsoft.com/en-us/autopilot/device-preparation/compare) lists user-driven/automatic modes, Entra join, 25 essential apps, ten scripts and device-based OOBE. Its lower requirements table still conflicts on installing more than ten apps; the [January 30 release entry](https://learn.microsoft.com/en-us/autopilot/device-preparation/whats-new) explicitly confirms 25 for both modes. Keep deployment-timeout testing. Device preparation needs an Intune Provisioning Client-owned provisioning group. For a classic-registered device, **tenant association selects device preparation; without association the classic profile wins**. Supported old build rows do not prove lifecycle support.",
            "lab_update": "Lab3: compare registered+associated versus registered+unassociated device designs, document selected flow and avoid deregistering real devices. Record app count, timeout and source-table discrepancy.",
            "readiness_update": "Does classic Autopilot registration always take precedence? No: current comparison makes tenant association decisive for device preparation.",
            "confidence": "Confirmed documentation; original synthetic exercise; no live execution",
            "status": "proposed-only; coordinator owns shared edits",
            "exact_old_text": "**Device-preparation limits:** The current comparison lists user-driven and automatic modes, Entra join, up to **25 essential apps and ten scripts**, and device-based OOBE configuration. It supports tenant association without requiring classic hardware-hash registration. Its provisioning group requires the **Intune Provisioning Client** owner. Do not apply classic ESP, hybrid join or user-stage assumptions to device preparation. Supported old build numbers in a feature table do not establish that an OS version remains in lifecycle support."
          }
        ],
        "immutable_guide_path": ".maintenance/2026-10-28-remaining-refresh/group-02/before/guides/MD-102-managing-securing-microsoft-365-endpoints-intune.md",
        "guide_lf_sha256": "ec5738f0393f04d7513fda43cb0472c85208714791cef9561d1fa644610d968a",
        "source_keys": [
          "autopilot-compare",
          "autopilot-news"
        ]
      },
      {
        "exam_code": "MS-700",
        "prior_gap_recheck": {
          "prior_gap": "Private-channel Workflows contradiction; October1 Windows VDI support milestone.",
          "recheck": "April14 blog and platform known issues still contradict private Flow bot availability. Retain blocker. Existing Windows WebRTC cohort/date distinction remains plausible; update lab tense after passed support deadline only after exact current VDI milestone body recheck.",
          "source_keys": [
            "teams-connector-blog",
            "teams-webhooks",
            "teams-vdi"
          ],
          "recommendation": "Apply bounded supported repairs; retain listed unresolved source and runtime boundaries."
        },
        "proposals": [
          {
            "exam_code": "MS-700",
            "kind": "exact-replacement",
            "location": "### Lab 10 — VDI and room authentication transition; immutable line325",
            "objective": "Monitor/report/troubleshoot Teams: VDI/client and device authentication",
            "source_keys": [
              "teams-vdi"
            ],
            "proposed_markdown": "Inventory endpoint OS, provider/plugin, Teams build and actual optimization status. For the specified Windows WebRTC cohort, October 1, 2026 is now past: record whether the supported replacement is active, and distinguish the April 1, 2027 end of availability from the earlier end of support. Tabletop a room’s initial sign-in, reauthentication, reprovisioning and retirement with narrowly scoped device-code exceptions. Do not infer successful passwordless migration from a blog announcement. **Evidence:** support dates, actual media path, account type, access-policy evaluation, recovery owner and pilot results.",
            "lab_update": "",
            "readiness_update": "Does a legacy optimization still working after October1 establish support? No; functioning, vendor support and eventual availability are separate.",
            "confidence": "Confirmed documentation; original synthetic exercise; no live execution",
            "status": "proposed-only; coordinator owns shared edits",
            "exact_old_text": "Inventory endpoint OS, provider/plugin, Teams build and actual optimization status; identify the Windows WebRTC cohort before October 1. Tabletop a room’s initial sign-in, reauthentication, reprovisioning and retirement with narrowly scoped device-code exceptions. Do not infer successful passwordless migration from a blog announcement. **Evidence:** support dates, actual media path, account type, access-policy evaluation, recovery owner and pilot results."
          }
        ],
        "immutable_guide_path": ".maintenance/2026-10-28-remaining-refresh/group-02/before/guides/MS-700-managing-microsoft-teams.md",
        "guide_lf_sha256": "048b756c738945a616a6b955e8e9345485ca40aeb46beadb99fb466bdc06d44a",
        "source_keys": [
          "teams-connector-blog",
          "teams-webhooks",
          "teams-vdi"
        ]
      },
      {
        "exam_code": "MS-721",
        "prior_gap_recheck": {
          "prior_gap": "SBA cached-authentication/restart limitations; Oct29 future blueprint must remain future.",
          "recheck": "Sep28 product documentation changed restart/reboot behavior. 24h prior connection and CAE~30min remain. Product correction does not advance April accepted baseline or prematurely accept Oct29 revision.",
          "source_keys": [
            "sba"
          ],
          "recommendation": "Apply bounded supported repairs; retain listed unresolved source and runtime boundaries."
        },
        "proposals": [
          {
            "exam_code": "MS-721",
            "kind": "exact-replacement",
            "location": "### Direct Routing, extensions and survivability; immutable line115",
            "objective": "Plan/design and implement Teams Phone: survivability/SBA",
            "source_keys": [
              "sba"
            ],
            "proposed_markdown": "**Confirmed — VERIFY CURRENT (October 28, 2026).** [SBA considerations](https://learn.microsoft.com/en-us/microsoftteams/direct-routing-survivable-branch-appliance) now allow a desktop client to reconnect after restart or reboot using authentication cached before the outage; expired tokens can be supported up to seven days after expiry. This is conditional continuity, not fresh offline authentication. The client still needs a prior connection to that SBA within 24 hours, and the CAE-token limitation remains roughly 30 minutes. Dynamic E911 location sharing and emergency-call-routing policies remain unsupported in SBA mode; emergency dial strings need matching regular voice routes. Validate the exact client, cache state, vendor build and approved emergency test plan.",
            "lab_update": "Extend Lab6 tabletop with warm cache, absent cache, restart, expired token, no prior SBA connection and CAE cases. Predict which condition prevents service; run only vendor/carrier-approved nonproduction tests.",
            "readiness_update": "Does reboot automatically invalidate SBA continuity? No; current docs support reconnect with pre-cached authentication, subject to the prior-SBA and supported-authentication-period limits.",
            "confidence": "Confirmed documentation; original synthetic exercise; no live execution",
            "status": "proposed-only; coordinator owns shared edits",
            "exact_old_text": "SBA has material limits: clients need a prior connection within 24 hours; restarting can require a token the offline client cannot obtain. The documentation limits CAE-token operation to roughly 30 minutes. It also excludes dynamic E911 location sharing and emergency call routing policies; emergency strings need valid regular voice-route patterns. Include these limits in the approved continuity design and carrier test plan."
          }
        ],
        "immutable_guide_path": ".maintenance/2026-10-28-remaining-refresh/group-02/before/guides/MS-721-collaboration-communications-systems-engineer.md",
        "guide_lf_sha256": "f351575d2e50bb966c21d8e6ad83dbd6a7e100c81509f765eb46f71d6a428b7f",
        "source_keys": [
          "sba"
        ]
      },
      {
        "exam_code": "SC-100",
        "prior_gap_recheck": {
          "prior_gap": "Earlier Foundational CSPM Oct27 opt-in announcement; related Sentinel conflicts; runtime boundaries.",
          "recheck": "Current English release body no longer contains opt-in announcement; former dedicated page redirects to overview with no date. Preserve initial dated historical evidence, do not infer cancellation. Current plan-enablement guide confirms Owner/agentless capability distinction. Sentinel conflicts remain, owned SC200 research.",
          "source_keys": [
            "mdc-release",
            "cspm",
            "cspm-enable"
          ],
          "recommendation": "Apply bounded supported repairs; retain listed unresolved source and runtime boundaries."
        },
        "proposals": [
          {
            "exam_code": "SC-100",
            "kind": "exact-replacement",
            "location": "### Account for current posture and entitlement changes; immutable line312",
            "objective": "Design infrastructure security: design CSPM/CWPP and onboarding",
            "source_keys": [
              "mdc-release",
              "cspm"
            ],
            "proposed_markdown": "**VERIFY CURRENT — October 28 documentation gap:** Earlier reviewed Microsoft guidance announced October 27 opt-in for new Azure subscriptions. The current [release notes](https://learn.microsoft.com/en-us/azure/defender-for-cloud/release-notes) no longer include that notice, and the former opt-in page redirects to the [CSPM overview](https://learn.microsoft.com/en-us/azure/defender-for-cloud/concept-cloud-security-posture-management). This does not establish cancellation. Verify each subscription’s enabled plan and assessed coverage; keep the default-change claim **Unconfirmed — validation needed** pending current first-party clarification. Individual recommendations replace legacy grouped findings; the release notes still schedule the grouped vulnerability-assessment coverage recommendation’s retirement for December 14, 2026.",
            "lab_update": "Lab6: add observed plan state and capability coverage; distinguish old announcement evidence from current UI/API observation. No paid plan is enabled by this research.",
            "readiness_update": "Can disappearance of an announcement prove its planned default change was canceled? No; preserve dated evidence and verify actual plan/coverage before relying on any default.",
            "confidence": "Confirmed current source omission/redirect; announced default implementation remains Unconfirmed — validation needed.",
            "status": "proposed-only; coordinator owns shared edits",
            "exact_old_text": "The [Defender for Cloud release notes](https://learn.microsoft.com/en-us/azure/defender-for-cloud/release-notes) announce that **new Azure subscriptions require opt-in to Foundational CSPM from October 27, 2026**. It remains free; existing Azure configuration and AWS/GCP are unaffected. Add explicit onboarding verification to landing-zone acceptance criteria. Individual recommendations now replace legacy grouped findings, and automation should use the current identifiers/schema. The grouped vulnerability-assessment coverage recommendation is scheduled for retirement December 14, 2026."
          },
          {
            "exam_code": "SC-100",
            "kind": "exact-replacement",
            "location": "## 8. Knowledge checks; immutable line647",
            "objective": "Design infrastructure security: CSPM onboarding",
            "source_keys": [
              "mdc-release",
              "cspm"
            ],
            "proposed_markdown": "41. **Does an old opt-in announcement establish the current new-subscription default?** No. The current English sources omit the earlier notice; retain its dated evidence and verify plan enablement and assessed coverage rather than infer either implementation or cancellation.",
            "lab_update": "",
            "readiness_update": "",
            "confidence": "Confirmed documentation; original synthetic exercise; no live execution",
            "status": "proposed-only; coordinator owns shared edits",
            "exact_old_text": "41. **Does new-subscription Foundational CSPM remain automatic after October 27, 2026?** The announced change requires opt-in for new Azure subscriptions; existing Azure and AWS/GCP behavior is outside that change."
          },
          {
            "exam_code": "SC-100",
            "kind": "focused-insertion",
            "location": "### Separate posture management from workload protection; after immutable line308",
            "objective": "Design infrastructure security: design CSPM plans and operational prerequisites",
            "source_keys": [
              "cspm-enable"
            ],
            "proposed_markdown": "**Decision check — enabled plan versus usable scanner:** A lower-privileged operator enables Defender CSPM, yet attack-path views lack vulnerability evidence. The [enablement guide](https://learn.microsoft.com/en-us/azure/defender-for-cloud/tutorial-enable-cspm-plan) explains that Subscription Owner enablement is required for the agentless scanner/all capabilities. Inspect plan components and onboarding permissions before concluding there are no vulnerabilities. A plan toggle alone is insufficient evidence.",
            "lab_update": "Extend Lab6 traceability matrix with plan enabled, scanner component enabled, required authority and observed asset evidence. A paper matrix is sufficient if subscription privileges are unavailable.",
            "readiness_update": "Does Defender CSPM On prove agentless vulnerability scanning was activated? No; verify Owner-dependent enablement and component state.",
            "confidence": "Confirmed documentation; original synthetic exercise; no live execution",
            "status": "proposed-only; coordinator owns shared edits"
          }
        ],
        "immutable_guide_path": ".maintenance/2026-10-28-remaining-refresh/group-02/before/guides/SC-100-microsoft-cybersecurity-architect.md",
        "guide_lf_sha256": "6a15647d47ba40a3b213e072616003e1a30adde4d3e2e4916cd6eeb267e9696b",
        "source_keys": [
          "mdc-release",
          "cspm",
          "cspm-enable"
        ]
      },
      {
        "exam_code": "SC-200",
        "prior_gap_recheck": {
          "prior_gap": "Continuous Sentinel support conflict; broad table-tier hunting warning versus new lake experience; extended Analytics historical-query limit.",
          "recheck": "Both conflicts remain. Reopened LOWER hunting lines90–92 confirm search-job requirement for extended Analytics history; existing120-day example is supported and must remain. Initial mistaken absence inference was explicitly retracted.",
          "source_keys": [
            "custom-detection",
            "unified-hunting",
            "table-settings",
            "sentinel-news"
          ],
          "recommendation": "Apply bounded supported repairs; retain listed unresolved source and runtime boundaries."
        },
        "proposals": [
          {
            "exam_code": "SC-200",
            "kind": "focused-insertion",
            "location": "#### Defender XDR custom detection rules; after immutable line293",
            "objective": "Manage security operations environment: configure custom detection rules",
            "source_keys": [
              "custom-detection"
            ],
            "proposed_markdown": "**VERIFY CURRENT:** A table appearing in the Continuous eligibility list is insufficient: [only generally available columns support Continuous](https://learn.microsoft.com/en-us/defender-xdr/custom-detection-rules). Record every projected/filtered column as well as table and operators. This extra check does not resolve the separate Sentinel-NRT documentation conflict.",
            "lab_update": "Lab9: add column GA/preview status to Continuous eligibility matrix; do not treat wizard acceptance as proof a scheduled or Continuous rule emitted an alert.",
            "readiness_update": "Can a supported Continuous table use every preview column? No; current documentation restricts Continuous to GA columns.",
            "confidence": "Confirmed documentation; original synthetic exercise; no live execution",
            "status": "proposed-only; coordinator owns shared edits"
          }
        ],
        "immutable_guide_path": ".maintenance/2026-10-28-remaining-refresh/group-02/before/guides/SC-200-microsoft-security-operations-analyst.md",
        "guide_lf_sha256": "215177cff13dc0da8775df14bc517d408866d10e82d06888efcb04d1303fd399",
        "source_keys": [
          "custom-detection",
          "unified-hunting",
          "table-settings",
          "sentinel-news"
        ]
      },
      {
        "exam_code": "SC-300",
        "prior_gap_recheck": {
          "prior_gap": "Authentication-domain weight conflict (exam role); passkey/SMS population transition; Conditional Access baseline-scope rollout.",
          "recheck": "Population dates and baseline-scope controls confirmed. New provider FAQ availability Oct30 is future today, and explicitly excludes PRIMARY SMS sign-in, External ID and AzureADB2C. Do not treat provider routing as a universal SMS migration.",
          "source_keys": [
            "sms-retirement",
            "phone-faq",
            "baseline-scopes"
          ],
          "recommendation": "Apply bounded supported repairs; retain listed unresolved source and runtime boundaries."
        },
        "proposals": [
          {
            "exam_code": "SC-300",
            "kind": "focused-insertion",
            "location": "### Build an authentication-method strategy; after immutable line206",
            "objective": "Implement authentication/access management: plan authentication methods",
            "source_keys": [
              "phone-faq"
            ],
            "proposed_markdown": "**Related item — VERIFY CURRENT (October 28, 2026):** The [telephony-provider FAQ](https://learn.microsoft.com/en-us/entra/identity/authentication/phone-providers-faq) schedules configuration from October 30, so today this is planning guidance. It does **not** preserve SMS as primary sign-in and currently excludes External ID/Azure AD B2C. Distinguish primary authentication, MFA delivery and SSPR requirements before choosing a migration route.",
            "lab_update": "Lab4 paper extension: classify populations by primary-sign-in/MFA/recovery dependency and tenant type, then choose phishing-resistant enrollment/recovery or a supported future provider plan. Do not provision provider/cloud resources.",
            "readiness_update": "Can buying a supported telephony provider preserve primary SMS sign-in? No; current FAQ explicitly excludes that use.",
            "confidence": "Confirmed documentation; original synthetic exercise; no live execution",
            "status": "proposed-only; coordinator owns shared edits"
          }
        ],
        "immutable_guide_path": ".maintenance/2026-10-28-remaining-refresh/group-02/before/guides/SC-300-microsoft-identity-access-administrator.md",
        "guide_lf_sha256": "bdbefd13973e7fa01a27ed6f3fcc6e5f5e5fab2a8c46852fe3cb11b04221ecfb",
        "source_keys": [
          "sms-retirement",
          "phone-faq",
          "baseline-scopes"
        ]
      },
      {
        "exam_code": "SC-401",
        "prior_gap_recheck": {
          "prior_gap": "Prior objective date discrepancy belongs exam role; Endpoint DLP cross-platform/current capability boundaries.",
          "recheck": "Oct20 dedicated feature page and October release notes support GA FTP/SFTP transfer protection specifically on onboarded managed Windows endpoints; does not generalize to all clients/platforms. Other prior feature gaps not retested.",
          "source_keys": [
            "purview-news",
            "ftp-dlp"
          ],
          "recommendation": "Apply bounded supported repairs; retain listed unresolved source and runtime boundaries."
        },
        "proposals": [
          {
            "exam_code": "SC-401",
            "kind": "focused-insertion",
            "location": "### Implement and monitor Endpoint DLP; after immutable line149",
            "objective": "Implement data loss prevention: configure Endpoint DLP rules/actions",
            "source_keys": [
              "ftp-dlp",
              "purview-news"
            ],
            "proposed_markdown": "**Confirmed — VERIFY CURRENT (October 28, 2026):** [FTP/SFTP transfer protection](https://learn.microsoft.com/en-us/purview/endpoint-dlp-ftp-sftp-short) is now available for onboarded, managed Windows devices. Scope the DLP policy to Devices, select the FTP/SFTP activity and pilot Audit only before enforcement. Block, Block with override and Allow are documented actions. Inspect Activity Explorer’s transfer event with user, device, file, policy and outcome; do not infer macOS or unmanaged-device coverage. Optional full-file evidence saves a content copy and needs a separate access/retention decision.",
            "lab_update": "Lab6: add a benign synthetic file transfer to an authorized test FTP/SFTP destination on a disposable managed Windows device, first audit then approved block/override; otherwise tabletop expected event. Record unsupported clients and do not enable full-file collection merely for the exercise.",
            "readiness_update": "Does selecting Devices prove all FTP/SFTP transfers from any platform are covered? No; verify managed Windows onboarding, scope, rule and actual Activity Explorer outcome.",
            "confidence": "Confirmed documentation; original synthetic exercise; no live execution",
            "status": "proposed-only; coordinator owns shared edits"
          }
        ],
        "immutable_guide_path": ".maintenance/2026-10-28-remaining-refresh/group-02/before/guides/SC-401-administering-information-security-microsoft-365.md",
        "guide_lf_sha256": "75397fc154f912b2ae5e9b4bb2958049a3125b6feb4e85b9dd304d2b186e9c42",
        "source_keys": [
          "purview-news",
          "ftp-dlp"
        ]
      },
      {
        "exam_code": "SC-900",
        "prior_gap_recheck": {
          "prior_gap": "Earlier current-change CSPM default statement; passkey preference/enrollment and population distinctions.",
          "recheck": "SMS population timeline remains correct. CSPM English current source omission/redirect requires historical/uncertain labeling; no cancellation inference. Fundamental lesson remains prove plan/coverage rather than blank-dashboard inference.",
          "source_keys": [
            "mdc-release",
            "cspm",
            "sms-retirement",
            "phone-faq"
          ],
          "recommendation": "Apply bounded supported repairs; retain listed unresolved source and runtime boundaries."
        },
        "proposals": [
          {
            "exam_code": "SC-900",
            "kind": "exact-replacement",
            "location": "### Microsoft Defender for Cloud; immutable line229",
            "objective": "Describe Microsoft security solutions: Defender for Cloud/CSPM",
            "source_keys": [
              "mdc-release",
              "cspm"
            ],
            "proposed_markdown": "**VERIFY CURRENT:** Name the posture score and its assessed population. Earlier reviewed Microsoft guidance announced October 27 opt-in for new Azure subscriptions, but the current [release notes](https://learn.microsoft.com/en-us/azure/defender-for-cloud/release-notes) omit that notice and the former opt-in page now redirects to the [CSPM overview](https://learn.microsoft.com/en-us/azure/defender-for-cloud/concept-cloud-security-posture-management). The planned default’s implementation is **Unconfirmed — validation needed**; disappearance does not prove cancellation. For any subscription, inspect enabled plans and coverage before interpreting a blank dashboard as healthy.",
            "lab_update": "Lab3/Lab7: tabletop a subscription with no findings and list plan state, assessment coverage and telemetry needed to distinguish healthy from unassessed.",
            "readiness_update": "Does a blank posture dashboard prove no risks? No; first establish enabled plan and assessed population.",
            "confidence": "Confirmed source omission/redirect; current implementation of earlier announced default change remains Unconfirmed — validation needed.",
            "status": "proposed-only; coordinator owns shared edits",
            "exact_old_text": "[Current Defender for Cloud release notes](https://learn.microsoft.com/en-us/azure/defender-for-cloud/release-notes) distinguish classic Secure Score from the newer risk-based Cloud Score; always name the score and its assessed population. They also announce that free Foundational CSPM becomes opt-in for **new Azure subscriptions on October 27, 2026**. Existing Azure configuration and AWS/GCP are outside that default change. For a new subscription, verify enablement and coverage before interpreting a blank dashboard as a healthy environment."
          }
        ],
        "immutable_guide_path": ".maintenance/2026-10-28-remaining-refresh/group-02/before/guides/SC-900-microsoft-security-compliance-identity-fundamentals.md",
        "guide_lf_sha256": "1d76e9d219abf07492eaf7212e361f0ef97655db91f8092f7f21573799bc34c0",
        "source_keys": [
          "mdc-release",
          "cspm",
          "sms-retirement",
          "phone-faq"
        ]
      }
    ],
    "unresolved_questions": [
      "SC200 Sentinel Continuous availability conflict and table-tier warning remain; lower extended-Analytics/search-job limitation explicitly confirmed, not removed.",
      "MS700 private-channel Flow bot capability still conflicting between dated blog and platform overview.",
      "SC100/SC900 earlier Foundational opt-in announcement missing in current English sources; need authoritative current implementation/default clarification.",
      "DP800 current DACPAC wording internally inconsistent; BACPAC threshold explicit; exact DacFx/schema-only deployment needs a nonproduction observed reproduction.",
      "DP800 CES generic AMQP migration sentence versus target-specific values remains inconsistent; target-specific table is bounded provisional working model.",
      "MD102 lower comparison >10 row remains inconsistent with main25 row; explicit Jan30 release supports25 but actual deployment unexecuted.",
      "SC300 official domain weight conflict and SC401 prior objective date conflict are exam researcher scope, not resolved by technical product pages.",
      "MS721 Oct29 outline future on Oct28; technical correction neither accepts it nor predicts scored content."
    ],
    "proposed_sources": [
      {
        "id": "g02-20261028-ces-amqp",
        "title": "Deprecation of AMQP protocol for change event streaming",
        "url": "https://learn.microsoft.com/en-us/sql/relational-databases/track-changes/change-event-streaming/amqp-deprecation?view=sql-server-ver17",
        "publisher": "Microsoft",
        "authority_class": 2,
        "source_type": "product-documentation",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "DP-800"
        ],
        "notes": "Targeted public technical body read on 2026-10-28. Scope: Body31–67; target-specific destination values45–54 and existing group deadline55–57. Lower impact sections117–134 and dated footer165 also read. Observation: DB/Fabric use AzureEventHubs for new groups; SQL2025/MI still accept old names with Kafka recommended. Generic recreate-all-products AzureEventHubs sentence conflicts with target-specific table. Existing AMQP continues through April2027; consumers independently choose protocol. No live product/lab execution."
      },
      {
        "id": "g02-20261028-autopilot-news",
        "title": "Windows Autopilot device preparation: What’s new",
        "url": "https://learn.microsoft.com/en-us/autopilot/device-preparation/whats-new",
        "publisher": "Microsoft",
        "authority_class": 2,
        "source_type": "release-notes",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MD-102"
        ],
        "notes": "Targeted public technical body read on 2026-10-28. Scope: Body42–85 (Sept14 reliability, Aug27 association, May11 GA, Apr10 managed installer, Jan30 app limit); lower historical rows86–130 examined for supersession context. Observation: Jan30 explicitly raises app limit25 for both modes/all CloudPC; lower historical Apr2025 ten-app row remains historical. Sept14 stops default128-bit BitLocker OOBE policy, prioritizes admin policy; immediate IME sync after OOBE. No implied guarantee all later policy already applied. No live product/lab execution."
      },
      {
        "id": "g02-20261028-teams-vdi",
        "title": "Install Teams for VDI",
        "url": "https://learn.microsoft.com/en-us/microsoftteams/teams-client-vdi-requirements-deploy",
        "publisher": "Microsoft",
        "authority_class": 2,
        "source_type": "product-documentation",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MS-700"
        ],
        "notes": "Targeted public technical body read on 2026-10-28. Scope: Body33–73 fully rechecked, plus AVD/client rows79–118; Mac/Citrix/AVD/W365 and Omnissa Windows cohort dates41–52 read to prevent universalization. Footer664. Legacy URL redirects to final URL. Observation: Windows Citrix/AVD/W365 legacy optimization support ends Oct1,2026, availability Apr1,2027; distinguish endpoint population and migration completion. No live product/lab execution."
      },
      {
        "id": "g02-20261028-cspm-enable",
        "title": "Protect your resources with Defender CSPM",
        "url": "https://learn.microsoft.com/en-us/azure/defender-for-cloud/tutorial-enable-cspm-plan",
        "publisher": "Microsoft",
        "authority_class": 2,
        "source_type": "product-documentation",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-100"
        ],
        "notes": "Targeted public technical body read on 2026-10-28. Scope: Body31–98 including note37–38, prerequisite50, component settings67–93; footer110. Observation: Lower privileged operator can enable plan without enabling agentless scanner; Owner required for all capabilities, so plan toggle alone does not prove vulnerability-enriched attack paths. Current page no Oct27 notice. No live product/lab execution."
      },
      {
        "id": "g02-20261028-phone-faq",
        "title": "Frequently asked questions about telephony providers in Microsoft Entra ID",
        "url": "https://learn.microsoft.com/en-us/entra/identity/authentication/phone-providers-faq",
        "publisher": "Microsoft",
        "authority_class": 2,
        "source_type": "product-documentation",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-300",
          "SC-900"
        ],
        "notes": "Targeted public technical body read on 2026-10-28. Scope: Body38–78 (availability, primary-sign-in exclusion, platform scope, provider channels, migration); no provider offer/price pages read. Observation: Configuration begins Oct30, future on Oct28. Provider integration does not support SMS as PRIMARY sign-in; limited to Entra ID, not External ID/Azure AD B2C. Planning is not active deployment. No live product/lab execution."
      },
      {
        "id": "g02-20261028-ftp-dlp",
        "title": "Protect FTP and SFTP transfers with Microsoft Purview Endpoint DLP",
        "url": "https://learn.microsoft.com/en-us/purview/endpoint-dlp-ftp-sftp-short",
        "publisher": "Microsoft",
        "authority_class": 2,
        "source_type": "product-documentation",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-401"
        ],
        "notes": "Targeted public technical body read on 2026-10-28. Scope: Complete technical body31–67 and dated footer95. Observation: Managed onboarded Windows endpoints; Devices location, FTP/SFTP activity; audit/block/override/allow; Activity Explorer event and optional full-file evidence. No macOS/unmanaged coverage inference. No live product/lab execution."
      }
    ],
    "validation": {
      "research_only": true,
      "live_labs": false,
      "full_semantic_review": false,
      "human_review": false,
      "source_health_collector_run": false,
      "proposed_source_schema": "Passed jsonschema against schemas/source-catalog.schema.json after generation.",
      "immutable_input_hashes": "All ten before-guide LF SHA256 values matched manifest; every exact replacement matched its immutable input exactly once."
    },
    "catalog_comparison_bound_to": "group02 immutable before/data/sources.json and source-candidates.json",
    "duplicate_assertion_sweep": {
      "DP-800": "Searched all immutable lines for vector/dacpac/bacpac/float16/dimension/fuzzy/collation terms. Repairs cover692,738,746,748; secondary492,912,1055,1056 and fuzzy279. Regex274 is a separate family; did not change. Remaining readiness1077 is already target/preview-qualified.",
      "MS-721": "Searched all SBA/reboot/restart/cache/token mentions; stale restart-authentication claim only115.113 client restrictions and234 emergency validation are compatible.",
      "SC-100": "Searched all CSPM/opt-in/Oct27 mentions; assertion312 and answered checkpoint647 both have exact replacements.",
      "SC-900": "Searched all CSPM/opt-in/Oct27 mentions; current default assertion only229.",
      "SC-200": "Search-job/120-day references206,208,581,710,763 checked for consistency; preserved because LOWER source90–92 supports extended Analytics history distinction.",
      "others": "Relevant headings/labs/checkpoints inspected in the recorded ranges; no complete semantic review claimed."
    }
  },
  "learning_research": {
    "research_role": "Learning-resource researcher, group 02",
    "as_of": "2026-10-28",
    "scope": [
      "DP-800",
      "MB-330",
      "MD-102",
      "MS-700",
      "MS-721",
      "SC-100",
      "SC-200",
      "SC-300",
      "SC-401",
      "SC-900"
    ],
    "policies_read": [
      "CONTRIBUTING.md",
      "docs/CONTENT-POLICY.md",
      "docs/SOURCE-QUALITY.md",
      "docs/GUIDE-QUALITY-STANDARD.md",
      "docs/SOURCE-INTAKE.md"
    ],
    "input_review": [
      {
        "exam_code": "SC-900",
        "guide_path": "guides/SC-900-microsoft-security-compliance-identity-fundamentals.md",
        "immutable_input_path": ".maintenance/2026-10-28-remaining-refresh/group-02/before/guides/SC-900-microsoft-security-compliance-identity-fundamentals.md",
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        "loaded_complete_characters": 61566,
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        ],
        "semantic_read_scope": "Objective maps, complete learning section, complete labs and readiness/answer sections in the explicit inclusive line ranges. Complete immutable file loaded and hashed; intervening technical exposition was not semantically re-read or independently technically verified by this researcher.",
        "all_external_url_count": 66,
        "exact_catalog_match_count": 66,
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      },
      {
        "exam_code": "DP-800",
        "guide_path": "guides/DP-800-developing-ai-enabled-database-solutions.md",
        "immutable_input_path": ".maintenance/2026-10-28-remaining-refresh/group-02/before/guides/DP-800-developing-ai-enabled-database-solutions.md",
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        "semantic_read_scope": "Objective maps, complete learning section, complete labs and readiness/answer sections in the explicit inclusive line ranges. Complete immutable file loaded and hashed; intervening technical exposition was not semantically re-read or independently technically verified by this researcher.",
        "all_external_url_count": 94,
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      },
      {
        "exam_code": "SC-100",
        "guide_path": "guides/SC-100-microsoft-cybersecurity-architect.md",
        "immutable_input_path": ".maintenance/2026-10-28-remaining-refresh/group-02/before/guides/SC-100-microsoft-cybersecurity-architect.md",
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        "semantic_read_scope": "Objective maps, complete learning section, complete labs and readiness/answer sections in the explicit inclusive line ranges. Complete immutable file loaded and hashed; intervening technical exposition was not semantically re-read or independently technically verified by this researcher.",
        "all_external_url_count": 56,
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      {
        "exam_code": "SC-200",
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      {
        "exam_code": "SC-300",
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        "semantic_read_scope": "Objective maps, complete learning section, complete labs and readiness/answer sections in the explicit inclusive line ranges. Complete immutable file loaded and hashed; intervening technical exposition was not semantically re-read or independently technically verified by this researcher.",
        "all_external_url_count": 69,
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      },
      {
        "exam_code": "SC-401",
        "guide_path": "guides/SC-401-administering-information-security-microsoft-365.md",
        "immutable_input_path": ".maintenance/2026-10-28-remaining-refresh/group-02/before/guides/SC-401-administering-information-security-microsoft-365.md",
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        "semantic_read_scope": "Objective maps, complete learning section, complete labs and readiness/answer sections in the explicit inclusive line ranges. Complete immutable file loaded and hashed; intervening technical exposition was not semantically re-read or independently technically verified by this researcher.",
        "all_external_url_count": 35,
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      },
      {
        "exam_code": "MD-102",
        "guide_path": "guides/MD-102-managing-securing-microsoft-365-endpoints-intune.md",
        "immutable_input_path": ".maintenance/2026-10-28-remaining-refresh/group-02/before/guides/MD-102-managing-securing-microsoft-365-endpoints-intune.md",
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        "all_external_url_count": 45,
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        "candidate_matches": []
      },
      {
        "exam_code": "MS-721",
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      },
      {
        "exam_code": "MB-330",
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        "all_external_url_count": 48,
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      }
    ],
    "method": "Bounded public page opens with browser corroboration and read-only HTTPS capture; individual source-specific reading bounds below. No automated whole-library collector, paid content, video playback, sign-in, tenant or cloud lab execution.",
    "review_boundary": "Full immutable guide files loaded and LF-hashed; semantic reading is exactly bounded by input_review ranges. This does not claim a complete technical-claim review. No guide/catalog/snapshot/ledger edits by this worker.",
    "resources": [
      {
        "url": "https://learn.microsoft.com/en-us/training/courses/sc-900t00",
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        "final_url": "https://learn.microsoft.com/en-us/training/courses/sc-900t00",
        "title": "Course SC-900T00-A: Introduction to Microsoft Security, Compliance, and Identity",
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        "affected_exams": [
          "SC-900"
        ],
        "authority_class": 3,
        "source_type": "official-training",
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        "published_on": null,
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        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
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        "public_body_read": true,
        "citation_claim": "Exact current course title: Course SC-900T00-A: Introduction to Microsoft Security, Compliance, and Identity. Publisher duration: 1 day. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
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        "catalog_association_matches": {
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        },
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          "kind": "publisher instructor-led duration",
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          "basis": "At a glance on opened exact course page; not self-study runtime."
        },
        "strengths": "Specific first-party curriculum and audience/prerequisite orientation linked to this course code.",
        "gaps": "Syllabus entries use dynamic placeholders; no full combined module runtime or tenant entitlement established. Course catalog identity and recommendations do not replace current credential/exam rules.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain as primary structured route"
      },
      {
        "url": "https://www.pluralsight.com/paths/microsoft-security-compliance-and-identity-fundamentals-sc-900",
        "opened_urls": [
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        "final_url": "https://www.pluralsight.com/paths/microsoft-security-compliance-and-identity-fundamentals-sc-900",
        "title": "Pluralsight SC-900 path",
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          "SC-900"
        ],
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "published_on": null,
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        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
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        "response_sha256": "722515f3b0535682346f40410cdefdf4cbf4ca0b020712039327025e6be58667",
        "public_body_read": true,
        "citation_claim": "Six lessons dated December 2023–January 2024. Core identity/security/compliance foundation, but product names and current objectives require first-party gap checks.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
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        "catalog_association_matches": {
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        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher public metadata",
          "value": "8h45 summed lessons; path rounds to 9h",
          "basis": "Exact public resource runtime/course list; planning totals and pacing distinguished. No timed lesson consumption."
        },
        "strengths": "Attributable structured alternative with visible format, scope and time metadata.",
        "gaps": "Public listing only; no authenticated lessons, paid questions, simulations, recordings or completeness audit. Landing-page prose is not technical authority.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "optional supplement only; current objective/product gap map required"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/courses/dp-800t00",
        "opened_urls": [
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        "final_url": "https://learn.microsoft.com/en-us/training/courses/dp-800t00",
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        ],
        "authority_class": 3,
        "source_type": "official-training",
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        "updated_on": null,
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        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
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        "public_body_read": true,
        "citation_claim": "Exact current course title: Course DP-800T00-A: Develop AI-enabled database solutions. Publisher duration: 3 days. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
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        "catalog_association_matches": {
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        },
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        },
        "strengths": "Specific first-party curriculum and audience/prerequisite orientation linked to this course code.",
        "gaps": "Syllabus entries use dynamic placeholders; no full combined module runtime or tenant entitlement established. Course catalog identity and recommendations do not replace current credential/exam rules.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain as primary structured route"
      },
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        "final_url": "https://learn.microsoft.com/en-us/training/paths/design-develop-database-solutions/",
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        "publisher": "Microsoft",
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        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
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        "updated_on": null,
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        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
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        "citation_claim": "4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
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        "catalog_association_matches": {
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        },
        "candidate_match_ids": [],
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          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 4 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
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        "title": "Secure, optimize, and deploy database solutions",
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        },
        "strengths": "Current first-party sequence with 4 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
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      {
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        "source_type": "official-training",
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        "published_on": null,
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        ],
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        "public_body_read": true,
        "citation_claim": "3 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
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        "catalog_association_matches": {
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        },
        "strengths": "Current first-party sequence with 3 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
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        "final_url": "https://microsoftlearning.github.io/mslearn-sql-developer/",
        "title": "Microsoft Learning DP-800 course labs",
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        "author": null,
        "affected_exams": [
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        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete public index, eleven linked lab titles only; individual handouts not opened.",
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        "public_body_read": true,
        "citation_claim": "Public SQL Developer Exercises index has eleven named labs spanning objects, programmability, T-SQL, AI tools, security, performance, CI/CD, integration, embeddings, search and RAG. Individual handout prerequisites and deployment instructions not evaluated.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
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        "catalog_association_matches": {
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        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial estimate",
          "value": "12–24 hours for selected/all eleven lab exercises, excluding provision/setup",
          "basis": "Existing guide planning range retained as estimate, not publisher timing."
        },
        "strengths": "Vendor-owned written training/lab material with a bounded practical sequence.",
        "gaps": "Index only; no lab body or setup/runtime validation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; check prerequisites and selected exercise before deployment"
      },
      {
        "url": "https://www.pluralsight.com/paths/sql-server-2025-fundamentals",
        "opened_urls": [
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        ],
        "final_url": "https://www.pluralsight.com/paths/sql-server-2025-fundamentals",
        "title": "Pluralsight SQL Server 2025 Fundamentals path",
        "publisher": "Pluralsight",
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        ],
        "authority_class": 4,
        "source_type": "third-party-training",
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        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "e4d8bb31d130be627a20883180d17a03026edd1303c437518aab7105c73199d6",
        "public_body_read": true,
        "citation_claim": "Six courses dated February–September 2026; AI course September 21, security August 28. Platform overview rather than complete DP-800 blueprint coverage.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
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        ],
        "catalog_association_matches": {
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          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher public metadata",
          "value": "7h36 summed lessons; path rounds to 8h",
          "basis": "Exact public resource runtime/course list; planning totals and pacing distinguished. No timed lesson consumption."
        },
        "strengths": "Attributable structured alternative with visible format, scope and time metadata.",
        "gaps": "Public listing only; no authenticated lessons, paid questions, simulations, recordings or completeness audit. Landing-page prose is not technical authority.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "optional supplement only; current objective/product gap map required"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/courses/sc-100t00",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/courses/sc-100t00"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/courses/sc-100t00",
        "title": "Course SC-100T00-A: Microsoft Cybersecurity Architect",
        "publisher": "Microsoft",
        "author": null,
        "affected_exams": [
          "SC-100"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
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          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "c21ce16c2af79788104e6fa1031a8304aecadf40a3bb752039da8ac83b3c47c2",
        "public_body_read": true,
        "citation_claim": "Exact current course title: Course SC-100T00-A: Microsoft Cybersecurity Architect. Publisher duration: 4 days. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-100-course"
        ],
        "catalog_association_matches": {
          "sc-100-course": [
            "SC-100"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher instructor-led duration",
          "value": "4 days",
          "basis": "At a glance on opened exact course page; not self-study runtime."
        },
        "strengths": "Specific first-party curriculum and audience/prerequisite orientation linked to this course code.",
        "gaps": "Syllabus entries use dynamic placeholders; no full combined module runtime or tenant entitlement established. Course catalog identity and recommendations do not replace current credential/exam rules.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain as primary structured route"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-100-design-solutions-best-practices-priorities/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/sc-100-design-solutions-best-practices-priorities/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/sc-100-design-solutions-best-practices-priorities/",
        "title": "Design solutions that align with security best practices and priorities",
        "publisher": "Microsoft",
        "author": null,
        "affected_exams": [
          "SC-100"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
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            "value": "2026-04-03T00:00:00Z"
          },
          {
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            "value": "2026-10-28T17:12:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "c5349cb58d055ddeabcb1a4e451a210fb5547818847884da8eb46f769b422287",
        "public_body_read": true,
        "citation_claim": "4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-100-learn-best-practices"
        ],
        "catalog_association_matches": {
          "sc-100-learn-best-practices": [
            "SC-100"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 4 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-100-design-operations-identity-compliance-capabilities/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/sc-100-design-operations-identity-compliance-capabilities/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/sc-100-design-operations-identity-compliance-capabilities/",
        "title": "Design security operations, identity, and compliance capabilities",
        "publisher": "Microsoft",
        "author": null,
        "affected_exams": [
          "SC-100"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
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            "value": "2026-04-03T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-28T17:12:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "654a661035eb7662280cb5946a7caad82997d566f2800a66b543d34ab1da91c7",
        "public_body_read": true,
        "citation_claim": "6 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-100-learn-operations-identity-compliance"
        ],
        "catalog_association_matches": {
          "sc-100-learn-operations-identity-compliance": [
            "SC-100"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 6 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-100-design-security-solutions-infrastructure/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/sc-100-design-security-solutions-infrastructure/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/sc-100-design-security-solutions-infrastructure/",
        "title": "Design security solutions for infrastructure",
        "publisher": "Microsoft",
        "author": null,
        "affected_exams": [
          "SC-100"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
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            "value": "2026-04-03T00:00:00Z"
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          {
            "name": "updated_at",
            "value": "2026-10-28T17:12:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "09be1e6c2fa7f66c92f761988a95a6047e7e098eec938aeaa1ca414a1d84abf0",
        "public_body_read": true,
        "citation_claim": "5 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-100-learn-infrastructure"
        ],
        "catalog_association_matches": {
          "sc-100-learn-infrastructure": [
            "SC-100"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 5 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-100-design-security-solutions-applications-data/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/sc-100-design-security-solutions-applications-data/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/sc-100-design-security-solutions-applications-data/",
        "title": "Design security solutions for applications and data",
        "publisher": "Microsoft",
        "author": null,
        "affected_exams": [
          "SC-100"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2026-04-03T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-28T17:12:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "93a66fc445531defda4ca17198c7913c549198a5cb462da322a7706cca32290b",
        "public_body_read": true,
        "citation_claim": "4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-100-learn-applications-data"
        ],
        "catalog_association_matches": {
          "sc-100-learn-applications-data": [
            "SC-100"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 4 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://github.com/MicrosoftLearning/SC-100-Microsoft-Cybersecurity-Architect",
        "opened_urls": [
          "https://github.com/MicrosoftLearning/SC-100-Microsoft-Cybersecurity-Architect"
        ],
        "final_url": "https://github.com/MicrosoftLearning/SC-100-Microsoft-Cybersecurity-Architect",
        "title": "MicrosoftLearning SC-100 lab repository",
        "publisher": "MicrosoftLearning",
        "author": null,
        "affected_exams": [
          "SC-100"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted README/repository overview and visible file/license metadata; individual lab handouts and LICENSE body not read.",
        "capture_status": 200,
        "response_sha256": "0e50aca8dd465f2b8804e3f54626f292643fc61af645f2b42e14af214c842484",
        "public_body_read": true,
        "citation_claim": "README and repository overview read. GitHub displays MIT license and a LICENSE file; exact license body not opened. Course companion instructions may diverge from current UI and require separately prepared environments. README explicitly requires preconfigured M365 E5 tenant and separate preconfigured Azure subscription provided by an authorized lab host; personal environments are not guaranteed.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-100-official-labs"
        ],
        "catalog_association_matches": {
          "sc-100-official-labs": [
            "SC-100"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial estimate",
          "value": "8–16 hours selected labs",
          "basis": "Existing guide planning allocations, not publisher runtimes; tenant/setup extra."
        },
        "strengths": "Vendor-owned written training/lab material with a bounded practical sequence.",
        "gaps": "README only; no individual lab handouts, paid handbook/slides or environment setup validated. A public repository is not a hosted tenant/subscription.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; check prerequisites and selected exercise before deployment"
      },
      {
        "url": "https://www.pluralsight.com/paths/microsoft-cybersecurity-architect-sc-100",
        "opened_urls": [
          "https://www.pluralsight.com/paths/microsoft-cybersecurity-architect-sc-100"
        ],
        "final_url": "https://www.pluralsight.com/paths/microsoft-cybersecurity-architect-sc-100",
        "title": "Pluralsight Microsoft Cybersecurity Architect SC-100 path",
        "publisher": "Pluralsight",
        "author": "Tim Warner",
        "affected_exams": [
          "SC-100"
        ],
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "published_on": null,
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        "raw_page_date_metadata": [
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            "value": "2026-02-02T21:48:32.251Z"
          },
          {
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            "value": "71ms"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "eca2c288362e94d18165af5e841a724f2e2850ee011292ce02229018421f28da",
        "public_body_read": true,
        "citation_claim": "Four December 2024–January 2025 courses. Architecture foundations; legacy product wording and later AI/security objectives require current Learn supplementation.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
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        ],
        "catalog_association_matches": {
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          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher public metadata",
          "value": "4h58 summed lessons; path rounds to 5h",
          "basis": "Exact public resource runtime/course list; planning totals and pacing distinguished. No timed lesson consumption."
        },
        "strengths": "Attributable structured alternative with visible format, scope and time metadata.",
        "gaps": "Public listing only; no authenticated lessons, paid questions, simulations, recordings or completeness audit. Landing-page prose is not technical authority.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "optional supplement only; current objective/product gap map required"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/courses/sc-200t00",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/courses/sc-200t00"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/courses/sc-200t00",
        "title": "Course SC-200T00-A: Defend against cyberthreats with Microsoft's security operations platform",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-200"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
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        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "8f659433f587c801c8e068b6db0462080c03e39f0d995237ce4fc1b0ffd2ddb6",
        "public_body_read": true,
        "citation_claim": "Exact current course title: Course SC-200T00-A: Defend against cyberthreats with Microsoft's security operations platform. Publisher duration: 4 days. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
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        ],
        "catalog_association_matches": {
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          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher instructor-led duration",
          "value": "4 days",
          "basis": "At a glance on opened exact course page; not self-study runtime."
        },
        "strengths": "Specific first-party curriculum and audience/prerequisite orientation linked to this course code.",
        "gaps": "Syllabus entries use dynamic placeholders; no full combined module runtime or tenant entitlement established. Course catalog identity and recommendations do not replace current credential/exam rules.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain as primary structured route"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-365-defender/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-365-defender/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-365-defender/",
        "title": "Mitigate threats using Microsoft Defender XDR",
        "publisher": "Microsoft Learn",
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        "affected_exams": [
          "SC-200"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
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          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "f7ed94049f86635d448c9ecf7c4bb2dfee81ce49e01fc7a4413cd95a69fa839c",
        "public_body_read": true,
        "citation_claim": "6 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-200-learn-defender-xdr"
        ],
        "catalog_association_matches": {
          "sc-200-learn-defender-xdr": [
            "SC-200"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 6 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-copilot-for-security/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-copilot-for-security/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-copilot-for-security/",
        "title": "Mitigate threats using Microsoft Security Copilot",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-200"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
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            "value": "2025-11-26T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-28T17:12:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "4428ec78d571a5e477199182460ce3191630941e649aea64ac9b512718f766ce",
        "public_body_read": true,
        "citation_claim": "5 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-200-learn-security-copilot"
        ],
        "catalog_association_matches": {
          "sc-200-learn-security-copilot": [
            "SC-200"
          ]
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        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 5 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-purview/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-purview/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-purview/",
        "title": "Mitigate threats using Microsoft Purview",
        "publisher": "Microsoft Learn",
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          "SC-200"
        ],
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        "source_type": "official-training",
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        ],
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        "capture_status": 200,
        "response_sha256": "ab25ff57d819e3acd4aa793fcdb2fe49fbd1f956e3cbed82f53baf9bdb147fff",
        "public_body_read": true,
        "citation_claim": "4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
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        "catalog_association_matches": {
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        },
        "strengths": "Current first-party sequence with 4 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-defender-for-endpoint/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-defender-for-endpoint/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-defender-for-endpoint/",
        "title": "Mitigate threats using Microsoft Defender for Endpoint",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-200"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
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          },
          {
            "name": "updated_at",
            "value": "2026-10-28T17:12:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "fd4e673277b1aeef2e8fd8af0d1079ab9e606ede2650046a88c52cb6c3751963",
        "public_body_read": true,
        "citation_claim": "9 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-200-learn-endpoint"
        ],
        "catalog_association_matches": {
          "sc-200-learn-endpoint": [
            "SC-200"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 9 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-azure-defender/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-azure-defender/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-azure-defender/",
        "title": "Mitigate threats using Microsoft Defender for Cloud",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-200"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
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          {
            "name": "updated_at",
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          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "043b6d85e10a3a8259677001371aa8feba85c9b674041676c22f7f538f77a3e8",
        "public_body_read": true,
        "citation_claim": "6 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-200-learn-defender-cloud"
        ],
        "catalog_association_matches": {
          "sc-200-learn-defender-cloud": [
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        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
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          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 6 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-utilize-kql-for-azure-sentinel/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/sc-200-utilize-kql-for-azure-sentinel/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/sc-200-utilize-kql-for-azure-sentinel/",
        "title": "Create queries for Microsoft Sentinel using Kusto Query Language (KQL)",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-200"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
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          {
            "name": "updated_at",
            "value": "2026-10-28T17:12:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "00dbedad39200d7e3dadad8bcd0552ed35769e4b74895c75f2eaddbe35203c4b",
        "public_body_read": true,
        "citation_claim": "4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-200-learn-kql"
        ],
        "catalog_association_matches": {
          "sc-200-learn-kql": [
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          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 4 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-configure-azure-sentinel-environment/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/sc-200-configure-azure-sentinel-environment/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/sc-200-configure-azure-sentinel-environment/",
        "title": "Configure your Microsoft Sentinel environment",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-200"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
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        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
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        "capture_status": 200,
        "response_sha256": "952037ac91dc42502b155604a4bc5622a280b4bf26b04c84a7b132bcf405d060",
        "public_body_read": true,
        "citation_claim": "6 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
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        "catalog_association_matches": {
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        },
        "strengths": "Current first-party sequence with 6 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-connect-logs-to-azure-sentinel/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/sc-200-connect-logs-to-azure-sentinel/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/sc-200-connect-logs-to-azure-sentinel/",
        "title": "Connect logs to Microsoft Sentinel",
        "publisher": "Microsoft Learn",
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        "affected_exams": [
          "SC-200"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
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        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "9cd06834d4bc309efcbffae8747491f75a2ef74c99fdf316a2aac3cb901152ed",
        "public_body_read": true,
        "citation_claim": "7 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
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        ],
        "catalog_association_matches": {
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        },
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        },
        "strengths": "Current first-party sequence with 7 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-create-detections-perform-investigations-azure-sentinel/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/sc-200-create-detections-perform-investigations-azure-sentinel/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/sc-200-create-detections-perform-investigations-azure-sentinel/",
        "title": "Create detections and perform investigations using Microsoft Sentinel",
        "publisher": "Microsoft Learn",
        "author": null,
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          "SC-200"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
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          {
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        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
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        "capture_status": 200,
        "response_sha256": "d85c6ca6a03272b859fd73b35b2a640516519606886ba41675e2638b43aa34e5",
        "public_body_read": true,
        "citation_claim": "8 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
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        "catalog_association_matches": {
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        },
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        },
        "strengths": "Current first-party sequence with 8 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-perform-threat-hunting-azure-sentinel/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/sc-200-perform-threat-hunting-azure-sentinel/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/sc-200-perform-threat-hunting-azure-sentinel/",
        "title": "Perform threat hunting in Microsoft Sentinel",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-200"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
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          },
          {
            "name": "updated_at",
            "value": "2026-10-28T17:12:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "c15397158b441c899203c262d0fecc3e236be9117a1aaf5afd90fdbc28d6ed0d",
        "public_body_read": true,
        "citation_claim": "4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-200-learn-threat-hunting"
        ],
        "catalog_association_matches": {
          "sc-200-learn-threat-hunting": [
            "SC-200"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 4 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://github.com/MicrosoftLearning/SC-200T00A-Microsoft-Security-Operations-Analyst",
        "opened_urls": [
          "https://github.com/MicrosoftLearning/SC-200T00A-Microsoft-Security-Operations-Analyst"
        ],
        "final_url": "https://github.com/MicrosoftLearning/SC-200T00A-Microsoft-Security-Operations-Analyst",
        "title": "MicrosoftLearning SC-200 course lab repository",
        "publisher": "MicrosoftLearning",
        "author": null,
        "affected_exams": [
          "SC-200"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted README/repository overview and visible file/license metadata; individual lab handouts and LICENSE body not read.",
        "capture_status": 200,
        "response_sha256": "671f838afb7ceb5136330740f0752d633a78894564189b90e69d1ca52bf45882",
        "public_body_read": true,
        "citation_claim": "README and repository overview read. GitHub displays MIT license and a LICENSE file; exact license body not opened. Course companion instructions may diverge from current UI and require separately prepared environments.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-200-microsoftlearning-labs"
        ],
        "catalog_association_matches": {
          "sc-200-microsoftlearning-labs": [
            "SC-200"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial estimate",
          "value": "10–20 hours selected labs",
          "basis": "Existing guide planning allocations, not publisher runtimes; tenant/setup extra."
        },
        "strengths": "Vendor-owned written training/lab material with a bounded practical sequence.",
        "gaps": "README only; no individual lab handouts, paid handbook/slides or environment setup validated. A public repository is not a hosted tenant/subscription.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; check prerequisites and selected exercise before deployment"
      },
      {
        "url": "https://www.pluralsight.com/paths/microsoft-security-operations-analyst-sc-200",
        "opened_urls": [
          "https://www.pluralsight.com/paths/microsoft-security-operations-analyst-sc-200"
        ],
        "final_url": "https://www.pluralsight.com/paths/microsoft-security-operations-analyst-sc-200",
        "title": "Pluralsight SC-200 path",
        "publisher": "Pluralsight",
        "author": "Rishalin Pillay and Michael Teske",
        "affected_exams": [
          "SC-200"
        ],
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "cludo:date",
            "value": "2026-05-07T17:54:44.742Z"
          },
          {
            "name": "be:timer",
            "value": "72ms"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "d6eef9dbfc0fd3cfedfbc7a795c739aa1c5b23aba25ff7013132da375c827b73",
        "public_body_read": true,
        "citation_claim": "Three courses dated March 2022, December 2022 and March 2024. Old Defender/domain wording; no verified full current lake, graph, MCP or agentic coverage.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-200-pluralsight-path"
        ],
        "catalog_association_matches": {
          "sc-200-pluralsight-path": [
            "SC-200"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher public metadata",
          "value": "6h09 summed lessons; path rounds to 6h",
          "basis": "Exact public resource runtime/course list; planning totals and pacing distinguished. No timed lesson consumption."
        },
        "strengths": "Attributable structured alternative with visible format, scope and time metadata.",
        "gaps": "Public listing only; no authenticated lessons, paid questions, simulations, recordings or completeness audit. Landing-page prose is not technical authority.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "optional supplement only; current objective/product gap map required"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/implement-identity-management-solution/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/implement-identity-management-solution/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/implement-identity-management-solution/",
        "title": "Implement an identity management solution using Microsoft Entra ID",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-300"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2026-01-23T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-28T17:12:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "4ce27a44b4d1f45d93729ec788077d28bf95d7434a8206c217b34c9352f89bed",
        "public_body_read": true,
        "citation_claim": "4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-300-learn-identity-management"
        ],
        "catalog_association_matches": {
          "sc-300-learn-identity-management": [
            "SC-300"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 4 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/implement-authentication-access-management-solution/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/implement-authentication-access-management-solution/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/implement-authentication-access-management-solution/",
        "title": "Implement an authentication and access management solution",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-300"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2026-01-23T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-28T17:12:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "1c2c9f64a3313bfaf6b6e07eb1ce1322c831bc8c81e543662da7a5c566fb7613",
        "public_body_read": true,
        "citation_claim": "6 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-300-learn-authentication-access"
        ],
        "catalog_association_matches": {
          "sc-300-learn-authentication-access": [
            "SC-300"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 6 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/implement-access-management-for-apps/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/implement-access-management-for-apps/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/implement-access-management-for-apps/",
        "title": "Implement access management for apps",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-300"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2026-01-23T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-28T17:12:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "30a47a25707730bf6e425faa722ed1bcea7f80b46baf9725e52ba428cd57d762",
        "public_body_read": true,
        "citation_claim": "4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-300-learn-app-access"
        ],
        "catalog_association_matches": {
          "sc-300-learn-app-access": [
            "SC-300"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 4 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/plan-implement-identity-governance-strategy/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/plan-implement-identity-governance-strategy/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/plan-implement-identity-governance-strategy/",
        "title": "Plan and implement an identity governance strategy",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-300"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2026-01-23T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-28T17:12:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "480937cfcd3363966a9f69e842852f9de95e3070b688fa77d4cbefcaa35cc27a",
        "public_body_read": true,
        "citation_claim": "4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-300-learn-governance"
        ],
        "catalog_association_matches": {
          "sc-300-learn-governance": [
            "SC-300"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 4 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/courses/sc-300t00",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/courses/sc-300t00"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/courses/sc-300t00",
        "title": "Course SC-300T00-A: Microsoft Identity and Access Administrator",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-300"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "updated_at",
            "value": "2026-06-12T20:48:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "d412c89fcaa4c306e53f5ea432c3ddce317b2e345f5e268794d63ffcca600143",
        "public_body_read": true,
        "citation_claim": "Exact current course title: Course SC-300T00-A: Microsoft Identity and Access Administrator. Publisher duration: 4 days. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-300-instructor-course"
        ],
        "catalog_association_matches": {
          "sc-300-instructor-course": [
            "SC-300"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher instructor-led duration",
          "value": "4 days",
          "basis": "At a glance on opened exact course page; not self-study runtime."
        },
        "strengths": "Specific first-party curriculum and audience/prerequisite orientation linked to this course code.",
        "gaps": "Syllabus entries use dynamic placeholders; no full combined module runtime or tenant entitlement established. Course catalog identity and recommendations do not replace current credential/exam rules.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain as primary structured route"
      },
      {
        "url": "https://github.com/MicrosoftLearning/SC-300-Identity-and-Access-Administrator",
        "opened_urls": [
          "https://github.com/MicrosoftLearning/SC-300-Identity-and-Access-Administrator"
        ],
        "final_url": "https://github.com/MicrosoftLearning/SC-300-Identity-and-Access-Administrator",
        "title": "MicrosoftLearning SC-300 course lab repository",
        "publisher": "MicrosoftLearning",
        "author": null,
        "affected_exams": [
          "SC-300"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted README/repository overview and visible file/license metadata; individual lab handouts and LICENSE body not read.",
        "capture_status": 200,
        "response_sha256": "991f89dee2cf3e2884fe9fb691a9d092ce2f865cabeafe9ed870e299f874d5ca",
        "public_body_read": true,
        "citation_claim": "README and repository overview read. GitHub displays MIT license and a LICENSE file; exact license body not opened. Course companion instructions may diverge from current UI and require separately prepared environments.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-300-microsoftlearning-labs"
        ],
        "catalog_association_matches": {
          "sc-300-microsoftlearning-labs": [
            "SC-300"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial estimate",
          "value": "12–24 hours selectively",
          "basis": "Existing guide planning allocations, not publisher runtimes; tenant/setup extra."
        },
        "strengths": "Vendor-owned written training/lab material with a bounded practical sequence.",
        "gaps": "README only; no individual lab handouts, paid handbook/slides or environment setup validated. A public repository is not a hosted tenant/subscription.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; check prerequisites and selected exercise before deployment"
      },
      {
        "url": "https://www.pluralsight.com/paths/microsoft-certified-identity-and-access-administrator-associate-sc-300",
        "opened_urls": [
          "https://www.pluralsight.com/paths/microsoft-certified-identity-and-access-administrator-associate-sc-300"
        ],
        "final_url": "https://www.pluralsight.com/paths/microsoft-certified-identity-and-access-administrator-associate-sc-300",
        "title": "Microsoft Certified: Identity and Access Administrator Associate (SC-300)",
        "publisher": "Pluralsight",
        "author": "Matt Allford, Chris Espinoza and Reza Salehi",
        "affected_exams": [
          "SC-300"
        ],
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "cludo:date",
            "value": "2026-04-29T19:12:46.971Z"
          },
          {
            "name": "be:timer",
            "value": "70ms"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "ad896e07c0618c7b529d6ec30ff41b4e38eff78579601439cdc58382c07c580a",
        "public_body_read": true,
        "citation_claim": "Four courses November 2025–April 2026. Explicit in-production notice remains despite all four domain names being listed; paid completeness unverified.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-300-pluralsight-path"
        ],
        "catalog_association_matches": {
          "sc-300-pluralsight-path": [
            "SC-300"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher public metadata",
          "value": "10h20 summed lessons; path rounds to 10h",
          "basis": "Exact public resource runtime/course list; planning totals and pacing distinguished. No timed lesson consumption."
        },
        "strengths": "Attributable structured alternative with visible format, scope and time metadata.",
        "gaps": "Public listing only; no authenticated lessons, paid questions, simulations, recordings or completeness audit. Landing-page prose is not technical authority.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "optional supplement only; current objective/product gap map required"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/purview-implement-information-protection/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/purview-implement-information-protection/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/purview-implement-information-protection/",
        "title": "Implement Microsoft Purview Information Protection",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-401"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2026-04-28T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-28T17:12:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "8cca803a194db609b1f9af2279ca69878b2df49f1d2cc2958f6607f98b272c8d",
        "public_body_read": true,
        "citation_claim": "9 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-401-path-information-protection"
        ],
        "catalog_association_matches": {
          "sc-401-path-information-protection": [
            "SC-401"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 9 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/purview-implement-manage-dlp/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/purview-implement-manage-dlp/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/purview-implement-manage-dlp/",
        "title": "Implement and manage Microsoft Purview Data Loss Prevention",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-401"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2026-01-29T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-28T17:12:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "aacdd514158107d0abf09039a39ef3a7bfeb9d59f44ca166722a3d533ef737bb",
        "public_body_read": true,
        "citation_claim": "5 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-401-path-dlp"
        ],
        "catalog_association_matches": {
          "sc-401-path-dlp": [
            "SC-401"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 5 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/purview-implement-retention/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/purview-implement-retention/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/purview-implement-retention/",
        "title": "Implement and manage Microsoft 365 retention and recovery",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-401"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2025-05-14T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-28T17:12:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "1a4762ba4fd64d317115483e0ed31b96c2207dfd3c07ba737af3c9ce5587a5ab",
        "public_body_read": true,
        "citation_claim": "2 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-401-path-retention"
        ],
        "catalog_association_matches": {
          "sc-401-path-retention": [
            "SC-401"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 2 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/purview-implement-insider-risk-management/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/purview-implement-insider-risk-management/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/purview-implement-insider-risk-management/",
        "title": "Implement and manage Microsoft Purview Insider Risk Management",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-401"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2026-04-27T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-28T17:12:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "9982477763f378889642ce73a95e1960b5e2607ae78134f0d9056879843e0826",
        "public_body_read": true,
        "citation_claim": "5 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-401-path-insider-risk"
        ],
        "catalog_association_matches": {
          "sc-401-path-insider-risk": [
            "SC-401"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 5 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/purview-audit-search/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/purview-audit-search/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/purview-audit-search/",
        "title": "Audit and search activity in Microsoft Purview",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-401"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2025-04-17T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-28T17:12:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "49d251c805155873408db96546e6523da8ec2c7e9968cc5b8b10c87e1913ede4",
        "public_body_read": true,
        "citation_claim": "2 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-401-path-audit-search"
        ],
        "catalog_association_matches": {
          "sc-401-path-audit-search": [
            "SC-401"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 2 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/purview-protect-ai/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/purview-protect-ai/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/purview-protect-ai/",
        "title": "Secure AI interactions and environments with Microsoft Purview",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-401"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2025-08-25T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-28T17:12:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "cbf61f0450b4d742491bb9c08ed65a94a423ac126857030c9e251bb3b84fe925",
        "public_body_read": true,
        "citation_claim": "4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-401-path-ai"
        ],
        "catalog_association_matches": {
          "sc-401-path-ai": [
            "SC-401"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 4 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/courses/sc-401t00",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/courses/sc-401t00"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/courses/sc-401t00",
        "title": "Course SC-401T00-A: Protect sensitive information with Microsoft Purview in the AI era",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "SC-401"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "updated_at",
            "value": "2026-07-06T20:03:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "d5d48135e76c347dba687363fecb4015de72daa9135f32b9d003adba27890a09",
        "public_body_read": true,
        "citation_claim": "Exact current course title: Course SC-401T00-A: Protect sensitive information with Microsoft Purview in the AI era. Publisher duration: 4 days. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-401-course"
        ],
        "catalog_association_matches": {
          "sc-401-course": [
            "SC-401"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher instructor-led duration",
          "value": "4 days",
          "basis": "At a glance on opened exact course page; not self-study runtime."
        },
        "strengths": "Specific first-party curriculum and audience/prerequisite orientation linked to this course code.",
        "gaps": "Syllabus entries use dynamic placeholders; no full combined module runtime or tenant entitlement established. Course catalog identity and recommendations do not replace current credential/exam rules.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain as primary structured route"
      },
      {
        "url": "https://github.com/MicrosoftLearning/MD-102T00-Microsoft-365-Endpoint-Administrator/blob/main/Instructions/Labs/Lab01-Foundation.md",
        "opened_urls": [
          "https://github.com/MicrosoftLearning/MD-102T00-Microsoft-365-Endpoint-Administrator/blob/main/Instructions/Labs/Lab01-Foundation.md"
        ],
        "final_url": "https://github.com/MicrosoftLearning/MD-102T00-Microsoft-365-Endpoint-Administrator/blob/main/Instructions/Labs/Lab01-Foundation.md",
        "title": "Lab 01: Foundation — Identity, enrollment, and Autopilot",
        "publisher": "Microsoft",
        "author": null,
        "affected_exams": [
          "MD-102"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Extracted public body characters 0–9499: frontmatter, scenario, prerequisites/trial note and Exercise 1 through start of compound dynamic-group task. Remaining handout not semantically read.",
        "capture_status": 200,
        "response_sha256": "dcdc4f10ddafd7f4f53dcfca04e24535b98573703f73de18928cb4a0b9bb29a6",
        "public_body_read": true,
        "citation_claim": "Foundation lab lists 90 minutes, four VMs, preconfigured tenant and Global Administrator credentials; later labs depend on its state. Intro/first-user instructions expect seeded licensed users and discuss a trial. Public instructions supply neither tenant nor entitlement; current trial terms and eligibility need their own verification.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "md-102-official-foundation-lab"
        ],
        "catalog_association_matches": {
          "md-102-official-foundation-lab": [
            "MD-102"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher lab estimate",
          "value": "90 minutes plus unmeasured environment setup",
          "basis": "Lab frontmatter and Lab Duration; no execution timing."
        },
        "strengths": "Vendor-owned written training/lab material with a bounded practical sequence.",
        "gaps": "Only prerequisite/initial exercise slice read; not a full lab audit. No account, trial, licensing transaction, device enrollment or lab was executed.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; check prerequisites and selected exercise before deployment"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/prepare-infrastructure-devices-intune-microsoft-entra-id/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/prepare-infrastructure-devices-intune-microsoft-entra-id/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/prepare-infrastructure-devices-intune-microsoft-entra-id/",
        "title": "Prepare infrastructure for devices using Microsoft Intune and Microsoft Entra ID",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MD-102"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2026-06-05T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-26T17:13:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "0e9812ed0f94751c8df8c5a7bd9d965f8ebc04476c48eabb995945f8edcdbeda",
        "public_body_read": true,
        "citation_claim": "5 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "md-102-path-prepare"
        ],
        "catalog_association_matches": {
          "md-102-path-prepare": [
            "MD-102"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 5 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/manage-maintain-devices-intune/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/manage-maintain-devices-intune/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/manage-maintain-devices-intune/",
        "title": "Manage and maintain devices using Microsoft Intune",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MD-102"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2026-06-05T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-26T17:13:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "170b097bdea7913a986418dbe009cac9df0b0543fed88b12654e085e27eb37a8",
        "public_body_read": true,
        "citation_claim": "4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "md-102-path-manage"
        ],
        "catalog_association_matches": {
          "md-102-path-manage": [
            "MD-102"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 4 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/manage-applications-intune/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/manage-applications-intune/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/manage-applications-intune/",
        "title": "Manage applications using Microsoft Intune",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MD-102"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2026-06-05T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-26T17:13:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "406e1dcdea954a09a7de0a085864ed8d7133d69c74decb130caeade7c92fcffc",
        "public_body_read": true,
        "citation_claim": "5 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "md-102-path-applications"
        ],
        "catalog_association_matches": {
          "md-102-path-applications": [
            "MD-102"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 5 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/protect-devices-intune/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/protect-devices-intune/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/protect-devices-intune/",
        "title": "Protect devices using Microsoft Intune",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MD-102"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2026-06-05T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-26T17:13:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "207c017179e81626525058a3c1f60b55419bf50f466c9273c64a4124dbc8b767",
        "public_body_read": true,
        "citation_claim": "6 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "md-102-path-protect"
        ],
        "catalog_association_matches": {
          "md-102-path-protect": [
            "MD-102"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 6 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/automate-optimize-endpoint-management-intune/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/automate-optimize-endpoint-management-intune/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/automate-optimize-endpoint-management-intune/",
        "title": "Automate and optimize endpoint management using Microsoft Intune",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MD-102"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2026-06-05T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-26T17:13:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "18506f6bc2f3a23fb2adad65af735593eb9b94202311d0cec089dd012c9a9183",
        "public_body_read": true,
        "citation_claim": "3 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "md-102-path-automate"
        ],
        "catalog_association_matches": {
          "md-102-path-automate": [
            "MD-102"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 3 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/support-operational-excellence-intune/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/support-operational-excellence-intune/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/support-operational-excellence-intune/",
        "title": "Support operational excellence and readiness using Microsoft Intune",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MD-102"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
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            "value": "2026-06-05T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-26T17:13:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "2c588545f2c913fec06edc26ec2d871854637f42f8fce1890f7485a995e31e96",
        "public_body_read": true,
        "citation_claim": "3 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "md-102-path-operations"
        ],
        "catalog_association_matches": {
          "md-102-path-operations": [
            "MD-102"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 3 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/extend-intune-suite/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/extend-intune-suite/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/extend-intune-suite/",
        "title": "Extend endpoint capabilities using Microsoft Intune Suite",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MD-102"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2026-06-05T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-26T17:13:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "cebabeb813b26f6bbc3b4e7283beb49c49189227886f30cb064afbfefe336424",
        "public_body_read": true,
        "citation_claim": "4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "md-102-path-suite"
        ],
        "catalog_association_matches": {
          "md-102-path-suite": [
            "MD-102"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 4 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/deliver-cloud-hosted-desktops/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/deliver-cloud-hosted-desktops/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/deliver-cloud-hosted-desktops/",
        "title": "Deliver cloud-hosted desktops using Azure Virtual Desktop and Windows 365",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MD-102"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2026-06-05T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-26T17:13:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "73980b7740d1548f3702af19d23f9705e67877a7a1e7144ef64a7df43905e2c9",
        "public_body_read": true,
        "citation_claim": "4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "md-102-path-cloud-desktops"
        ],
        "catalog_association_matches": {
          "md-102-path-cloud-desktops": [
            "MD-102"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 4 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/courses/md-102t00",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/courses/md-102t00"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/courses/md-102t00",
        "title": "Course MD-102T00-A: Manage and secure Microsoft 365 endpoints by using Intune",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MD-102"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "updated_at",
            "value": "2026-06-25T22:15:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "2694a7d1bb7facfc9a1035bb8769b87bc178887a20547a097513096e6e26be74",
        "public_body_read": true,
        "citation_claim": "Exact current course title: Course MD-102T00-A: Manage and secure Microsoft 365 endpoints by using Intune. Publisher duration: 5 days. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "md-102-course"
        ],
        "catalog_association_matches": {
          "md-102-course": [
            "MD-102"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher instructor-led duration",
          "value": "5 days",
          "basis": "At a glance on opened exact course page; not self-study runtime."
        },
        "strengths": "Specific first-party curriculum and audience/prerequisite orientation linked to this course code.",
        "gaps": "Syllabus entries use dynamic placeholders; no full combined module runtime or tenant entitlement established. Course catalog identity and recommendations do not replace current credential/exam rules.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain as primary structured route"
      },
      {
        "url": "https://www.pluralsight.com/paths/microsoft-windows-endpoint-administrator-md-102",
        "opened_urls": [
          "https://www.pluralsight.com/paths/microsoft-windows-endpoint-administrator-md-102"
        ],
        "final_url": "https://www.pluralsight.com/paths/microsoft-windows-endpoint-administrator-md-102",
        "title": "Microsoft Windows Endpoint Administrator MD-102 path",
        "publisher": "Pluralsight",
        "author": "Glenn Weadock",
        "affected_exams": [
          "MD-102"
        ],
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "cludo:date",
            "value": "2026-05-01T19:09:38Z"
          },
          {
            "name": "be:timer",
            "value": "63ms"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "a3e985984f04fe43e7063346476bf1b56ac6bf14e31a4291fcb003f8396a1e9e",
        "public_body_read": true,
        "citation_claim": "Five courses: introduction September 2024; remaining lessons March–May 2026. Public outline still includes MDT; reconcile with current Intune-focused objectives.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "md-102-pluralsight"
        ],
        "catalog_association_matches": {
          "md-102-pluralsight": [
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          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher public metadata",
          "value": "13h19 summed lessons; path rounds to 13h",
          "basis": "Exact public resource runtime/course list; planning totals and pacing distinguished. No timed lesson consumption."
        },
        "strengths": "Attributable structured alternative with visible format, scope and time metadata.",
        "gaps": "Public listing only; no authenticated lessons, paid questions, simulations, recordings or completeness audit. Landing-page prose is not technical authority.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "optional supplement only; current objective/product gap map required"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/get-started-managing-microsoft-teams/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/get-started-managing-microsoft-teams/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/get-started-managing-microsoft-teams/",
        "title": "Get started with managing Microsoft Teams",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MS-700"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2025-02-06T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-26T17:13:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "b232d78b2392dec8de19d56ae7bd516a8bb46b9a68d65804a2a953dd9566d621",
        "public_body_read": true,
        "citation_claim": "4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "ms-700-path-start"
        ],
        "catalog_association_matches": {
          "ms-700-path-start": [
            "MS-700"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 4 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/prepare-environment-for-microsoft-teams-deployment/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/prepare-environment-for-microsoft-teams-deployment/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/prepare-environment-for-microsoft-teams-deployment/",
        "title": "Prepare the environment for a Microsoft Teams deployment",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MS-700"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2024-04-02T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-26T17:13:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "101ae9da5114a5a7df648e6c5edf16bfd3a3d7bb00197d0a333ff683bdf2e8ee",
        "public_body_read": true,
        "citation_claim": "4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "ms-700-path-environment"
        ],
        "catalog_association_matches": {
          "ms-700-path-environment": [
            "MS-700"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 4 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/manage-chat-teams-channels-apps-microsoft-teams/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/manage-chat-teams-channels-apps-microsoft-teams/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/manage-chat-teams-channels-apps-microsoft-teams/",
        "title": "Manage chat, teams, channels, and apps in Microsoft Teams",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MS-700"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2022-07-28T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-26T17:13:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "ccc49c1aab0677395cc3db2aa424d93f68545a0960e034287168caa86ccec01a",
        "public_body_read": true,
        "citation_claim": "3 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "ms-700-path-collaboration"
        ],
        "catalog_association_matches": {
          "ms-700-path-collaboration": [
            "MS-700"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 3 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/manage-meetings-calling-microsoft-teams/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/manage-meetings-calling-microsoft-teams/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/manage-meetings-calling-microsoft-teams/",
        "title": "Manage meetings and calling in Microsoft Teams",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MS-700"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2023-05-24T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-26T17:13:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "804f57f7cd5402287ae2fc42800a383b3671cfa3e13c37294f0516a22b8efd32",
        "public_body_read": true,
        "citation_claim": "9 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "ms-700-path-meetings"
        ],
        "catalog_association_matches": {
          "ms-700-path-meetings": [
            "MS-700"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 9 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/courses/ms-700t00",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/courses/ms-700t00"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/courses/ms-700t00",
        "title": "Course MS-700T00-A: Manage collaboration and communication with Microsoft Teams",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MS-700"
        ],
        "authority_class": 3,
        "source_type": "official-training",
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          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "37fb62370ab5e4d82f85a0cd03b1ff1aeb1332008cd8fe32b02a52e01a980568",
        "public_body_read": true,
        "citation_claim": "Exact current course title: Course MS-700T00-A: Manage collaboration and communication with Microsoft Teams. Publisher duration: 4 days. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "ms-700-course"
        ],
        "catalog_association_matches": {
          "ms-700-course": [
            "MS-700"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher instructor-led duration",
          "value": "4 days",
          "basis": "At a glance on opened exact course page; not self-study runtime."
        },
        "strengths": "Specific first-party curriculum and audience/prerequisite orientation linked to this course code.",
        "gaps": "Syllabus entries use dynamic placeholders; no full combined module runtime or tenant entitlement established. Course catalog identity and recommendations do not replace current credential/exam rules.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain as primary structured route"
      },
      {
        "url": "https://www.pluralsight.com/paths/managing-microsoft-teams",
        "opened_urls": [
          "https://www.pluralsight.com/paths/managing-microsoft-teams"
        ],
        "final_url": "https://www.pluralsight.com/paths/managing-microsoft-teams",
        "title": "Managing Microsoft Teams MS-700 path",
        "publisher": "Pluralsight",
        "author": "Vlad Catrinescu and Jeff Brown",
        "affected_exams": [
          "MS-700"
        ],
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "published_on": null,
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            "value": "61ms"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "b6febf55549e56b277036d98cf7918b795e7c17a22358a1278ecdf2017a0eeb6",
        "public_body_read": true,
        "citation_claim": "Five courses dated November 2022 and February 2024. Useful administration foundations; course listing predates current events, apps and AI changes.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "ms-700-pluralsight"
        ],
        "catalog_association_matches": {
          "ms-700-pluralsight": [
            "MS-700"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher public metadata",
          "value": "18h58 summed lessons; path rounds to 19h",
          "basis": "Exact public resource runtime/course list; planning totals and pacing distinguished. No timed lesson consumption."
        },
        "strengths": "Attributable structured alternative with visible format, scope and time metadata.",
        "gaps": "Public listing only; no authenticated lessons, paid questions, simulations, recordings or completeness audit. Landing-page prose is not technical authority.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "optional supplement only; current objective/product gap map required"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/plan-configure-teams-voice/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/plan-configure-teams-voice/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/plan-configure-teams-voice/",
        "title": "MS-721 Plan and design Teams collaboration communications systems",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MS-721"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2025-07-14T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-26T17:13:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "2a717e13b40345b7a4d2baee671659f9f8835048d632c89eb4a25103d6f54f4b",
        "public_body_read": true,
        "citation_claim": "7 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "ms-721-path-plan"
        ],
        "catalog_association_matches": {
          "ms-721-path-plan": [
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          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 7 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/manage-teams-voice/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/manage-teams-voice/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/manage-teams-voice/",
        "title": "MS-721 Manage Teams collaboration communications systems",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MS-721"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
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        "raw_page_date_metadata": [
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            "value": "2025-07-14T00:00:00Z"
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          {
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        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "7457cc98976a839357a7a0048a5fa950297dc8ec0a12f20b73603e0e86f6d036",
        "public_body_read": true,
        "citation_claim": "8 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "ms-721-path-manage"
        ],
        "catalog_association_matches": {
          "ms-721-path-manage": [
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          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 8 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/courses/ms-721t00",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/courses/ms-721t00"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/courses/ms-721t00",
        "title": "Course MS-721T00-A: Plan, configure, and manage collaboration communications systems with Microsoft Teams",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MS-721"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
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        "raw_page_date_metadata": [
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          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "0c78a3cd369643a8a7974147d1e62931eaec5ecafec3025815a34583c63b0943",
        "public_body_read": true,
        "citation_claim": "Exact current course title: Course MS-721T00-A: Plan, configure, and manage collaboration communications systems with Microsoft Teams. Publisher duration: 5 days. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "ms-721-course"
        ],
        "catalog_association_matches": {
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          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher instructor-led duration",
          "value": "5 days",
          "basis": "At a glance on opened exact course page; not self-study runtime."
        },
        "strengths": "Specific first-party curriculum and audience/prerequisite orientation linked to this course code.",
        "gaps": "Syllabus entries use dynamic placeholders; no full combined module runtime or tenant entitlement established. Course catalog identity and recommendations do not replace current credential/exam rules.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain as primary structured route"
      },
      {
        "url": "https://www.pluralsight.com/paths/microsoft-collaboration-communications-systems-engineer-ms-721",
        "opened_urls": [
          "https://www.pluralsight.com/paths/microsoft-collaboration-communications-systems-engineer-ms-721"
        ],
        "final_url": "https://www.pluralsight.com/paths/microsoft-collaboration-communications-systems-engineer-ms-721",
        "title": "Microsoft Collaboration Communications Systems Engineer MS-721 path",
        "publisher": "Pluralsight",
        "author": "Jeff Brown and Navidut Tauhid",
        "affected_exams": [
          "MS-721"
        ],
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "published_on": null,
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        "raw_page_date_metadata": [
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            "value": "2024-03-13T18:37:55.068Z"
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          {
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            "value": "64ms"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
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        "response_sha256": "6d1b8cc7dae3aa93ff7485d543fcf4cef65fe55df920728c046fdc73f42b2549",
        "public_body_read": true,
        "citation_claim": "Five courses May 2023–March 2024. Includes older live-events wording; cannot establish April or future October 29 completeness.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
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        ],
        "catalog_association_matches": {
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        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher public metadata",
          "value": "8h04 summed lessons; path rounds to 8h",
          "basis": "Exact public resource runtime/course list; planning totals and pacing distinguished. No timed lesson consumption."
        },
        "strengths": "Attributable structured alternative with visible format, scope and time metadata.",
        "gaps": "Public listing only; no authenticated lessons, paid questions, simulations, recordings or completeness audit. Landing-page prose is not technical authority.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "optional supplement only; current objective/product gap map required"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/configure-manage-products-inventory-dyn365-supply-chain-mgmt/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/configure-manage-products-inventory-dyn365-supply-chain-mgmt/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/configure-manage-products-inventory-dyn365-supply-chain-mgmt/",
        "title": "Configure and manage products and inventory in Dynamics 365 Supply Chain Management",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
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        ],
        "authority_class": 3,
        "source_type": "official-training",
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        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
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        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
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        "capture_status": 200,
        "response_sha256": "e1aee0ef5c4128fbae79138dd777fc76c57f42b4ed45491654dac097ab1c3e48",
        "public_body_read": true,
        "citation_claim": "7 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
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        "catalog_association_matches": {
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          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 7 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/configure-manage-procurement-vendors-dyn365-supply-chain-mgmt/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/configure-manage-procurement-vendors-dyn365-supply-chain-mgmt/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/configure-manage-procurement-vendors-dyn365-supply-chain-mgmt/",
        "title": "Configure and manage procurement and vendors in Dynamics 365 Supply Chain Management",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
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        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
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            "value": "2025-03-27T00:00:00Z"
          },
          {
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          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "4d45420861e43294a9ff6d76e1321e9c00e6d97de4dc9892094fa197ce557bad",
        "public_body_read": true,
        "citation_claim": "7 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
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        ],
        "catalog_association_matches": {
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        },
        "candidate_match_ids": [],
        "duration": {
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          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 7 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/configure-asset-management-dyn365-supply-chain-mgmt/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/configure-asset-management-dyn365-supply-chain-mgmt/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/configure-asset-management-dyn365-supply-chain-mgmt/",
        "title": "Configure Asset Management for Dynamics 365 Supply Chain Management",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
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        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
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        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "a9af52d29e805e79be0f76093294d2dcb231800267ba03e3b2f0105c07285225",
        "public_body_read": true,
        "citation_claim": "3 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
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        "catalog_association_matches": {
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        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 3 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/work-asset-management-dyn365-supply-chain-mgmt/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/work-asset-management-dyn365-supply-chain-mgmt/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/work-asset-management-dyn365-supply-chain-mgmt/",
        "title": "Work with Asset Management for Dynamics 365 Supply Chain Management",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MB-330"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2025-03-27T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-27T17:07:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "cc1f12b3570644ccbbd5d5501a292744c77b633310f1ba0f0b511ce7db8d65ab",
        "public_body_read": true,
        "citation_claim": "7 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "mb-330-path-asset-work"
        ],
        "catalog_association_matches": {
          "mb-330-path-asset-work": [
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          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 7 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/setup-work-landed-cost-dyn365-supply-chain-mgmt/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/setup-work-landed-cost-dyn365-supply-chain-mgmt/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/setup-work-landed-cost-dyn365-supply-chain-mgmt/",
        "title": "Set up and work with landed cost in Dynamics 365 Supply Chain Management",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MB-330"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
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            "value": "2025-03-27T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-27T17:07:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "9a6bfbd9fdc14f13bc679cc6a2c185a7120a0567e10ba374e87a058301e56fbb",
        "public_body_read": true,
        "citation_claim": "2 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "mb-330-path-landed"
        ],
        "catalog_association_matches": {
          "mb-330-path-landed": [
            "MB-330"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 2 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/configure-work-warehouse-management-dyn365-supply-chain-mgmt/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/configure-work-warehouse-management-dyn365-supply-chain-mgmt/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/configure-work-warehouse-management-dyn365-supply-chain-mgmt/",
        "title": "Configure and work with warehouse management in Dynamics 365 Supply Chain Management",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MB-330"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2025-03-27T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-27T17:07:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "57bc63976f9a8c9fa0afbec81a153c181cfccc89663ca8b60b87935e75b6e30c",
        "public_body_read": true,
        "citation_claim": "5 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "mb-330-path-warehouse"
        ],
        "catalog_association_matches": {
          "mb-330-path-warehouse": [
            "MB-330"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 5 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/configure-work-transportation-mgmt-dyn365-supply-chain-mgmt/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/configure-work-transportation-mgmt-dyn365-supply-chain-mgmt/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/configure-work-transportation-mgmt-dyn365-supply-chain-mgmt/",
        "title": "Configure and work with transportation management in Dynamics 365 Supply Chain Management",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MB-330"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2025-03-27T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-27T17:07:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "b1c000626cf8cec47ebbfb148191e84a361f8944a5bfc58cc5cfe43892443d64",
        "public_body_read": true,
        "citation_claim": "1 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "mb-330-path-transport"
        ],
        "catalog_association_matches": {
          "mb-330-path-transport": [
            "MB-330"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 1 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/paths/master-planning-supply-chain-management/",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/paths/master-planning-supply-chain-management/"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/paths/master-planning-supply-chain-management/",
        "title": "Master planning in Dynamics 365 Supply Chain Management",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MB-330"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "ms.date",
            "value": "2025-03-27T00:00:00Z"
          },
          {
            "name": "updated_at",
            "value": "2026-10-27T17:07:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "493f11b7fe136213d833804b2d122de90987abb3e3a7cb1ee2bc869a4b87f25e",
        "public_body_read": true,
        "citation_claim": "3 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "mb-330-path-planning"
        ],
        "catalog_association_matches": {
          "mb-330-path-planning": [
            "MB-330"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial allocation / historical runtime boundary",
          "value": null,
          "basis": "Current extracted public path body exposes module count, not aggregate runtime. Preserve dated historical durations as historical; add hands-on time separately."
        },
        "strengths": "Current first-party sequence with 3 modules, prerequisites and individual module descriptions.",
        "gaps": "Individual module/unit bodies not opened or completed. Path descriptions establish learning scope only; detailed technical behavior requires product documentation.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; choose modules by current objective and measured gap"
      },
      {
        "url": "https://learn.microsoft.com/en-us/training/courses/mb-330t00",
        "opened_urls": [
          "https://learn.microsoft.com/en-us/training/courses/mb-330t00"
        ],
        "final_url": "https://learn.microsoft.com/en-us/training/courses/mb-330t00",
        "title": "Course MB-330T00-A: Conceptualize Supply Chain Management in Microsoft Dynamics 365",
        "publisher": "Microsoft Learn",
        "author": null,
        "affected_exams": [
          "MB-330"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "updated_at",
            "value": "2025-07-02T16:50:00Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "ec86189064e0fd4ed358b83e8a0de77c91defb6af07f524ae1b80b8d8180f950",
        "public_body_read": true,
        "citation_claim": "Exact current course title: Course MB-330T00-A: Conceptualize Supply Chain Management in Microsoft Dynamics 365. Publisher duration: 5 days. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "mb-330-course"
        ],
        "catalog_association_matches": {
          "mb-330-course": [
            "MB-330"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher instructor-led duration",
          "value": "5 days",
          "basis": "At a glance on opened exact course page; not self-study runtime."
        },
        "strengths": "Specific first-party curriculum and audience/prerequisite orientation linked to this course code.",
        "gaps": "Syllabus entries use dynamic placeholders; no full combined module runtime or tenant entitlement established. Course catalog identity and recommendations do not replace current credential/exam rules.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain as primary structured route"
      },
      {
        "url": "https://github.com/MicrosoftLearning/MB-330-Microsoft-Dynamics-365-Supply-Chain-Management",
        "opened_urls": [
          "https://github.com/MicrosoftLearning/MB-330-Microsoft-Dynamics-365-Supply-Chain-Management"
        ],
        "final_url": "https://github.com/MicrosoftLearning/MB-330-Microsoft-Dynamics-365-Supply-Chain-Management",
        "title": "MB-330 Supply Chain Management labs",
        "publisher": "MicrosoftLearning",
        "author": null,
        "affected_exams": [
          "MB-330"
        ],
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted README/repository overview and visible file/license metadata; individual lab handouts and LICENSE body not read.",
        "capture_status": 200,
        "response_sha256": "0243c6fe804456a45e396ac028a4c588933a239e896e20c829f17457617bf86f",
        "public_body_read": true,
        "citation_claim": "README and repository overview read. GitHub displays MIT license and a LICENSE file; exact license body not opened. Course companion instructions may diverge from current UI and require separately prepared environments.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "mb-330-labs"
        ],
        "catalog_association_matches": {
          "mb-330-labs": [
            "MB-330"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial estimate",
          "value": "15–30 hours suggested practice",
          "basis": "Existing guide planning allocations, not publisher runtimes; tenant/setup extra."
        },
        "strengths": "Vendor-owned written training/lab material with a bounded practical sequence.",
        "gaps": "README only; no individual lab handouts, paid handbook/slides or environment setup validated. A public repository is not a hosted tenant/subscription.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain; check prerequisites and selected exercise before deployment"
      },
      {
        "url": "https://empowering.cloud/microsoft-teams-rooms-cloud-video-interop-vs-direct-guest-join-vs-cross-platform-meetings-via-sip/",
        "opened_urls": [
          "https://empowering.cloud/microsoft-teams-rooms-cloud-video-interop-vs-direct-guest-join-vs-cross-platform-meetings-via-sip/"
        ],
        "final_url": "https://empowering.cloud/microsoft-teams-rooms-cloud-video-interop-vs-direct-guest-join-vs-cross-platform-meetings-via-sip/",
        "title": "Teams room interop explained by Pexip",
        "publisher": "Empowering.Cloud",
        "author": "Tom Arbuthnot with Marius Nilsen (Pexip)",
        "affected_exams": [
          "MS-721"
        ],
        "authority_class": 5,
        "source_type": "expert-resource",
        "access_model": "public",
        "published_on": "2026-05-11",
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "article:published_time",
            "value": "2026-05-11T12:37:10.000Z"
          },
          {
            "name": "article:modified_time",
            "value": "2026-09-19T14:42:26.000Z"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete public briefing synopsis, chapter labels and disclosed AI-summary boundary; linked video not played.",
        "capture_status": 200,
        "response_sha256": "bf0aeac759645dd8b13bc2d55370bd98e8ad2ea76eda309852723cb6836cce0a",
        "public_body_read": true,
        "citation_claim": "Specific expert briefing compares CVI/SIP Guest Join, Direct Guest Join and cross-platform SIP. Public synopsis is AI-generated and team-reviewed; contributor works for Pexip. Article is dated May 11, 2026. Product-direction, plan/platform and Android-rollout claims require current Microsoft documentation.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "ms721-interop-blog"
        ],
        "catalog_association_matches": {
          "ms721-interop-blog": [
            "MS-721"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher article estimate plus editorial task",
          "value": "2-minute page label; about 20–30 minutes for synopsis/chapter-based comparison worksheet",
          "basis": "Page reads 2 min, while video chapters reach 15:23; complete video runtime not inferred."
        },
        "strengths": "Useful concrete directional-interoperability comparison and named speakers.",
        "gaps": "Vendor-affiliated speaker; synopsis and chapter metadata only, no video watch, provider setup test or current entitlement verification.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain bounded expert supplement; verify exact direction/platform in official docs"
      },
      {
        "url": "https://www.udemy.com/course/sc-400-course-microsoft-information-protection-administrator/",
        "opened_urls": [
          "https://www.udemy.com/course/sc-400-course-microsoft-information-protection-administrator/"
        ],
        "final_url": "https://www.udemy.com/course/sc-400-course-microsoft-information-protection-administrator/",
        "title": "SC-401 Information Security Administrator Associate course",
        "publisher": "Udemy",
        "author": "John Christopher",
        "affected_exams": [
          "SC-401"
        ],
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "published_on": null,
        "updated_on": "2026-10 (month precision as published)",
        "raw_page_date_metadata": [],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Public title, author, update stamp, totals and visible section/lecture descriptions through the exposed outline; paid previews/recordings/simulations not played; learner reviews not used as evidence.",
        "capture_status": 200,
        "response_sha256": "c16e0db4a4471458e0181dae211e2f6ac8eaf71a9f27e4c52cf1a92e7d1d2537",
        "public_body_read": true,
        "citation_claim": "Current visible title is SC-401 Information Security Administrator Associate course, updated 10/2026 despite legacy sc-400 URL. Public outline includes classification, labels, DLP, retention, insider risk, alerts and AI. Update stamp does not independently establish full current coverage or runtime-tested simulations.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-401-udemy-john-christopher"
        ],
        "catalog_association_matches": {
          "sc-401-udemy-john-christopher": [
            "SC-401"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher public metadata",
          "value": "8h27 publisher runtime; 91 lectures / 12 sections",
          "basis": "Exact public resource runtime/course list; planning totals and pacing distinguished. No timed lesson consumption."
        },
        "strengths": "Attributable structured alternative with visible format, scope and time metadata.",
        "gaps": "Public listing only; no authenticated lessons, paid questions, simulations, recordings or completeness audit. Landing-page prose is not technical authority.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "optional supplement only; current objective/product gap map required"
      },
      {
        "url": "https://www.udemy.com/course/microsoft-teams-examlabpractice/",
        "opened_urls": [
          "https://www.udemy.com/course/microsoft-teams-examlabpractice/"
        ],
        "final_url": "https://www.udemy.com/course/microsoft-teams-examlabpractice/",
        "title": "MS-700 Managing Microsoft Teams Training and Lab Simulations",
        "publisher": "Udemy",
        "author": "John Christopher",
        "affected_exams": [
          "MS-700"
        ],
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "published_on": null,
        "updated_on": "2026-10 (month precision as published)",
        "raw_page_date_metadata": [],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Public title, author, update stamp, totals and visible section/lecture descriptions through the exposed outline; paid previews/recordings/simulations not played; learner reviews not used as evidence.",
        "capture_status": 200,
        "response_sha256": "7adbbcf49dc879a19ff9a590e76e27f34b19943c497d3d871ba3db59231d0fc2",
        "public_body_read": true,
        "citation_claim": "Current visible title MS-700 Managing Microsoft Teams Training & Lab Simulations, updated 10/2026. Visible sections cover Teams administration, networks, teams/channels, security, governance, external users, apps and meetings. Paid lessons/simulations and current-objective completeness remain unverified.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "ms-700-udemy-course"
        ],
        "catalog_association_matches": {
          "ms-700-udemy-course": [
            "MS-700"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher public metadata",
          "value": "11h56 publisher runtime; 120 lectures / 16 sections",
          "basis": "Exact public resource runtime/course list; planning totals and pacing distinguished. No timed lesson consumption."
        },
        "strengths": "Attributable structured alternative with visible format, scope and time metadata.",
        "gaps": "Public listing only; no authenticated lessons, paid questions, simulations, recordings or completeness audit. Landing-page prose is not technical authority.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "optional supplement only; current objective/product gap map required"
      },
      {
        "url": "https://www.linkedin.com/learning/microsoft-security-compliance-and-identity-fundamentals-sc-900-cert-prep-by-microsoft-press",
        "opened_urls": [
          "https://www.linkedin.com/learning/microsoft-security-compliance-and-identity-fundamentals-sc-900-cert-prep-by-microsoft-press"
        ],
        "final_url": "https://www.linkedin.com/learning/microsoft-security-compliance-and-identity-fundamentals-sc-900-cert-prep-by-microsoft-press",
        "title": "LinkedIn Learning SC-900 Microsoft Press course",
        "publisher": "Microsoft Press on LinkedIn Learning",
        "author": "Christopher Wojahn and Microsoft Press",
        "affected_exams": [
          "SC-900"
        ],
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "published_on": "2024-06-11",
        "updated_on": null,
        "raw_page_date_metadata": [],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Public course metadata, instructors and course-details paragraph; full lesson content and learner reviews excluded.",
        "capture_status": 200,
        "response_sha256": "a0ab8b401b40bb1279142aebe793a89432a0584c43b689167b20e39b48e2dfbb",
        "public_body_read": true,
        "citation_claim": "Released June 11, 2024. Public overview covers fundamental security and identity distinctions; no newer update date observed, and later objectives need Learn supplementation.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "linkedin-learning-sc-900-microsoft-press"
        ],
        "catalog_association_matches": {
          "linkedin-learning-sc-900-microsoft-press": [
            "SC-900"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher public metadata",
          "value": "3h32 publisher runtime",
          "basis": "Exact public resource runtime/course list; planning totals and pacing distinguished. No timed lesson consumption."
        },
        "strengths": "Attributable structured alternative with visible format, scope and time metadata.",
        "gaps": "Public listing only; no authenticated lessons, paid questions, simulations, recordings or completeness audit. Landing-page prose is not technical authority.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "optional supplement only; current objective/product gap map required"
      },
      {
        "url": "https://www.pluralsight.com/courses/sql-server-25-optimize-vector-search",
        "opened_urls": [
          "https://www.pluralsight.com/courses/sql-server-25-optimize-vector-search"
        ],
        "final_url": "https://www.pluralsight.com/courses/sql-server-25-optimize-vector-search",
        "title": "Pluralsight Optimizing Vector Search in SQL Server 2025",
        "publisher": "Pluralsight",
        "author": "Rudi Bruchez",
        "affected_exams": [
          "DP-800"
        ],
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "published_on": null,
        "updated_on": "2026-03-30",
        "raw_page_date_metadata": [
          {
            "name": "publish-date",
            "value": "Mon Mar 30, 2026 18:01:14 UTC"
          },
          {
            "name": "display-date-formatted",
            "value": "2026-01-30T00:00:00.000Z"
          },
          {
            "name": "updated-date",
            "value": "2026-03-30T00:00:00.000Z"
          },
          {
            "name": "cludo:date",
            "value": "2026-03-30T18:01:14Z"
          },
          {
            "name": "be:timer",
            "value": "47ms"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded.",
        "capture_status": 200,
        "response_sha256": "38008238cbdd70b85fec757a3a4bf1a711ad841ae41c38535dd6e62a4963cde3",
        "public_body_read": true,
        "citation_claim": "Last Updated March 30, 2026. Public description mentions HNSW, while its table of contents names DiskANN. Use for query/schema/performance questions, but verify algorithm and exact platform syntax in current SQL documentation; paid video was not watched.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "dp-800-pluralsight-optimizing-vector-search-in-sql-server-2025"
        ],
        "catalog_association_matches": {
          "dp-800-pluralsight-optimizing-vector-search-in-sql-server-2025": [
            "DP-800"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher public metadata",
          "value": "1h19 publisher runtime",
          "basis": "Exact public resource runtime/course list; planning totals and pacing distinguished. No timed lesson consumption."
        },
        "strengths": "Attributable structured alternative with visible format, scope and time metadata.",
        "gaps": "Public listing only; no authenticated lessons, paid questions, simulations, recordings or completeness audit. Landing-page prose is not technical authority.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "optional supplement only; current objective/product gap map required"
      },
      {
        "url": "https://www.oreilly.com/library/view/microsoft-365-certified/9798868805189/",
        "opened_urls": [
          "https://www.oreilly.com/library/view/microsoft-365-certified/9798868805189/"
        ],
        "final_url": "https://www.oreilly.com/library/view/microsoft-365-certified/9798868805189/",
        "title": "Microsoft 365 Certified Collaboration Communications Systems Engineer Associate Certification Companion",
        "publisher": "Apress / O'Reilly Media",
        "author": null,
        "affected_exams": [
          "MS-721"
        ],
        "authority_class": 3,
        "source_type": "third-party-training",
        "access_model": "paid",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Response metadata/error body only; no usable article/lesson body.",
        "capture_status": 403,
        "response_sha256": "017001f129c5038b71752ba52c2923810f408ab40e8166a4e5db09bb4d0c5d5a",
        "public_body_read": false,
        "citation_claim": "HTTP 403; no substantive public body, so earlier catalog metadata and technical claims were not reverified.",
        "confidence": "Blocked for content verification",
        "catalog_match_ids": [
          "ms-721-oreilly"
        ],
        "catalog_association_matches": {
          "ms-721-oreilly": [
            "MS-721"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "unverified",
          "value": null,
          "basis": "No current duration exposed or no substantive public body."
        },
        "strengths": "Not evaluated beyond public retrieval status.",
        "gaps": "Underlying content not read.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain historical observation; recheck access"
      },
      {
        "url": "https://www.measureup.com/ms-721-exam.html",
        "opened_urls": [
          "https://www.measureup.com/ms-721-exam.html"
        ],
        "final_url": "https://www.measureup.com/ms-721-exam.html",
        "title": "MS-721 Collaboration Communications Systems Engineer practice test",
        "publisher": "MeasureUp",
        "author": null,
        "affected_exams": [
          "MS-721"
        ],
        "authority_class": 6,
        "source_type": "independent-assessment",
        "access_model": "paid",
        "published_on": "2023-07 (month precision)",
        "updated_on": "2025-01 (month precision)",
        "raw_page_date_metadata": [],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Public product metadata, visible objective outline, practice-mode/access description and originality FAQ; no demo or paid questions read.",
        "capture_status": 200,
        "response_sha256": "014d2a2d77f3323f2255e14dc2a43e3cf1cc1ed53404a95f5a43e007d5868697",
        "public_body_read": true,
        "citation_claim": "167 published questions across 47/26/59/35 domain counts; release July 2023, last update January 2025. Generic approximately-150 FAQ is not product count. FAQ distinguishes original practice from identical live questions; vendor exam-logistics claims are not authoritative. April/October 2026 completeness unverified.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "ms-721-measureup"
        ],
        "catalog_association_matches": {
          "ms-721-measureup": [
            "MS-721"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial estimate",
          "value": "about 6–10 hours diagnostic, focused practice, retest and source review",
          "basis": "Assessment plus explanation/source-review planning; not required bank consumption."
        },
        "strengths": "Specific question-format/product outline supports optional gap detection.",
        "gaps": "Paid questions, explanatory references and current-objective completeness not inspected; use official assessment first.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "optional Tier 6 diagnostic, not technical or exam-scope authority"
      },
      {
        "url": "https://www.measureup.com/microsoft-sc-401-practice-test.html",
        "opened_urls": [
          "https://www.measureup.com/microsoft-sc-401-practice-test.html"
        ],
        "final_url": "https://www.measureup.com/microsoft-sc-401-practice-test.html",
        "title": "Microsoft SC-401 practice test",
        "publisher": "MeasureUp",
        "author": null,
        "affected_exams": [
          "SC-401"
        ],
        "authority_class": 6,
        "source_type": "independent-assessment",
        "access_model": "paid",
        "published_on": "2025-09 (month precision)",
        "updated_on": null,
        "raw_page_date_metadata": [],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Public product metadata, visible objective outline, practice-mode/access description and originality FAQ; no demo or paid questions read.",
        "capture_status": 200,
        "response_sha256": "7edf695c6c64ae5dbe0b82eb82a70612758b44cd8bd496a29942c73b7b846410",
        "public_body_read": true,
        "citation_claim": "146 published questions across 45/56/45 domain counts; release September 2025, no newer update observed. Actual objective list is Purview-related, but introductory copy describes broad identity/endpoint/infrastructure security, so metadata is internally inconsistent. Paid explanation quality/current coverage unreviewed.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-401-measureup"
        ],
        "catalog_association_matches": {
          "sc-401-measureup": [
            "SC-401"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "editorial estimate",
          "value": "about 6–10 hours diagnostic, focused practice, retest and source review",
          "basis": "Assessment plus explanation/source-review planning; not required bank consumption."
        },
        "strengths": "Specific question-format/product outline supports optional gap detection.",
        "gaps": "Paid questions, explanatory references and current-objective completeness not inspected; use official assessment first.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "optional Tier 6 diagnostic, not technical or exam-scope authority"
      },
      {
        "url": "https://www.coursera.org/specializations/exam-prep-sc100-microsoft-certified-cyber-security-architect-expert",
        "opened_urls": [
          "https://www.coursera.org/specializations/exam-prep-sc100-microsoft-certified-cyber-security-architect-expert"
        ],
        "final_url": "https://www.coursera.org/specializations/exam-prep-sc100-microsoft-certified-cyber-security-architect-expert",
        "title": "Whizlabs SC-100 Coursera specialization",
        "publisher": "Whizlabs via Coursera",
        "author": "Whizlabs Instructor",
        "affected_exams": [
          "SC-100"
        ],
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Public specialization overview, four course cards/description estimates and pricing/access FAQ; authenticated lessons/assignments and learner reviews excluded.",
        "capture_status": 200,
        "response_sha256": "9e6e41d4f2bb69e39912e3d38d2f9d6c3d675e83473788e2a737977491f438e2",
        "public_body_read": true,
        "citation_claim": "Four-domain specialization. Pacing and course-estimate totals are different metrics. Course 3 and 4 descriptions separately claim 6–7h of video, which does not establish precise runtime and may conflict with the 6h course-4 estimate. FAQ says course is not free; enrol-for-free copy is not free full-course access. No publication/update date was exposed.",
        "confidence": "High for observed metadata/public outline only; technical behavior and execution not established",
        "catalog_match_ids": [
          "sc-100-whizlabs-coursera-specialization"
        ],
        "catalog_association_matches": {
          "sc-100-whizlabs-coursera-specialization": [
            "SC-100"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "publisher public metadata",
          "value": "39h summed four course estimates (9/12/12/6); 5 months at 4h/week pacing",
          "basis": "Exact public resource runtime/course list; planning totals and pacing distinguished. No timed lesson consumption."
        },
        "strengths": "Attributable structured alternative with visible format, scope and time metadata.",
        "gaps": "Public listing only; no authenticated lessons, paid questions, simulations, recordings or completeness audit. Landing-page prose is not technical authority.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "optional supplement only; current objective/product gap map required"
      },
      {
        "url": "https://techcommunity.microsoft.com/blog/microsoft-purview-blog/from-oversharing-to-enforcement-a-practical-guide-to-ai-data-security-with-micro/4513727",
        "opened_urls": [
          "https://techcommunity.microsoft.com/blog/microsoft-purview-blog/from-oversharing-to-enforcement-a-practical-guide-to-ai-data-security-with-micro/4513727"
        ],
        "final_url": "https://techcommunity.microsoft.com/blog/microsoft-purview-blog/from-oversharing-to-enforcement-a-practical-guide-to-ai-data-security-with-micro/4513727",
        "title": "From Oversharing to Enforcement: AI Data Security with Microsoft Purview",
        "publisher": "Microsoft",
        "author": null,
        "affected_exams": [
          "SC-401"
        ],
        "authority_class": 3,
        "source_type": "expert-resource",
        "access_model": "public",
        "published_on": null,
        "updated_on": null,
        "raw_page_date_metadata": [
          {
            "name": "article:modified_time",
            "value": "2026-04-23T07:58:26.917-07:00"
          }
        ],
        "opened_method": "Python requests HTTPS GET plus BeautifulSoup main/article extraction",
        "read_scope": "Response metadata/error body only; no usable article/lesson body.",
        "capture_status": 200,
        "response_sha256": "71f08cbca74da354f8d0961ff341496fa9829261b32a0c34ad7aa10d2082fe90",
        "public_body_read": false,
        "citation_claim": "HTTP 200; no substantive public body, so earlier catalog metadata and technical claims were not reverified.",
        "confidence": "Blocked for content verification",
        "catalog_match_ids": [
          "sc401-oversharing-blog"
        ],
        "catalog_association_matches": {
          "sc401-oversharing-blog": [
            "SC-401"
          ]
        },
        "candidate_match_ids": [],
        "duration": {
          "kind": "unverified",
          "value": null,
          "basis": "No current duration exposed or no substantive public body."
        },
        "strengths": "Not evaluated beyond public retrieval status.",
        "gaps": "Underlying content not read.",
        "licensing": "Link and original synthesis only; public visibility does not authorize reproduction. Repository license metadata is distinguished from full license-text inspection.",
        "integrity": "No recalled-live-question/dump offer observed in inspected public outline; public practice and commercial claims do not verify private content provenance. No protected lessons/questions copied.",
        "recommendation": "retain historical observation; recheck access"
      }
    ],
    "guide_proposals": [
      {
        "exam_code": "DP-800",
        "guide_path": "guides/DP-800-developing-ai-enabled-database-solutions.md",
        "guide_lf_sha256": "572b60c987f405d24ddebc7dc67dc2a5a4e98a99cb8641e0d4b4aca091b9faf6",
        "official_objective_sha256": "6e54b91dfcc48967be9eec6efffdc43262d965d8a66a01d467c5ccb9c283d862",
        "insertion_location": "Within Places to learn, before exact anchor. Coordinator owns other section reordering.",
        "insert_before_anchor": "### Start with Microsoft",
        "proposed_markdown": "### October 28 learning route and evidence task\n\nUse the three paths linked from the [current DP-800 course](https://learn.microsoft.com/en-us/training/courses/dp-800t00) as one sequence: database design, secure delivery, then AI retrieval. Their public outlines still contain **11 modules (4/4/3)**, and the [official exercise index](https://microsoftlearning.github.io/mslearn-sql-developer/) lists eleven matching labs. The three instructor-led days are publisher metadata; the earlier 18h22 self-study total remains historical because fresh path runtimes were not exposed. The existing resource set is sufficient. Rudi Bruchez’s [vector course](https://www.pluralsight.com/courses/sql-server-25-optimize-vector-search) remains 1h19, updated March 30, 2026; its description mentions HNSW while its chapter list names DiskANN, so use current SQL documentation to settle the algorithm and platform assumptions.\n\n**Original worksheet (about 35–50 minutes, editorial estimate):** Choose one object-design exercise, one API/deployment exercise and one retrieval exercise. For each, record platform/build, intended identity, prerequisite, allowed case, denied or stale-data case, expected evidence and cleanup. Add a second-platform column that can explicitly say unsupported or untested.\n\n**Answer checkpoint:** A working vector query on one SQL platform does not prove the API, index or authorization behavior on another. Keep unsupported and unexecuted cases visible instead of marking the whole workflow complete.\n\n",
        "bounded_change": "No new resource is required; use current exact-resource metadata to choose one route and produce an original inspectable worksheet. No product/lab execution claimed.",
        "confidence": "High for directly read public metadata/outline and original exercise; coordinator/exam researcher reconcile objective changes."
      },
      {
        "exam_code": "MB-330",
        "guide_path": "guides/MB-330-microsoft-dynamics-365-supply-chain-management-functional-consultant.md",
        "guide_lf_sha256": "2741537e84737f0cb31a372d1d760bd94e3fb527505c990cb111ecdfecf4b2bd",
        "official_objective_sha256": "5878ae23ebaad7d65dc7e9d36f2e305fdfee592a5975c15eb9673ad3ae1f9e65",
        "insertion_location": "Within Places to learn, before exact anchor. Coordinator owns other section reordering.",
        "insert_before_anchor": "| Resource | Access | Estimated time |",
        "proposed_markdown": "### October 28 learning route and evidence task\n\nFollow the [five-day MB-330 course](https://learn.microsoft.com/en-us/training/courses/mb-330t00) with one purchase-to-receipt case before branching into the existing asset, landed-cost, transportation and planning paths. The eight selected path outlines contain **35 module placements**, including repeated Asset Management foundation content; that is not 35 unique required exam modules. Their current public bodies do not expose a fresh combined runtime, so keep 50h07 as dated historical planning metadata. The existing [lab repository](https://github.com/MicrosoftLearning/MB-330-Microsoft-Dynamics-365-Supply-Chain-Management) remains a public course companion; it does not include a hosted Dynamics environment.\n\n**Original worksheet (about 40–60 minutes, editorial estimate):** Trace a synthetic late purchase-order line through expected receipt, quality decision, warehouse work and downstream demand. At each handoff record document ID, unit/dimension context, owner, observed state, exception and next confirming record. Model a lost handheld response without replaying a transaction.\n\n**Answer checkpoint:** A screen timeout is an unknown result until the authoritative transaction/work record is checked. A plan or a calendar entry alone does not prove that physical work or a new supply commitment was created. This is a tabletop unless an authorized nonproduction environment is available.\n\n",
        "bounded_change": "No new resource is required; use current exact-resource metadata to choose one route and produce an original inspectable worksheet. No product/lab execution claimed.",
        "confidence": "High for directly read public metadata/outline and original exercise; coordinator/exam researcher reconcile objective changes."
      },
      {
        "exam_code": "MD-102",
        "guide_path": "guides/MD-102-managing-securing-microsoft-365-endpoints-intune.md",
        "guide_lf_sha256": "ec5738f0393f04d7513fda43cb0472c85208714791cef9561d1fa644610d968a",
        "official_objective_sha256": "26e8777b5fae7deaf934748583696fb4b08c54c06a361b6c31c96d3e5f05f8e3",
        "insertion_location": "Within Places to learn, before exact anchor. Coordinator owns other section reordering.",
        "insert_before_anchor": "### October 28 learning-resource check",
        "proposed_markdown": "### October 28 learning route and evidence task\n\nUse [MD-102T00](https://learn.microsoft.com/en-us/training/courses/md-102t00) as the primary route: identity/enrollment first, then policy and applications, protection, operations and premium/cloud-desktop gaps. Its eight selected paths still list **34 modules**, and the course still lists five instructor-led days; the earlier 29h46 remains historical runtime metadata. Before attempting the [Foundation lab](https://github.com/MicrosoftLearning/MD-102T00-Microsoft-365-Endpoint-Administrator/blob/main/Instructions/Labs/Lab01-Foundation.md), budget for its prepared tenant, seeded licensed users and four VMs. The 90-minute lab estimate excludes unmeasured setup; trial availability and eligibility are **VERIFY CURRENT**. Only its prerequisites and initial user/group exercise were read in this pass.\n\n**Original worksheet (about 30–45 minutes, editorial estimate):** Choose a harmless app assignment from your learning route and record separately the intended cohort, resolved targets, check-in time, detection evidence, effective policy and tested user result. Add a device that never checked in and one that reports an installation failure.\n\n**Answer checkpoint:** Assignment success is not installation evidence, and a missing device is an observation gap rather than a successful outcome. A browser simulation can rehearse the workflow while tenant/device execution remains untested.\n\n",
        "bounded_change": "No new resource is required; use current exact-resource metadata to choose one route and produce an original inspectable worksheet. No product/lab execution claimed.",
        "confidence": "High for directly read public metadata/outline and original exercise; coordinator/exam researcher reconcile objective changes."
      },
      {
        "exam_code": "MS-700",
        "guide_path": "guides/MS-700-managing-microsoft-teams.md",
        "guide_lf_sha256": "048b756c738945a616a6b955e8e9345485ca40aeb46beadb99fb466bdc06d44a",
        "official_objective_sha256": "4b6fdf9cefc58cdaa8fda057e3f654711ee5f70741c9e819fa6c1f62b2a186fe",
        "insertion_location": "Within Places to learn, before exact anchor. Coordinator owns other section reordering.",
        "insert_before_anchor": "The four official paths are [get started](https://learn.microsoft.com/en-us/training/paths/get-started-managing-microsoft-teams/) (3h36), [prepare the environment](https://learn.microsoft.com/en-us/training/paths/prepare-environment-for-microsoft-teams-deployment/) (3h20), [manage chat/teams/channels/apps](https://learn.microsoft.com/en-us/training/paths/manage-chat-teams-channels-apps-microsoft-teams/) (3h02), and [manage meetings/calling](https://learn.microsoft.com/en-us/training/paths/manage-meetings-calling-microsoft-teams/) (9h03), a historical total of **19 hours 1 minute** from the earlier review. Current pages list **20 modules (4/4/3/9)** but do not expose those runtimes in the retrieved text; treat the old times as planning estimates, not freshly verified durations.",
        "proposed_markdown": "### October 28 learning route and evidence task\n\nUse the [four-day Microsoft course](https://learn.microsoft.com/en-us/training/courses/ms-700t00) and its four selected paths (**20 modules**) for the primary route, then choose one tenant case across governance, external access, apps and a meeting/call. John Christopher’s [MS-700 Training & Lab Simulations](https://www.udemy.com/course/microsoft-teams-examlabpractice/) is now publicly accessible and lists **11h56, 120 lectures, 16 sections, updated October 2026**. This replaces the earlier blocked-page observation for that listing only; paid lessons and simulations remain unreviewed. Choose it as an alternative explanation style rather than adding it automatically to the full official route.\n\n**Original worksheet (about 35–50 minutes, editorial estimate):** For an approved collaboration app, trace publisher review → effective audience → installation → consent → resource access. Specify a negative case at each boundary, who owns remediation, and what evidence distinguishes a policy restriction from a resource-permission failure.\n\n**Answer checkpoint:** A pinned app, an allowed publisher and a successful consent decision are separate evidence. Accept the workflow only after a permitted persona succeeds and an out-of-scope persona fails. The worksheet can be completed without installing a real third-party app.\n\n",
        "bounded_change": "No new resource is required; use current exact-resource metadata to choose one route and produce an original inspectable worksheet. No product/lab execution claimed.",
        "confidence": "High for directly read public metadata/outline and original exercise; coordinator/exam researcher reconcile objective changes."
      },
      {
        "exam_code": "MS-721",
        "guide_path": "guides/MS-721-collaboration-communications-systems-engineer.md",
        "guide_lf_sha256": "f351575d2e50bb966c21d8e6ad83dbd6a7e100c81509f765eb46f71d6a428b7f",
        "official_objective_sha256": "49ebf5eeab3209453f89ef2701f73e2d1e506fa433c0feaaedff8ede8fafd1c1",
        "insertion_location": "Within Places to learn, before exact anchor. Coordinator owns other section reordering.",
        "insert_before_anchor": "The two official paths are [plan and design Teams collaboration communications systems](https://learn.microsoft.com/en-us/training/paths/plan-configure-teams-voice/) (6h38) and [manage Teams collaboration communications systems](https://learn.microsoft.com/en-us/training/paths/manage-teams-voice/) (8h05), a historical total of **14 hours 43 minutes**. Current public pages list **15 modules (7/8)** without those runtimes in retrieved text; use the previous timings only as planning estimates.",
        "proposed_markdown": "### October 28 learning route and evidence task\n\nStart with the [five-day Microsoft course](https://learn.microsoft.com/en-us/training/courses/ms-721t00) and its two selected paths (**15 modules, 7/8**); choose voice or room investigations from actual weak areas. As of this review on **October 28, 2026**, the [October 29 outline](https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/ms-721) is still a future exam baseline. A course update or a five-day duration does not establish exam-transition timing. The existing [Tom Arbuthnot/Marius Nilsen interop briefing](https://empowering.cloud/microsoft-teams-rooms-cloud-video-interop-vs-direct-guest-join-vs-cross-platform-meetings-via-sip/) is useful specialist context: its **2 min** page label describes the synopsis, while video chapters extend past 15 minutes; the full video runtime was not verified or watched.\n\n**Original worksheet (about 30–45 minutes, editorial estimate):** Draw an external SIP endpoint joining your Teams meeting and a Teams Room joining an external meeting. For each direction record endpoint/platform, provider/plan, join method, lobby expectation, required content/peripheral behavior, owner and one failure test. Mark any May 2026 rollout statement for a current support check.\n\n**Answer checkpoint:** Similar meeting names do not establish the same direction, entitlement or feature set. An advertised interop capability needs a direction-specific acceptance test; reading the synopsis is not successful interoperability execution.\n\n",
        "bounded_change": "No new resource is required; use current exact-resource metadata to choose one route and produce an original inspectable worksheet. No product/lab execution claimed.",
        "confidence": "High for directly read public metadata/outline and original exercise; coordinator/exam researcher reconcile objective changes."
      },
      {
        "exam_code": "SC-100",
        "guide_path": "guides/SC-100-microsoft-cybersecurity-architect.md",
        "guide_lf_sha256": "6a15647d47ba40a3b213e072616003e1a30adde4d3e2e4916cd6eeb267e9696b",
        "official_objective_sha256": "ff060882f7f464b9154a8d4b96c581f995ef217fbeb1b9138336690bc4a75ef9",
        "insertion_location": "Within Places to learn, before exact anchor. Coordinator owns other section reordering.",
        "insert_before_anchor": "### Time-planning summary",
        "proposed_markdown": "### October 28 learning route and evidence task\n\nChoose the [four-day Microsoft course](https://learn.microsoft.com/en-us/training/courses/sc-100t00) or the four selected Learn paths (**19 modules**) as one primary route. Use the interactive cases in the [operations/identity/compliance path](https://learn.microsoft.com/en-us/training/paths/sc-100-design-operations-identity-compliance-capabilities/) to write decisions before reading further explanations. The [official labs README](https://github.com/MicrosoftLearning/SC-100-Microsoft-Cybersecurity-Architect) explicitly expects a preconfigured M365 E5 tenant and separate Azure subscription; public instructions do not provide either. The course’s older AZ-500 attendance recommendation must not decide the current credential prerequisite. Existing official and specialist resources are adequate; another passive course is optional.\n\n**Original worksheet (about 35–50 minutes, editorial estimate):** A service has a 120-minute recovery target. Model dependent phases of 85 minutes to restore, 50 to validate and 10 to restore routing. Assign each phase an owner, independent recovery identity and success/failure evidence. Compare a sequential design with a proposed parallel design and document the actual dependency permitting any overlap.\n\n**Answer checkpoint:** Sequential recovery takes 145 minutes and misses the target by 25. Merely drawing parallel boxes does not remove dependencies or prove a tested 120-minute outcome. Treat the figures as an original planning exercise, not observed product performance.\n\n",
        "bounded_change": "No new resource is required; use current exact-resource metadata to choose one route and produce an original inspectable worksheet. No product/lab execution claimed.",
        "confidence": "High for directly read public metadata/outline and original exercise; coordinator/exam researcher reconcile objective changes."
      },
      {
        "exam_code": "SC-200",
        "guide_path": "guides/SC-200-microsoft-security-operations-analyst.md",
        "guide_lf_sha256": "215177cff13dc0da8775df14bc517d408866d10e82d06888efcb04d1303fd399",
        "official_objective_sha256": "b03a3ed9dfac76ede2eceb81987d4b208c20eee1376f8bba7de1039015fd5bc4",
        "insertion_location": "Within Places to learn, before exact anchor. Coordinator owns other section reordering.",
        "insert_before_anchor": "### Time-planning summary",
        "proposed_markdown": "### October 28 learning route and evidence task\n\nThe [current four-day Microsoft course](https://learn.microsoft.com/en-us/training/courses/sc-200t00) and ten selected path outlines still provide **59 module placements**. Begin with [KQL](https://learn.microsoft.com/en-us/training/paths/sc-200-utilize-kql-for-azure-sentinel/), then workspace/ingestion, product investigations, detections and hunting; use Security Copilot after you can inspect its underlying evidence. This is a suggested learning order, not a replacement blueprint. The [course lab README](https://github.com/MicrosoftLearning/SC-200T00A-Microsoft-Security-Operations-Analyst) is a written companion, with separate training materials and preparation requirements; no hosted environment or full fresh runtime was established. Existing resources are sufficient for this route.\n\n**Original worksheet (about 30–45 minutes, editorial estimate):** Inventory twelve expected log producers. Supply synthetic timely records for nine and none for three. Build a freshness worksheet with producer ID, source time, arrival time, expected cadence, last-seen age and triage owner; include the three absent producers in the denominator.\n\n**Answer checkpoint:** Nine timely arrivals out of nine returned records do not establish twelve healthy producers. Mark the three silent sources unresolved and distinguish missing telemetry from a negative security finding. No connector, KQL job or response action was executed for this exercise.\n\n",
        "bounded_change": "No new resource is required; use current exact-resource metadata to choose one route and produce an original inspectable worksheet. No product/lab execution claimed.",
        "confidence": "High for directly read public metadata/outline and original exercise; coordinator/exam researcher reconcile objective changes."
      },
      {
        "exam_code": "SC-300",
        "guide_path": "guides/SC-300-microsoft-identity-access-administrator.md",
        "guide_lf_sha256": "bdbefd13973e7fa01a27ed6f3fcc6e5f5e5fab2a8c46852fe3cb11b04221ecfb",
        "official_objective_sha256": "acdea1bdef69bcf46191872ee09a1b309e9e50b1cc8f1a7b739d416af6bb2263",
        "insertion_location": "Within Places to learn, before exact anchor. Coordinator owns other section reordering.",
        "insert_before_anchor": "### Two blog readings with practical tasks",
        "proposed_markdown": "### October 28 learning route and evidence task\n\nUse the [four-day SC-300 course](https://learn.microsoft.com/en-us/training/courses/sc-300t00) with the four selected paths: identity, authentication/access, app integration and governance (**18 modules**). The current [authentication/access outline](https://learn.microsoft.com/en-us/training/paths/implement-authentication-access-management-solution/) includes Global Secure Access and mentions agent identities in its Conditional Access description; detailed targeting and availability still require current product documentation. Four selected path pages do not prove every dynamic course-syllabus entry has been enumerated. Existing paths, labs and evaluated specialist readings are adequate; the historical 15h11 remains a planning observation because fresh aggregate runtimes were not exposed.\n\n**Original worksheet (about 35–50 minutes, editorial estimate):** Follow one synthetic contractor from request and approval through app assignment, sign-in, review denial, applied change and resource retest. Give every transition an authoritative object/system, timestamp, owner and evidence. Add an independent assignment path that survives the first removal.\n\n**Answer checkpoint:** A completed review and an applied membership change are intermediate evidence. Verify the destination and every independent grant before declaring access removed; retain an explicit untested result when you lack a licensed test tenant.\n\n",
        "bounded_change": "No new resource is required; use current exact-resource metadata to choose one route and produce an original inspectable worksheet. No product/lab execution claimed.",
        "confidence": "High for directly read public metadata/outline and original exercise; coordinator/exam researcher reconcile objective changes."
      },
      {
        "exam_code": "SC-401",
        "guide_path": "guides/SC-401-administering-information-security-microsoft-365.md",
        "guide_lf_sha256": "75397fc154f912b2ae5e9b4bb2958049a3125b6feb4e85b9dd304d2b186e9c42",
        "official_objective_sha256": "3a429460a42a21f18a3156812052e4704a06f828f1beb4e9eaea1d75c74938c6",
        "insertion_location": "Within Places to learn, before exact anchor. Coordinator owns other section reordering.",
        "insert_before_anchor": "| Resource | Access | Estimated time | Best use / freshness note |",
        "proposed_markdown": "### October 28 learning route and evidence task\n\nUse the [current four-day Microsoft course, Protect sensitive information with Microsoft Purview in the AI era](https://learn.microsoft.com/en-us/training/courses/sc-401t00), as the primary route. Its six selected path outlines now list **27 modules (9/5/2/5/2/4)**; fresh runtimes were not exposed, so the earlier 20h45 is historical metadata. Complete classification, protection, DLP and retention before the [four-module AI path](https://learn.microsoft.com/en-us/training/paths/purview-protect-ai/), whose prerequisites expect that foundation. John Christopher’s [optional SC-401 course](https://www.udemy.com/course/sc-400-course-microsoft-information-protection-administrator/) now lists **8h27, 91 lectures, 12 sections and an October 2026 update**; that supersedes its earlier February/8h26 listing, without verifying paid lessons or simulations.\n\n**Original worksheet (about 35–50 minutes, editorial estimate):** For a synthetic document used by an employee, external collaborator and AI workflow, create separate rows for classification, resource permission, protected action, retention and investigation. Record the attempted operation, expected allow/deny/preserve result, role, policy version, evidence source and unavailable capability.\n\n**Answer checkpoint:** A label, a blocked action, retained content and an audit event answer different questions. Missing evidence must stay a gap; completing a course or browser simulation does not establish that all workload routes were tested.\n\n",
        "bounded_change": "No new resource is required; use current exact-resource metadata to choose one route and produce an original inspectable worksheet. No product/lab execution claimed.",
        "confidence": "High for directly read public metadata/outline and original exercise; coordinator/exam researcher reconcile objective changes."
      },
      {
        "exam_code": "SC-900",
        "guide_path": "guides/SC-900-microsoft-security-compliance-identity-fundamentals.md",
        "guide_lf_sha256": "1d76e9d219abf07492eaf7212e361f0ef97655db91f8092f7f21573799bc34c0",
        "official_objective_sha256": "63bf7e483cb07e30a23c192e3f41319ea3987492ab5a1066177dfb4a8eb16a81",
        "insertion_location": "Within Places to learn, before exact anchor. Coordinator owns other section reordering.",
        "insert_before_anchor": "| Resource | Access | Estimated time | Best use and caveat |",
        "proposed_markdown": "### October 28 learning route and evidence task\n\nBegin with the [one-day Microsoft introductory course](https://learn.microsoft.com/en-us/training/courses/sc-900t00), then use this guide’s control map and tabletop labs before taking an assessment. Choose one additional explanation style only for a measured gap: the [Christopher Wojahn/Microsoft Press course](https://www.linkedin.com/learning/microsoft-security-compliance-and-identity-fundamentals-sc-900-cert-prep-by-microsoft-press) still lists **3h32, released June 11, 2024**; the [Vlad Catrinescu Pluralsight path](https://www.pluralsight.com/paths/microsoft-security-compliance-and-identity-fundamentals-sc-900) still totals **8h45** of 2023–2024 lessons. Their public metadata was rechecked, while paid lessons and current-blueprint completeness were not. Existing resources are adequate; no tenant purchase is required for the tabletop route.\n\n**Original worksheet (about 25–35 minutes, editorial estimate):** For a confidential file shared with a contractor, assign six separate questions to an evidence owner: who authenticated, who may open it, which risky action is restricted, which copy must remain, what activity was recorded and who can investigate. Add a failed-access case and a deletion request.\n\n**Answer checkpoint:** Select controls from the question and evidence boundary. Encryption, access control, DLP, retention and investigation cannot be substituted for one another simply because each is a security feature.\n\n",
        "bounded_change": "No new resource is required; use current exact-resource metadata to choose one route and produce an original inspectable worksheet. No product/lab execution claimed.",
        "confidence": "High for directly read public metadata/outline and original exercise; coordinator/exam researcher reconcile objective changes."
      }
    ],
    "new_source_records": [],
    "evaluated_catalog_updates": [
      {
        "id": "microsoft-sc-900-course",
        "title": "Course SC-900T00-A: Introduction to Microsoft Security, Compliance, and Identity",
        "url": "https://learn.microsoft.com/en-us/training/courses/sc-900t00",
        "publisher": "Microsoft",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-900"
        ],
        "notes": "Official one-day course. October 28, 2026 learning-resource review: Exact current course title: Course SC-900T00-A: Introduction to Microsoft Security, Compliance, and Identity. Publisher duration: 1 day. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "pluralsight-sc-900",
        "title": "Pluralsight SC-900 path",
        "url": "https://www.pluralsight.com/paths/microsoft-security-compliance-and-identity-fundamentals-sc-900",
        "publisher": "Pluralsight",
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-900"
        ],
        "notes": "Public listing: six Vlad Catrinescu courses from December 2023–January 2024 totaling 8h45; nine-hour path rounded. No paid lesson or practice exam completed. September 27 SC-900 deep review: Public primary documentation reviewed for the dated changes and support boundaries explained in the guide. See docs/research/2026-09-27-sc-900-deep-review.md No live infrastructure execution. October 28, 2026 learning-resource review: Six lessons dated December 2023–January 2024. Core identity/security/compliance foundation, but product names and current objectives require first-party gap checks. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "dp-800-dp-800t00-develop-ai-enabled-database-solutions",
        "title": "Course DP-800T00-A: Develop AI-enabled database solutions",
        "url": "https://learn.microsoft.com/en-us/training/courses/dp-800t00",
        "publisher": "Microsoft",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "DP-800"
        ],
        "notes": " October 28, 2026 learning-resource review: Exact current course title: Course DP-800T00-A: Develop AI-enabled database solutions. Publisher duration: 3 days. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "dp-800-design-and-develop-database-solutions",
        "title": "Design and develop database solutions",
        "url": "https://learn.microsoft.com/en-us/training/paths/design-develop-database-solutions/",
        "publisher": "Microsoft",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "DP-800"
        ],
        "notes": " October 28, 2026 learning-resource review: 4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "dp-800-secure-optimize-and-deploy-database-solutions",
        "title": "Secure, optimize, and deploy database solutions",
        "url": "https://learn.microsoft.com/en-us/training/paths/secure-optimize-deploy-database-solutions/",
        "publisher": "Microsoft",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "DP-800"
        ],
        "notes": " October 28, 2026 learning-resource review: 4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "dp-800-implement-ai-capabilities-in-database-solutions",
        "title": "Implement AI capabilities in database solutions",
        "url": "https://learn.microsoft.com/en-us/training/paths/implement-ai-capabilities-database-solutions/",
        "publisher": "Microsoft",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "DP-800"
        ],
        "notes": " October 28, 2026 learning-resource review: 3 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "dp-800-microsoft-learning-dp-800-course-labs",
        "title": "Microsoft Learning DP-800 course labs",
        "url": "https://microsoftlearning.github.io/mslearn-sql-developer/",
        "publisher": "Microsoft Learning",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "DP-800"
        ],
        "notes": " October 28, 2026 learning-resource review: Public SQL Developer Exercises index has eleven named labs spanning objects, programmability, T-SQL, AI tools, security, performance, CI/CD, integration, embeddings, search and RAG. Individual handout prerequisites and deployment instructions not evaluated. Reading boundary: Complete public index, eleven linked lab titles only; individual handouts not opened. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "dp-800-pluralsight-sql-server-2025-fundamentals-path",
        "title": "Pluralsight SQL Server 2025 Fundamentals path",
        "url": "https://www.pluralsight.com/paths/sql-server-2025-fundamentals",
        "publisher": "Pluralsight",
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "DP-800"
        ],
        "notes": " October 28, 2026 learning-resource review: Six courses dated February–September 2026; AI course September 21, security August 28. Platform overview rather than complete DP-800 blueprint coverage. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-100-course",
        "title": "Course SC-100T00-A: Microsoft Cybersecurity Architect",
        "url": "https://learn.microsoft.com/en-us/training/courses/sc-100t00",
        "publisher": "Microsoft",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-100"
        ],
        "notes": "Four-day instructor-led course listing. October 28, 2026 learning-resource review: Exact current course title: Course SC-100T00-A: Microsoft Cybersecurity Architect. Publisher duration: 4 days. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-100-learn-best-practices",
        "title": "Design solutions that align with security best practices and priorities",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-100-design-solutions-best-practices-priorities/",
        "publisher": "Microsoft",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-100"
        ],
        "notes": "Four current modules totaling 4 hours 33 minutes from the displayed module durations. October 28, 2026 learning-resource review: 4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-100-learn-operations-identity-compliance",
        "title": "Design security operations, identity, and compliance capabilities",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-100-design-operations-identity-compliance-capabilities/",
        "publisher": "Microsoft",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-100"
        ],
        "notes": "Six modules, 6 hours 24 minutes. October 28, 2026 learning-resource review: 6 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-100-learn-infrastructure",
        "title": "Design security solutions for infrastructure",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-100-design-security-solutions-infrastructure/",
        "publisher": "Microsoft",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-100"
        ],
        "notes": "Five modules, 5 hours 42 minutes. October 28, 2026 learning-resource review: 5 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-100-learn-applications-data",
        "title": "Design security solutions for applications and data",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-100-design-security-solutions-applications-data/",
        "publisher": "Microsoft",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-100"
        ],
        "notes": "Four modules, 4 hours 19 minutes. October 28, 2026 learning-resource review: 4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-100-official-labs",
        "title": "MicrosoftLearning SC-100 lab repository",
        "url": "https://github.com/MicrosoftLearning/SC-100-Microsoft-Cybersecurity-Architect",
        "publisher": "MicrosoftLearning",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-100"
        ],
        "notes": "Labs assume access to a preconfigured Microsoft 365 E5 tenant and Azure subscription supplied by an authorized lab host; personal environments may differ. October 28, 2026 learning-resource review: README and repository overview read. GitHub displays MIT license and a LICENSE file; exact license body not opened. Course companion instructions may diverge from current UI and require separately prepared environments. README explicitly requires preconfigured M365 E5 tenant and separate preconfigured Azure subscription provided by an authorized lab host; personal environments are not guaranteed. Reading boundary: Complete extracted README/repository overview and visible file/license metadata; individual lab handouts and LICENSE body not read. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-100-pluralsight-path",
        "title": "Pluralsight Microsoft Cybersecurity Architect SC-100 path",
        "url": "https://www.pluralsight.com/paths/microsoft-cybersecurity-architect-sc-100",
        "publisher": "Pluralsight",
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-100"
        ],
        "notes": "September 27 public page: four Tim Warner courses (52m, 1h51, 1h20, 55m) total 4h58, rounded to five path hours; December 2024-January 2025 dates. No paid lessons reviewed; gap-check 2026 objectives. September 27 SC-100 deep review: Public course titles/dates/durations only; no paid lessons reviewed. See docs/research/2026-09-27-sc-100-deep-review.md No live infrastructure execution. October 28, 2026 learning-resource review: Four December 2024–January 2025 courses. Architecture foundations; legacy product wording and later AI/security objectives require current Learn supplementation. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-200-official-course",
        "title": "Course SC-200T00-A: Defend against cyberthreats with Microsoft's security operations platform",
        "url": "https://learn.microsoft.com/en-us/training/courses/sc-200t00",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-200"
        ],
        "notes": "Four-day instructor-led course with self-directed syllabus. October 28, 2026 learning-resource review: Exact current course title: Course SC-200T00-A: Defend against cyberthreats with Microsoft's security operations platform. Publisher duration: 4 days. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-200-learn-defender-xdr",
        "title": "Mitigate threats using Microsoft Defender XDR",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-365-defender/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-200"
        ],
        "notes": "Six modules, 6 hours 6 minutes listed. October 28, 2026 learning-resource review: 6 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-200-learn-security-copilot",
        "title": "Mitigate threats using Microsoft Security Copilot",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-copilot-for-security/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-200"
        ],
        "notes": "Five modules, 4 hours 54 minutes listed. October 28, 2026 learning-resource review: 5 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-200-learn-purview",
        "title": "Mitigate threats using Microsoft Purview",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-purview/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-200"
        ],
        "notes": "Four modules, 4 hours 19 minutes listed. October 28, 2026 learning-resource review: 4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-200-learn-endpoint",
        "title": "Mitigate threats using Microsoft Defender for Endpoint",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-defender-for-endpoint/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-200"
        ],
        "notes": "Nine modules, 5 hours 49 minutes listed. October 28, 2026 learning-resource review: 9 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-200-learn-defender-cloud",
        "title": "Mitigate threats using Microsoft Defender for Cloud",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-azure-defender/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-200"
        ],
        "notes": "Six modules, 4 hours 17 minutes listed. October 28, 2026 learning-resource review: 6 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-200-learn-kql",
        "title": "Create queries for Microsoft Sentinel using KQL",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-utilize-kql-for-azure-sentinel/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-200"
        ],
        "notes": "Four modules, 2 hours 10 minutes listed. October 28, 2026 learning-resource review: 4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-200-learn-configure-sentinel",
        "title": "Configure your Microsoft Sentinel environment",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-configure-azure-sentinel-environment/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-200"
        ],
        "notes": "Six modules, 3 hours 45 minutes listed. October 28, 2026 learning-resource review: 6 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-200-learn-connect-logs",
        "title": "Connect logs to Microsoft Sentinel",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-connect-logs-to-azure-sentinel/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-200"
        ],
        "notes": "Seven modules, 3 hours 4 minutes listed. October 28, 2026 learning-resource review: 7 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-200-learn-detections-investigations",
        "title": "Create detections and perform investigations using Microsoft Sentinel",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-create-detections-perform-investigations-azure-sentinel/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-200"
        ],
        "notes": "Eight modules, 6 hours 34 minutes listed. October 28, 2026 learning-resource review: 8 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-200-learn-threat-hunting",
        "title": "Perform threat hunting in Microsoft Sentinel",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-perform-threat-hunting-azure-sentinel/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-200"
        ],
        "notes": "Four modules, 2 hours 14 minutes listed. October 28, 2026 learning-resource review: 4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-200-microsoftlearning-labs",
        "title": "MicrosoftLearning SC-200 course lab repository",
        "url": "https://github.com/MicrosoftLearning/SC-200T00A-Microsoft-Security-Operations-Analyst",
        "publisher": "MicrosoftLearning",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-200"
        ],
        "notes": "Public MIT-licensed lab instructions intended to accompany the Microsoft course environment. October 28, 2026 learning-resource review: README and repository overview read. GitHub displays MIT license and a LICENSE file; exact license body not opened. Course companion instructions may diverge from current UI and require separately prepared environments. Reading boundary: Complete extracted README/repository overview and visible file/license metadata; individual lab handouts and LICENSE body not read. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-200-pluralsight-path",
        "title": "Pluralsight SC-200 path",
        "url": "https://www.pluralsight.com/paths/microsoft-security-operations-analyst-sc-200",
        "publisher": "Pluralsight",
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-200"
        ],
        "notes": "Public listing: three 2022–2024 courses totaling 6h09; six-hour path figure is rounded. No paid lessons reviewed. September 27 SC-200 deep review: Public primary documentation reviewed for the dated changes and support boundaries explained in the guide. See docs/research/2026-09-27-sc-200-deep-review.md No live infrastructure execution. October 28, 2026 learning-resource review: Three courses dated March 2022, December 2022 and March 2024. Old Defender/domain wording; no verified full current lake, graph, MCP or agentic coverage. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-300-learn-identity-management",
        "title": "Implement an identity management solution",
        "url": "https://learn.microsoft.com/en-us/training/paths/implement-identity-management-solution/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-300"
        ],
        "notes": "Four modules, 4 hours 16 minutes listed. October 28, 2026 learning-resource review: 4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-300-learn-authentication-access",
        "title": "Implement an authentication and access management solution",
        "url": "https://learn.microsoft.com/en-us/training/paths/implement-authentication-access-management-solution/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-300"
        ],
        "notes": "Six modules, 4 hours 58 minutes listed. October 28, 2026 learning-resource review: 6 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-300-learn-app-access",
        "title": "Implement access management for apps",
        "url": "https://learn.microsoft.com/en-us/training/paths/implement-access-management-for-apps/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-300"
        ],
        "notes": "Four modules, 2 hours 34 minutes listed. October 28, 2026 learning-resource review: 4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-300-learn-governance",
        "title": "Plan and implement an identity governance strategy",
        "url": "https://learn.microsoft.com/en-us/training/paths/plan-implement-identity-governance-strategy/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-300"
        ],
        "notes": "Four modules, 3 hours 23 minutes listed. October 28, 2026 learning-resource review: 4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-300-instructor-course",
        "title": "Course SC-300T00-A: Microsoft Identity and Access Administrator",
        "url": "https://learn.microsoft.com/en-us/training/courses/sc-300t00",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-300"
        ],
        "notes": "Four-day instructor-led course with linked self-paced content. October 28, 2026 learning-resource review: Exact current course title: Course SC-300T00-A: Microsoft Identity and Access Administrator. Publisher duration: 4 days. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-300-microsoftlearning-labs",
        "title": "MicrosoftLearning SC-300 course lab repository",
        "url": "https://github.com/MicrosoftLearning/SC-300-Identity-and-Access-Administrator",
        "publisher": "MicrosoftLearning",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-300"
        ],
        "notes": "Public MIT-licensed lab instructions intended to accompany the course; tenant and licenses are environment dependent. October 28, 2026 learning-resource review: README and repository overview read. GitHub displays MIT license and a LICENSE file; exact license body not opened. Course companion instructions may diverge from current UI and require separately prepared environments. Reading boundary: Complete extracted README/repository overview and visible file/license metadata; individual lab handouts and LICENSE body not read. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-300-pluralsight-path",
        "title": "Microsoft Certified: Identity and Access Administrator Associate (SC-300)",
        "url": "https://www.pluralsight.com/paths/microsoft-certified-identity-and-access-administrator-associate-sc-300",
        "publisher": "Pluralsight",
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-300"
        ],
        "notes": "Public four-course path totals 10h20, November 2025–April 2026; in-production notice remains. Paid lessons/practice not accessed. September 28 SC-300 deep review: Four public listings total 10h20; path in production, dates span November 2025–April 2026. No paid lessons/practice reviewed. See docs/research/2026-09-28-sc-300-deep-review.md No live infrastructure execution. October 28, 2026 learning-resource review: Four courses November 2025–April 2026. Explicit in-production notice remains despite all four domain names being listed; paid completeness unverified. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-401-path-information-protection",
        "title": "Implement Microsoft Purview Information Protection",
        "url": "https://learn.microsoft.com/en-us/training/paths/purview-implement-information-protection/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-401"
        ],
        "notes": "Nine-module SC-401 path; listed duration 6 hours 16 minutes. October 28, 2026 learning-resource review: 9 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-401-path-dlp",
        "title": "Implement and manage Microsoft Purview Data Loss Prevention",
        "url": "https://learn.microsoft.com/en-us/training/paths/purview-implement-manage-dlp/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-401"
        ],
        "notes": "Six-module SC-401 path; listed duration 4 hours 10 minutes. October 28, 2026 learning-resource review: 5 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-401-path-retention",
        "title": "Implement and manage Microsoft 365 retention and recovery",
        "url": "https://learn.microsoft.com/en-us/training/paths/purview-implement-retention/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-401"
        ],
        "notes": "Two-module SC-401 path; listed duration 1 hour 19 minutes. October 28, 2026 learning-resource review: 2 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-401-path-insider-risk",
        "title": "Implement and manage Microsoft Purview Insider Risk Management",
        "url": "https://learn.microsoft.com/en-us/training/paths/purview-implement-insider-risk-management/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-401"
        ],
        "notes": "Six-module SC-401 path; listed duration 3 hours 59 minutes. October 28, 2026 learning-resource review: 5 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-401-path-audit-search",
        "title": "Audit and search activity in Microsoft Purview",
        "url": "https://learn.microsoft.com/en-us/training/paths/purview-audit-search/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-401"
        ],
        "notes": "Two-module SC-401 path; listed duration 1 hour 31 minutes. October 28, 2026 learning-resource review: 2 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-401-path-ai",
        "title": "Secure AI interactions and environments with Microsoft Purview",
        "url": "https://learn.microsoft.com/en-us/training/paths/purview-protect-ai/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-401"
        ],
        "notes": "Five-module SC-401 path; listed duration 3 hours 30 minutes. October 28, 2026 learning-resource review: 4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-401-course",
        "title": "Course SC-401T00-A: Protect sensitive information with Microsoft Purview in the AI era",
        "url": "https://learn.microsoft.com/en-us/training/courses/sc-401t00",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-401"
        ],
        "notes": "Four-day official course linking six current learning paths. October 28, 2026 learning-resource review: Exact current course title: Course SC-401T00-A: Protect sensitive information with Microsoft Purview in the AI era. Publisher duration: 4 days. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "md-102-official-foundation-lab",
        "title": "Lab 01: Foundation — Identity, enrollment, and Autopilot",
        "url": "https://github.com/MicrosoftLearning/MD-102T00-Microsoft-365-Endpoint-Administrator/blob/main/Instructions/Labs/Lab01-Foundation.md",
        "publisher": "Microsoft",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MD-102"
        ],
        "notes": "More concrete than a generic GitHub author page: measurable identity/enrollment/Autopilot outputs and an explicit lab prerequisite chain. Repository LICENSE inspected: MIT, copyright 2019 Sidney Andrews. Limits: Only lab scenario, setup, relevant enrollment/RBAC sections and summary evaluated; not an exhaustive technical audit of all 1180 file lines. Trial duration/quantity/no-payment wording is volatile and was not verified against the current offer. Never copy the fictitious lab organization details into a real tenant. Directory rendering failed for the Labs folder, but the exact lab file opened successfully. Currentness: Current public lab uses Entra terminology, Windows 11, Intune RBAC/scope tags and distinct enrollment profiles. Repo README describes frequent lab updates. Exact commit date was not exposed in rendered pages; no assertion of complete October 27 exam coverage. Access: Public instructions do not include a free lab tenant. Lab assumes a prepared Contoso Microsoft 365 tenant, global-administrator lab credentials, four named VMs, existing users/licenses and internet access. Later labs require Intune Suite. MicrosoftLearning GitHub navigation support is limited to MCTs teaching the course, but the repository itself is public. Time basis: Lab front matter and Lab Duration section both say 90 minutes; preparation is an additional unmeasured dependency October 28, 2026 learning-resource review: Foundation lab lists 90 minutes, four VMs, preconfigured tenant and Global Administrator credentials; later labs depend on its state. Intro/first-user instructions expect seeded licensed users and discuss a trial. Public instructions supply neither tenant nor entitlement; current trial terms and eligibility need their own verification. Reading boundary: Extracted public body characters 0–9499: frontmatter, scenario, prerequisites/trial note and Exercise 1 through start of compound dynamic-group task. Remaining handout not semantically read. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "md-102-path-prepare",
        "title": "Prepare infrastructure for devices using Intune and Entra ID",
        "url": "https://learn.microsoft.com/en-us/training/paths/prepare-infrastructure-devices-intune-microsoft-entra-id/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MD-102"
        ],
        "notes": "Listed duration 4 hours 44 minutes. October 28, 2026 learning-resource review: 5 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "md-102-path-manage",
        "title": "Manage and maintain devices using Intune",
        "url": "https://learn.microsoft.com/en-us/training/paths/manage-maintain-devices-intune/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MD-102"
        ],
        "notes": "Listed duration 3 hours 56 minutes. October 28, 2026 learning-resource review: 4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "md-102-path-applications",
        "title": "Manage applications using Intune",
        "url": "https://learn.microsoft.com/en-us/training/paths/manage-applications-intune/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MD-102"
        ],
        "notes": "Listed duration 4 hours 45 minutes. October 28, 2026 learning-resource review: 5 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "md-102-path-protect",
        "title": "Protect devices using Intune",
        "url": "https://learn.microsoft.com/en-us/training/paths/protect-devices-intune/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MD-102"
        ],
        "notes": "Listed duration 5 hours 2 minutes. October 28, 2026 learning-resource review: 6 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "md-102-path-automate",
        "title": "Automate and optimize endpoint management using Intune",
        "url": "https://learn.microsoft.com/en-us/training/paths/automate-optimize-endpoint-management-intune/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MD-102"
        ],
        "notes": "Listed duration 2 hours 36 minutes. October 28, 2026 learning-resource review: 3 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "md-102-path-operations",
        "title": "Support operational excellence and readiness using Intune",
        "url": "https://learn.microsoft.com/en-us/training/paths/support-operational-excellence-intune/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MD-102"
        ],
        "notes": "Listed duration 2 hours 15 minutes. October 28, 2026 learning-resource review: 3 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "md-102-path-suite",
        "title": "Extend endpoint capabilities using Intune Suite",
        "url": "https://learn.microsoft.com/en-us/training/paths/extend-intune-suite/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MD-102"
        ],
        "notes": "Listed duration 3 hours 13 minutes. October 28, 2026 learning-resource review: 4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "md-102-path-cloud-desktops",
        "title": "Deliver cloud-hosted desktops using Azure Virtual Desktop and Windows 365",
        "url": "https://learn.microsoft.com/en-us/training/paths/deliver-cloud-hosted-desktops/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MD-102"
        ],
        "notes": "Listed duration 3 hours 15 minutes. October 28, 2026 learning-resource review: 4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "md-102-course",
        "title": "Course MD-102T00-A: Manage and secure Microsoft 365 endpoints by using Intune",
        "url": "https://learn.microsoft.com/en-us/training/courses/md-102t00",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MD-102"
        ],
        "notes": "Five-day course syllabus linking eight current paths. October 28, 2026 learning-resource review: Exact current course title: Course MD-102T00-A: Manage and secure Microsoft 365 endpoints by using Intune. Publisher duration: 5 days. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "md-102-pluralsight",
        "title": "Microsoft Windows Endpoint Administrator MD-102 path",
        "url": "https://www.pluralsight.com/paths/microsoft-windows-endpoint-administrator-md-102",
        "publisher": "Pluralsight",
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MD-102"
        ],
        "notes": "Public five-course path runtime sums to 13h19; introduction September 2024 and other courses March–May 2026. No paid lessons reviewed; July/October completeness unverified. September 27 MD-102 deep review: Public course titles/dates/runtimes reviewed and sum checked; no paid lessons/practice examined. See docs/research/2026-09-27-md-102-deep-review.md No live infrastructure execution. October 28, 2026 learning-resource review: Five courses: introduction September 2024; remaining lessons March–May 2026. Public outline still includes MDT; reconcile with current Intune-focused objectives. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "ms-700-path-start",
        "title": "Get started with managing Microsoft Teams",
        "url": "https://learn.microsoft.com/en-us/training/paths/get-started-managing-microsoft-teams/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MS-700"
        ],
        "notes": "Listed duration 3 hours 36 minutes. October 28, 2026 learning-resource review: 4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "ms-700-path-environment",
        "title": "Prepare the environment for a Teams deployment",
        "url": "https://learn.microsoft.com/en-us/training/paths/prepare-environment-for-microsoft-teams-deployment/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MS-700"
        ],
        "notes": "Listed duration 3 hours 20 minutes. October 28, 2026 learning-resource review: 4 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "ms-700-path-collaboration",
        "title": "Manage chat, teams, channels, and apps in Teams",
        "url": "https://learn.microsoft.com/en-us/training/paths/manage-chat-teams-channels-apps-microsoft-teams/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MS-700"
        ],
        "notes": "Listed duration 3 hours 2 minutes. October 28, 2026 learning-resource review: 3 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "ms-700-path-meetings",
        "title": "Manage meetings and calling in Teams",
        "url": "https://learn.microsoft.com/en-us/training/paths/manage-meetings-calling-microsoft-teams/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MS-700"
        ],
        "notes": "Listed duration 9 hours 3 minutes. October 28, 2026 learning-resource review: 9 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "ms-700-course",
        "title": "Course MS-700T00-A: Manage collaboration and communication with Microsoft Teams",
        "url": "https://learn.microsoft.com/en-us/training/courses/ms-700t00",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MS-700"
        ],
        "notes": "Four-day course linking four current paths. October 28, 2026 learning-resource review: Exact current course title: Course MS-700T00-A: Manage collaboration and communication with Microsoft Teams. Publisher duration: 4 days. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "ms-700-pluralsight",
        "title": "Managing Microsoft Teams MS-700 path",
        "url": "https://www.pluralsight.com/paths/managing-microsoft-teams",
        "publisher": "Pluralsight",
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MS-700"
        ],
        "notes": "Five public course listings total 18h58 (path rounds to 19h); 2022/2024 dates require current-doc supplements. No paid lessons reviewed. September 28 MS-700 deep review: Five public course listings total 18h58 (path rounds to 19h); 2022/2024 dates require current-doc supplements. No paid lessons reviewed. See docs/research/2026-09-28-ms-700-deep-review.md No live infrastructure execution. October 28, 2026 learning-resource review: Five courses dated November 2022 and February 2024. Useful administration foundations; course listing predates current events, apps and AI changes. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "ms-721-path-plan",
        "title": "MS-721 Plan and design Teams collaboration communications systems",
        "url": "https://learn.microsoft.com/en-us/training/paths/plan-configure-teams-voice/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MS-721"
        ],
        "notes": "Seven-module path; listed duration 6 hours 38 minutes. October 28, 2026 learning-resource review: 7 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "ms-721-path-manage",
        "title": "MS-721 Manage Teams collaboration communications systems",
        "url": "https://learn.microsoft.com/en-us/training/paths/manage-teams-voice/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MS-721"
        ],
        "notes": "Eight-module path; listed duration 8 hours 5 minutes. October 28, 2026 learning-resource review: 8 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "ms-721-course",
        "title": "Course MS-721T00-A: Plan, configure, and manage collaboration communications systems with Microsoft Teams",
        "url": "https://learn.microsoft.com/en-us/training/courses/ms-721t00",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MS-721"
        ],
        "notes": "Five-day course linking two current learning paths. October 28, 2026 learning-resource review: Exact current course title: Course MS-721T00-A: Plan, configure, and manage collaboration communications systems with Microsoft Teams. Publisher duration: 5 days. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "ms-721-pluralsight",
        "title": "Microsoft Collaboration Communications Systems Engineer MS-721 path",
        "url": "https://www.pluralsight.com/paths/microsoft-collaboration-communications-systems-engineer-ms-721",
        "publisher": "Pluralsight",
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MS-721"
        ],
        "notes": "Five public listings total 8h04, May 2023–March 2024. Paid lessons and practice unreviewed. September 28 MS-721 deep review: Five public listings total 8h04, May 2023–March 2024. Paid lessons and practice unreviewed. See docs/research/2026-09-28-ms-721-deep-review.md No live infrastructure execution. October 28, 2026 learning-resource review: Five courses May 2023–March 2024. Includes older live-events wording; cannot establish April or future October 29 completeness. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "mb-330-path-products",
        "title": "Configure and manage products and inventory",
        "url": "https://learn.microsoft.com/en-us/training/paths/configure-manage-products-inventory-dyn365-supply-chain-mgmt/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MB-330"
        ],
        "notes": "Seven hours 46 minutes across seven modules on product and inventory foundations. October 28, 2026 learning-resource review: 7 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "mb-330-path-procurement",
        "title": "Configure and manage procurement and vendors",
        "url": "https://learn.microsoft.com/en-us/training/paths/configure-manage-procurement-vendors-dyn365-supply-chain-mgmt/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MB-330"
        ],
        "notes": "Thirteen hours 41 minutes across seven modules; select current blueprint objectives. October 28, 2026 learning-resource review: 7 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "mb-330-path-asset-config",
        "title": "Configure Asset Management",
        "url": "https://learn.microsoft.com/en-us/training/paths/configure-asset-management-dyn365-supply-chain-mgmt/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MB-330"
        ],
        "notes": "Three hours 33 minutes across three setup modules. October 28, 2026 learning-resource review: 3 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "mb-330-path-asset-work",
        "title": "Work with Asset Management",
        "url": "https://learn.microsoft.com/en-us/training/paths/work-asset-management-dyn365-supply-chain-mgmt/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MB-330"
        ],
        "notes": "Seven hours 12 minutes across seven execution modules. October 28, 2026 learning-resource review: 7 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "mb-330-path-landed",
        "title": "Set up and work with landed cost",
        "url": "https://learn.microsoft.com/en-us/training/paths/setup-work-landed-cost-dyn365-supply-chain-mgmt/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MB-330"
        ],
        "notes": "Two hours 53 minutes across setup and voyage-processing modules. October 28, 2026 learning-resource review: 2 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "mb-330-path-warehouse",
        "title": "Configure and work with warehouse management",
        "url": "https://learn.microsoft.com/en-us/training/paths/configure-work-warehouse-management-dyn365-supply-chain-mgmt/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MB-330"
        ],
        "notes": "Five hours 59 minutes across five modules including the Warehouse Management mobile app. October 28, 2026 learning-resource review: 5 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "mb-330-path-transport",
        "title": "Configure and work with transportation management",
        "url": "https://learn.microsoft.com/en-us/training/paths/configure-work-transportation-mgmt-dyn365-supply-chain-mgmt/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MB-330"
        ],
        "notes": "One hour 43 minutes on carriers, routing, loads and freight reconciliation. October 28, 2026 learning-resource review: 1 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "mb-330-path-planning",
        "title": "Master planning in Dynamics 365 Supply Chain Management",
        "url": "https://learn.microsoft.com/en-us/training/paths/master-planning-supply-chain-management/",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MB-330"
        ],
        "notes": "Seven hours 20 minutes across three modules on setup, Planning Optimization and DDMRP; select the published exam objectives. October 28, 2026 learning-resource review: 3 modules in opened public outline; prerequisites and all listed module descriptions read. No fresh aggregate runtime exposed; earlier recorded timings remain historical. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "mb-330-course",
        "title": "Course MB-330T00-A: Conceptualize Supply Chain Management in Microsoft Dynamics 365",
        "url": "https://learn.microsoft.com/en-us/training/courses/mb-330t00",
        "publisher": "Microsoft Learn",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MB-330"
        ],
        "notes": "September 27 public course page: MB-330T00-A, five days, English. Broader module inventory may include adjacent content; map to exam objectives. September 27 MB-330 deep review: Public course metadata checked; no instructor delivery or course labs executed. See docs/research/2026-09-27-mb-330-deep-review.md No live infrastructure execution. October 28, 2026 learning-resource review: Exact current course title: Course MB-330T00-A: Conceptualize Supply Chain Management in Microsoft Dynamics 365. Publisher duration: 5 days. Public overview/audience read; self-study/runtime, lab access and objective completeness were not execution-validated. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "mb-330-labs",
        "title": "MB-330 Supply Chain Management labs",
        "url": "https://github.com/MicrosoftLearning/MB-330-Microsoft-Dynamics-365-Supply-Chain-Management",
        "publisher": "MicrosoftLearning",
        "authority_class": 3,
        "source_type": "official-training",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MB-330"
        ],
        "notes": "MIT-licensed public course case studies covering all five blueprint domains; UI and fast-moving features require revalidation. October 28, 2026 learning-resource review: README and repository overview read. GitHub displays MIT license and a LICENSE file; exact license body not opened. Course companion instructions may diverge from current UI and require separately prepared environments. Reading boundary: Complete extracted README/repository overview and visible file/license metadata; individual lab handouts and LICENSE body not read. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "ms721-interop-blog",
        "title": "Teams room interop explained by Pexip",
        "url": "https://empowering.cloud/microsoft-teams-rooms-cloud-video-interop-vs-direct-guest-join-vs-cross-platform-meetings-via-sip/",
        "publisher": "Empowering.Cloud",
        "authority_class": 5,
        "source_type": "expert-resource",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MS-721"
        ],
        "notes": "September 28 MS-721 deep review: Public May 11 synopsis/chapters by Tom Arbuthnot with Pexip Marius Nilsen read. Disclosed AI-assisted/team-reviewed summary; video not watched. Current Microsoft primary docs validate technical distinctions, vendor benefit claims not adopted. See docs/research/2026-09-28-ms-721-deep-review.md No live infrastructure execution. October 28, 2026 learning-resource review: Specific expert briefing compares CVI/SIP Guest Join, Direct Guest Join and cross-platform SIP. Public synopsis is AI-generated and team-reviewed; contributor works for Pexip. Article is dated May 11, 2026. Product-direction, plan/platform and Android-rollout claims require current Microsoft documentation. Reading boundary: Complete public briefing synopsis, chapter labels and disclosed AI-summary boundary; linked video not played. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-401-udemy-john-christopher",
        "title": "SC-401 Information Security Administrator Associate course",
        "url": "https://www.udemy.com/course/sc-400-course-microsoft-information-protection-administrator/",
        "publisher": "Udemy",
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-401"
        ],
        "notes": "John Christopher; 8 hours 26 minutes and 91 lectures, updated February 2026; supplement July 2026 changes. October 28, 2026 learning-resource review: Current visible title is SC-401 Information Security Administrator Associate course, updated 10/2026 despite legacy sc-400 URL. Public outline includes classification, labels, DLP, retention, insider risk, alerts and AI. Update stamp does not independently establish full current coverage or runtime-tested simulations. Reading boundary: Public title, author, update stamp, totals and visible section/lecture descriptions through the exposed outline; paid previews/recordings/simulations not played; learner reviews not used as evidence. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "ms-700-udemy-course",
        "title": "MS-700 Managing Microsoft Teams Training and Lab Simulations",
        "url": "https://www.udemy.com/course/microsoft-teams-examlabpractice/",
        "publisher": "Udemy",
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MS-700"
        ],
        "notes": "John Christopher, updated February 2026; public page did not expose a reliable runtime in search results. October 28, 2026 learning-resource review: Current visible title MS-700 Managing Microsoft Teams Training & Lab Simulations, updated 10/2026. Visible sections cover Teams administration, networks, teams/channels, security, governance, external users, apps and meetings. Paid lessons/simulations and current-objective completeness remain unverified. Reading boundary: Public title, author, update stamp, totals and visible section/lecture descriptions through the exposed outline; paid previews/recordings/simulations not played; learner reviews not used as evidence. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "linkedin-learning-sc-900-microsoft-press",
        "title": "LinkedIn Learning SC-900 Microsoft Press course",
        "url": "https://www.linkedin.com/learning/microsoft-security-compliance-and-identity-fundamentals-sc-900-cert-prep-by-microsoft-press",
        "publisher": "Microsoft Press on LinkedIn Learning",
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-900"
        ],
        "notes": "Current public listing confirms Christopher Wojahn/Microsoft Press, 3h32, June 11 2024. No lessons viewed; current objective coverage not established by listing. September 27 SC-900 deep review: Public primary documentation reviewed for the dated changes and support boundaries explained in the guide. See docs/research/2026-09-27-sc-900-deep-review.md No live infrastructure execution. October 28, 2026 learning-resource review: Released June 11, 2024. Public overview covers fundamental security and identity distinctions; no newer update date observed, and later objectives need Learn supplementation. Reading boundary: Public course metadata, instructors and course-details paragraph; full lesson content and learner reviews excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "dp-800-pluralsight-optimizing-vector-search-in-sql-server-2025",
        "title": "Pluralsight Optimizing Vector Search in SQL Server 2025",
        "url": "https://www.pluralsight.com/courses/sql-server-25-optimize-vector-search",
        "publisher": "Pluralsight",
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "DP-800"
        ],
        "notes": " October 28, 2026 learning-resource review: Last Updated March 30, 2026. Public description mentions HNSW, while its table of contents names DiskANN. Use for query/schema/performance questions, but verify algorithm and exact platform syntax in current SQL documentation; paid video was not watched. Reading boundary: Complete extracted public landing-page body/outline; linked lessons, videos and runtime execution excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "ms-721-oreilly",
        "title": "Microsoft 365 Certified Collaboration Communications Systems Engineer Associate Certification Companion",
        "url": "https://www.oreilly.com/library/view/microsoft-365-certified/9798868805189/",
        "publisher": "Apress / O'Reilly Media",
        "authority_class": 3,
        "source_type": "third-party-training",
        "access_model": "paid",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MS-721"
        ],
        "notes": "Fabrizio Volpe, October 2024, 333 pages and 6 hours 8 minutes listed; supplement April 2026. October 28, 2026 learning-resource review: HTTP 403; no substantive public body, so earlier catalog metadata and technical claims were not reverified. Reading boundary: Response metadata/error body only; no usable article/lesson body. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "ms-721-measureup",
        "title": "MS-721 Collaboration Communications Systems Engineer practice test",
        "url": "https://www.measureup.com/ms-721-exam.html",
        "publisher": "MeasureUp",
        "authority_class": 6,
        "source_type": "independent-assessment",
        "access_model": "paid",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "MS-721"
        ],
        "notes": "Public 167 questions (47/26/59/35), January 2025 update; paid content and complete April 2026 coverage unreviewed. September 28 MS-721 deep review: Public 167 questions (47/26/59/35), January 2025 update; paid content and complete April 2026 coverage unreviewed. See docs/research/2026-09-28-ms-721-deep-review.md No live infrastructure execution. October 28, 2026 learning-resource review: 167 published questions across 47/26/59/35 domain counts; release July 2023, last update January 2025. Generic approximately-150 FAQ is not product count. FAQ distinguishes original practice from identical live questions; vendor exam-logistics claims are not authoritative. April/October 2026 completeness unverified. Reading boundary: Public product metadata, visible objective outline, practice-mode/access description and originality FAQ; no demo or paid questions read. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-401-measureup",
        "title": "Microsoft SC-401 practice test",
        "url": "https://www.measureup.com/microsoft-sc-401-practice-test.html",
        "publisher": "MeasureUp",
        "authority_class": 6,
        "source_type": "independent-assessment",
        "access_model": "paid",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-401"
        ],
        "notes": "146 questions and September 2025 release listed; reconcile the July 2026 minor Audit and AI changes. October 28, 2026 learning-resource review: 146 published questions across 45/56/45 domain counts; release September 2025, no newer update observed. Actual objective list is Purview-related, but introductory copy describes broad identity/endpoint/infrastructure security, so metadata is internally inconsistent. Paid explanation quality/current coverage unreviewed. Reading boundary: Public product metadata, visible objective outline, practice-mode/access description and originality FAQ; no demo or paid questions read. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc-100-whizlabs-coursera-specialization",
        "title": "Whizlabs SC-100 Coursera specialization",
        "url": "https://www.coursera.org/specializations/exam-prep-sc100-microsoft-certified-cyber-security-architect-expert",
        "publisher": "Whizlabs via Coursera",
        "authority_class": 4,
        "source_type": "third-party-training",
        "access_model": "paid",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-100"
        ],
        "notes": "September 27 listing: four courses estimated at 9, 12, 12 and 6 hours (39 total), distinct from five-month/four-hours-weekly pacing. No lesson runtime or current objective completeness independently verified. September 27 SC-100 deep review: Public course estimates total 39 hours, distinct from pacing; no lesson completion or current-objective certification. See docs/research/2026-09-27-sc-100-deep-review.md No live infrastructure execution. October 28, 2026 learning-resource review: Four-domain specialization. Pacing and course-estimate totals are different metrics. Course 3 and 4 descriptions separately claim 6–7h of video, which does not establish precise runtime and may conflict with the 6h course-4 estimate. FAQ says course is not free; enrol-for-free copy is not free full-course access. No publication/update date was exposed. Reading boundary: Public specialization overview, four course cards/description estimates and pricing/access FAQ; authenticated lessons/assignments and learner reviews excluded. No paid lesson/question/video or live lab execution."
      },
      {
        "id": "sc401-oversharing-blog",
        "title": "From Oversharing to Enforcement: AI Data Security with Microsoft Purview",
        "url": "https://techcommunity.microsoft.com/blog/microsoft-purview-blog/from-oversharing-to-enforcement-a-practical-guide-to-ai-data-security-with-micro/4513727",
        "publisher": "Microsoft",
        "authority_class": 3,
        "source_type": "expert-resource",
        "access_model": "public",
        "last_checked": "2026-10-28",
        "supported_exams": [
          "SC-401"
        ],
        "notes": "September 27 SC-401 deep review: Public embedded article read: George Smyrlis, Microsoft Purview Blog, April 23, 2026. Accepted for discover/remediate/prevent/monitor workflow. Broad automation/auditing and preview coverage claims qualified using current product docs; no tenant execution. See docs/research/2026-09-27-sc-401-deep-review.md No live infrastructure execution. October 28, 2026 learning-resource review: HTTP 200; no substantive public body, so earlier catalog metadata and technical claims were not reverified. Reading boundary: Response metadata/error body only; no usable article/lesson body. No paid lesson/question/video or live lab execution."
      }
    ],
    "guide_existing_text_corrections": [
      {
        "exam_code": "SC-401",
        "guide_path": "guides/SC-401-administering-information-security-microsoft-365.md",
        "old_exact": "20h45 listed; allow 28–40h with exercises",
        "proposed_replacement": "Historical 20h45; current 27 modules without exposed runtime; allow an estimated 28–40h with exercises",
        "reason": "Current six public outlines provide module counts but not runtime; do not upgrade historical timing to verified current metadata."
      },
      {
        "exam_code": "SC-401",
        "guide_path": "guides/SC-401-administering-information-security-microsoft-365.md",
        "old_exact": "8h26 video; allow 14–20h with simulations | Hands-on demonstrations and browser simulations; updated February 2026, so reconcile the July AI/audit changes.",
        "proposed_replacement": "8h27 listed video; allow an estimated 14–20h with exercises | Public listing now updated October 2026, 91 lectures/12 sections; paid lessons/simulations and current-objective completeness unverified.",
        "reason": "Exact accessible public course metadata supersedes earlier listing, not technical completeness."
      },
      {
        "exam_code": "MS-700",
        "guide_path": "guides/MS-700-managing-microsoft-teams.md",
        "old_exact": "Page blocked; historical February 2026 update and runtime unverified now; allow 20–35 hours with practice",
        "proposed_replacement": "Public listing: 11h56, 120 lectures/16 sections, updated October 2026; allow an estimated 20–35 hours with practice; paid lessons/simulations and completeness unverified",
        "reason": "Exact public listing now readable."
      },
      {
        "exam_code": "MD-102",
        "guide_path": "guides/MD-102-managing-securing-microsoft-365-endpoints-intune.md",
        "old_exact": "O'Reilly and both Udemy pages were blocked.",
        "proposed_replacement": "O'Reilly and both Udemy pages were blocked in the earlier review; this learning-resource pass did not recheck those three exact listings.",
        "reason": "Avoid implying new access checks for uninspected pages."
      }
    ],
    "targeted_existing_catalog_tier_corrections": [
      {
        "id": "dp-800-dp-800t00-develop-ai-enabled-database-solutions",
        "url": "https://learn.microsoft.com/en-us/training/courses/dp-800t00",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "dp-800-design-and-develop-database-solutions",
        "url": "https://learn.microsoft.com/en-us/training/paths/design-develop-database-solutions/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "dp-800-secure-optimize-and-deploy-database-solutions",
        "url": "https://learn.microsoft.com/en-us/training/paths/secure-optimize-deploy-database-solutions/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "dp-800-implement-ai-capabilities-in-database-solutions",
        "url": "https://learn.microsoft.com/en-us/training/paths/implement-ai-capabilities-database-solutions/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "dp-800-microsoft-learning-dp-800-course-labs",
        "url": "https://microsoftlearning.github.io/mslearn-sql-developer/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "dp-800-pluralsight-sql-server-2025-fundamentals-path",
        "url": "https://www.pluralsight.com/paths/sql-server-2025-fundamentals",
        "from": 3,
        "to": 4,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-100-course",
        "url": "https://learn.microsoft.com/en-us/training/courses/sc-100t00",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-100-learn-best-practices",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-100-design-solutions-best-practices-priorities/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-100-learn-operations-identity-compliance",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-100-design-operations-identity-compliance-capabilities/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-100-learn-infrastructure",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-100-design-security-solutions-infrastructure/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-100-learn-applications-data",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-100-design-security-solutions-applications-data/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-100-official-labs",
        "url": "https://github.com/MicrosoftLearning/SC-100-Microsoft-Cybersecurity-Architect",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-100-pluralsight-path",
        "url": "https://www.pluralsight.com/paths/microsoft-cybersecurity-architect-sc-100",
        "from": 3,
        "to": 4,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-200-official-course",
        "url": "https://learn.microsoft.com/en-us/training/courses/sc-200t00",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-200-learn-defender-xdr",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-365-defender/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-200-learn-security-copilot",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-copilot-for-security/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-200-learn-purview",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-purview/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-200-learn-endpoint",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-microsoft-defender-for-endpoint/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-200-learn-defender-cloud",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-mitigate-threats-using-azure-defender/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-200-learn-kql",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-utilize-kql-for-azure-sentinel/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-200-learn-configure-sentinel",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-configure-azure-sentinel-environment/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-200-learn-connect-logs",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-connect-logs-to-azure-sentinel/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-200-learn-detections-investigations",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-create-detections-perform-investigations-azure-sentinel/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-200-learn-threat-hunting",
        "url": "https://learn.microsoft.com/en-us/training/paths/sc-200-perform-threat-hunting-azure-sentinel/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-200-microsoftlearning-labs",
        "url": "https://github.com/MicrosoftLearning/SC-200T00A-Microsoft-Security-Operations-Analyst",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-200-pluralsight-path",
        "url": "https://www.pluralsight.com/paths/microsoft-security-operations-analyst-sc-200",
        "from": 3,
        "to": 4,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-300-learn-identity-management",
        "url": "https://learn.microsoft.com/en-us/training/paths/implement-identity-management-solution/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-300-learn-authentication-access",
        "url": "https://learn.microsoft.com/en-us/training/paths/implement-authentication-access-management-solution/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-300-learn-app-access",
        "url": "https://learn.microsoft.com/en-us/training/paths/implement-access-management-for-apps/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-300-learn-governance",
        "url": "https://learn.microsoft.com/en-us/training/paths/plan-implement-identity-governance-strategy/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-300-instructor-course",
        "url": "https://learn.microsoft.com/en-us/training/courses/sc-300t00",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-300-microsoftlearning-labs",
        "url": "https://github.com/MicrosoftLearning/SC-300-Identity-and-Access-Administrator",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-300-pluralsight-path",
        "url": "https://www.pluralsight.com/paths/microsoft-certified-identity-and-access-administrator-associate-sc-300",
        "from": 3,
        "to": 4,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-401-path-information-protection",
        "url": "https://learn.microsoft.com/en-us/training/paths/purview-implement-information-protection/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-401-path-dlp",
        "url": "https://learn.microsoft.com/en-us/training/paths/purview-implement-manage-dlp/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-401-path-retention",
        "url": "https://learn.microsoft.com/en-us/training/paths/purview-implement-retention/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-401-path-insider-risk",
        "url": "https://learn.microsoft.com/en-us/training/paths/purview-implement-insider-risk-management/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-401-path-audit-search",
        "url": "https://learn.microsoft.com/en-us/training/paths/purview-audit-search/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-401-path-ai",
        "url": "https://learn.microsoft.com/en-us/training/paths/purview-protect-ai/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-401-course",
        "url": "https://learn.microsoft.com/en-us/training/courses/sc-401t00",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "md-102-path-prepare",
        "url": "https://learn.microsoft.com/en-us/training/paths/prepare-infrastructure-devices-intune-microsoft-entra-id/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "md-102-path-manage",
        "url": "https://learn.microsoft.com/en-us/training/paths/manage-maintain-devices-intune/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "md-102-path-applications",
        "url": "https://learn.microsoft.com/en-us/training/paths/manage-applications-intune/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "md-102-path-protect",
        "url": "https://learn.microsoft.com/en-us/training/paths/protect-devices-intune/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "md-102-path-automate",
        "url": "https://learn.microsoft.com/en-us/training/paths/automate-optimize-endpoint-management-intune/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "md-102-path-operations",
        "url": "https://learn.microsoft.com/en-us/training/paths/support-operational-excellence-intune/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "md-102-path-suite",
        "url": "https://learn.microsoft.com/en-us/training/paths/extend-intune-suite/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "md-102-path-cloud-desktops",
        "url": "https://learn.microsoft.com/en-us/training/paths/deliver-cloud-hosted-desktops/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "md-102-course",
        "url": "https://learn.microsoft.com/en-us/training/courses/md-102t00",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "md-102-pluralsight",
        "url": "https://www.pluralsight.com/paths/microsoft-windows-endpoint-administrator-md-102",
        "from": 3,
        "to": 4,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "ms-700-path-start",
        "url": "https://learn.microsoft.com/en-us/training/paths/get-started-managing-microsoft-teams/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "ms-700-path-environment",
        "url": "https://learn.microsoft.com/en-us/training/paths/prepare-environment-for-microsoft-teams-deployment/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "ms-700-path-collaboration",
        "url": "https://learn.microsoft.com/en-us/training/paths/manage-chat-teams-channels-apps-microsoft-teams/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "ms-700-path-meetings",
        "url": "https://learn.microsoft.com/en-us/training/paths/manage-meetings-calling-microsoft-teams/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "ms-700-course",
        "url": "https://learn.microsoft.com/en-us/training/courses/ms-700t00",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "ms-700-pluralsight",
        "url": "https://www.pluralsight.com/paths/managing-microsoft-teams",
        "from": 3,
        "to": 4,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "ms-721-path-plan",
        "url": "https://learn.microsoft.com/en-us/training/paths/plan-configure-teams-voice/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "ms-721-path-manage",
        "url": "https://learn.microsoft.com/en-us/training/paths/manage-teams-voice/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "ms-721-course",
        "url": "https://learn.microsoft.com/en-us/training/courses/ms-721t00",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "ms-721-pluralsight",
        "url": "https://www.pluralsight.com/paths/microsoft-collaboration-communications-systems-engineer-ms-721",
        "from": 3,
        "to": 4,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "mb-330-path-products",
        "url": "https://learn.microsoft.com/en-us/training/paths/configure-manage-products-inventory-dyn365-supply-chain-mgmt/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "mb-330-path-procurement",
        "url": "https://learn.microsoft.com/en-us/training/paths/configure-manage-procurement-vendors-dyn365-supply-chain-mgmt/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "mb-330-path-asset-config",
        "url": "https://learn.microsoft.com/en-us/training/paths/configure-asset-management-dyn365-supply-chain-mgmt/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "mb-330-path-asset-work",
        "url": "https://learn.microsoft.com/en-us/training/paths/work-asset-management-dyn365-supply-chain-mgmt/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "mb-330-path-landed",
        "url": "https://learn.microsoft.com/en-us/training/paths/setup-work-landed-cost-dyn365-supply-chain-mgmt/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "mb-330-path-warehouse",
        "url": "https://learn.microsoft.com/en-us/training/paths/configure-work-warehouse-management-dyn365-supply-chain-mgmt/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "mb-330-path-transport",
        "url": "https://learn.microsoft.com/en-us/training/paths/configure-work-transportation-mgmt-dyn365-supply-chain-mgmt/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "mb-330-path-planning",
        "url": "https://learn.microsoft.com/en-us/training/paths/master-planning-supply-chain-management/",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "mb-330-course",
        "url": "https://learn.microsoft.com/en-us/training/courses/mb-330t00",
        "from": 1,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "mb-330-labs",
        "url": "https://github.com/MicrosoftLearning/MB-330-Microsoft-Dynamics-365-Supply-Chain-Management",
        "from": 2,
        "to": 3,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "ms721-interop-blog",
        "url": "https://empowering.cloud/microsoft-teams-rooms-cloud-video-interop-vs-direct-guest-join-vs-cross-platform-meetings-via-sip/",
        "from": 3,
        "to": 5,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-401-udemy-john-christopher",
        "url": "https://www.udemy.com/course/sc-400-course-microsoft-information-protection-administrator/",
        "from": 3,
        "to": 4,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "ms-700-udemy-course",
        "url": "https://www.udemy.com/course/microsoft-teams-examlabpractice/",
        "from": 3,
        "to": 4,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "dp-800-pluralsight-optimizing-vector-search-in-sql-server-2025",
        "url": "https://www.pluralsight.com/courses/sql-server-25-optimize-vector-search",
        "from": 3,
        "to": 4,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "ms-721-measureup",
        "url": "https://www.measureup.com/ms-721-exam.html",
        "from": 3,
        "to": 6,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      },
      {
        "id": "sc-401-measureup",
        "url": "https://www.measureup.com/microsoft-sc-401-practice-test.html",
        "from": 3,
        "to": 6,
        "reason": "Directly inspected resource role under SOURCE-QUALITY hierarchy."
      }
    ],
    "additional_opened_evidence": [
      {
        "url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/ms-721",
        "method": "web.run open",
        "read_scope": "Updates-to-exam introduction and October 29 future skills heading plus initial objectives; not full objective audit",
        "observation": "On October 28, October 29 remains future. Course updates, public course dates and exam-effective timing are separate."
      }
    ],
    "unresolved_questions": [
      "SC-300 dynamic course page has five placeholder entries while the four existing selected path pages total 18 modules; do not infer full syllabus enumeration from placeholders.",
      "Exact new instructor class delivery, tenant/trial eligibility and paid-lesson completeness remain unverified.",
      "Current O'Reilly MS-721 page returned HTTP 403; prior runtime/page-count metadata remains historical.",
      "SC-401 oversharing blog direct response returned HTTP 200 but zero extracted body; its earlier article review was not repeated or superseded.",
      "No signed-in Practice Assessment, paid questions, video, cloud tenant, PSTN/SIP/room or Dynamics transaction was executed."
    ],
    "bounded_recommendation": "Apply ten bounded routes and original evidence tasks, the explicit metadata corrections, and only directly evaluated source updates. Existing resources suffice; no catalog promotions required. Reorder final readiness/source-note sections before Places to learn where needed. Do not conflate course identity, catalog dates, exam effective dates and credential prerequisites.",
    "uninspected_paid_material_policy": "Public landing pages only. No authenticated lessons, purchased books, private labs, practice questions, video recordings or simulations accessed. No protected prose or questions copied.",
    "source_quality_limitations": "Publisher dates, per-course runtime and observed catalog totals describe metadata. They establish neither complete current objective coverage, technical behavior, licensing entitlement nor execution validation."
  },
  "source_gate_decisions": {
    "blocked": {
      "DP-800": [
        "CES AMQP generic migration wording conflicts with product-specific destination table.",
        "Current vector-index reference contains conflicting DACPAC deployment statements; versioned BACPAC support does not resolve that separate path."
      ],
      "SC-100": [
        "Earlier Foundational CSPM default-change notice is absent from current English sources; actual default implementation remains unconfirmed. Inspect actual enabled plans/coverage rather than assume either rollout or cancellation."
      ],
      "SC-900": [
        "Current English CSPM sources omit the earlier opt-in notice; new-subscription default implementation is unconfirmed and actual assessment coverage needs verification."
      ],
      "SC-200": [
        "Sentinel Continuous/NRT eligibility conflicts across current first-party references.",
        "Broad table-tier hunting warning conflicts with newer scoped lake access guidance; extended Analytics history still requires the documented search-job path."
      ],
      "SC-300": [
        "Authentication/access domain is25–30% at a glance and20–25% in detailed heading; retain both without choosing."
      ],
      "MD-102": [
        "Autopilot main feature table and explicit release say25apps; lower requirements row still gives an incompatible more-than10app restriction. Strongest supported model and remaining discrepancy are both visible; no actual deployment validation."
      ],
      "MS-700": [
        "Current private-channel Workflows announcement and Flow bot known-issues guidance conflict."
      ]
    },
    "passed": [
      "SC-401",
      "MB-330",
      "MS-721"
    ],
    "boundary": "Coordinated source gate decisions remain subject to fresh-context review; bounded useful guidance does not establish conflict resolution or live execution.",
    "rejected_hypotheses": {
      "exam_code": "MS-721",
      "prior_hypotheses": [
        "Current first-party Android custom-background guidance describes a Pro Management workflow while another current device-settings reference says that portal does not support managing custom backgrounds. Retain both and verify installed platform, app and portal behavior before deployment.",
        "Queue setup Calling Plan note differs from stricter dedicated outbound funding reference; plan stricter funding and verify actual carrier path."
      ],
      "correction": "Raw HTML ancestor puts unsupported custom backgrounds in WindowsSettings tab, not Android; Android-specific current workflow stands. Queue setup Important links licensing change and funding conditions supplement broad license category. Independent reviewer B verified exact scope."
    }
  },
  "future_outline": {
    "effective_on": "2026-10-29",
    "not_accepted_as_current": true,
    "path": "data/objective-snapshots/ms-721-2026-10-29-future-official-objectives.txt",
    "raw_sha256": "49ebf5eeab3209453f89ef2701f73e2d1e506fa433c0feaaedff8ede8fafd1c1",
    "accepted_current_objective_bytes_unchanged": true,
    "current_date": "2026-10-28"
  },
  "catalog": {
    "new_source_ids": [
      "refresh-g02-app-store",
      "g02-20261028-autopilot-news",
      "g02-20261028-cspm-enable",
      "refresh-g02-sentinel-anomalies",
      "refresh-g02-teams-diagnostics",
      "refresh-g02-asset-loan",
      "refresh-g02-safety-stock",
      "refresh-g02-supply-schedule",
      "g02-20261028-phone-faq",
      "refresh-g02-fabric-enable",
      "refresh-g02-onelake-mcp",
      "refresh-g02-cloud-pki",
      "refresh-g02-epm-rules",
      "refresh-g02-app-catalog",
      "refresh-g02-mam-tunnel",
      "refresh-g02-inbound-block",
      "refresh-g02-phone-ui",
      "refresh-g02-teams-displays",
      "refresh-g02-private-line",
      "refresh-g02-app-purchase",
      "refresh-g02-content-camera",
      "refresh-g02-room-settings",
      "refresh-g02-room-home",
      "refresh-g02-voice-enrollment",
      "refresh-g02-voice-policies",
      "refresh-g02-calling-policy",
      "refresh-g02-compliance-recording",
      "refresh-g02-user-call-settings",
      "refresh-g02-hotdesking-policy",
      "g02-20261028-ftp-dlp",
      "refresh-g02-label-role",
      "refresh-g02-file-label",
      "refresh-g02-fabric-mcp"
    ],
    "new_sources": 33,
    "reused_association_updates": [
      {
        "id": "sc200-signin-schema",
        "added_exams": [
          "SC-300"
        ]
      },
      {
        "id": "sc-100-defender-cspm",
        "added_exams": [
          "SC-900"
        ]
      },
      {
        "id": "refresh-g01-entra-branding",
        "added_exams": [
          "SC-300"
        ]
      },
      {
        "id": "mb-820-partner-skilling-hub",
        "added_exams": [
          "MB-330",
          "MD-102",
          "MS-700",
          "MS-721",
          "SC-300",
          "SC-401"
        ]
      }
    ],
    "evaluated_learning_updates": [
      "microsoft-sc-900-course",
      "pluralsight-sc-900",
      "dp-800-dp-800t00-develop-ai-enabled-database-solutions",
      "dp-800-design-and-develop-database-solutions",
      "dp-800-secure-optimize-and-deploy-database-solutions",
      "dp-800-implement-ai-capabilities-in-database-solutions",
      "dp-800-microsoft-learning-dp-800-course-labs",
      "dp-800-pluralsight-sql-server-2025-fundamentals-path",
      "sc-100-course",
      "sc-100-learn-best-practices",
      "sc-100-learn-operations-identity-compliance",
      "sc-100-learn-infrastructure",
      "sc-100-learn-applications-data",
      "sc-100-official-labs",
      "sc-100-pluralsight-path",
      "sc-200-official-course",
      "sc-200-learn-defender-xdr",
      "sc-200-learn-security-copilot",
      "sc-200-learn-purview",
      "sc-200-learn-endpoint",
      "sc-200-learn-defender-cloud",
      "sc-200-learn-kql",
      "sc-200-learn-configure-sentinel",
      "sc-200-learn-connect-logs",
      "sc-200-learn-detections-investigations",
      "sc-200-learn-threat-hunting",
      "sc-200-microsoftlearning-labs",
      "sc-200-pluralsight-path",
      "sc-300-learn-identity-management",
      "sc-300-learn-authentication-access",
      "sc-300-learn-app-access",
      "sc-300-learn-governance",
      "sc-300-instructor-course",
      "sc-300-microsoftlearning-labs",
      "sc-300-pluralsight-path",
      "sc-401-path-information-protection",
      "sc-401-path-dlp",
      "sc-401-path-retention",
      "sc-401-path-insider-risk",
      "sc-401-path-audit-search",
      "sc-401-path-ai",
      "sc-401-course",
      "md-102-official-foundation-lab",
      "md-102-path-prepare",
      "md-102-path-manage",
      "md-102-path-applications",
      "md-102-path-protect",
      "md-102-path-automate",
      "md-102-path-operations",
      "md-102-path-suite",
      "md-102-path-cloud-desktops",
      "md-102-course",
      "md-102-pluralsight",
      "ms-700-path-start",
      "ms-700-path-environment",
      "ms-700-path-collaboration",
      "ms-700-path-meetings",
      "ms-700-course",
      "ms-700-pluralsight",
      "ms-721-path-plan",
      "ms-721-path-manage",
      "ms-721-course",
      "ms-721-pluralsight",
      "mb-330-path-products",
      "mb-330-path-procurement",
      "mb-330-path-asset-config",
      "mb-330-path-asset-work",
      "mb-330-path-landed",
      "mb-330-path-warehouse",
      "mb-330-path-transport",
      "mb-330-path-planning",
      "mb-330-course",
      "mb-330-labs",
      "ms721-interop-blog",
      "sc-401-udemy-john-christopher",
      "ms-700-udemy-course",
      "linkedin-learning-sc-900-microsoft-press",
      "dp-800-pluralsight-optimizing-vector-search-in-sql-server-2025",
      "ms-721-oreilly",
      "ms-721-measureup",
      "sc-401-measureup",
      "sc-100-whizlabs-coursera-specialization",
      "sc401-oversharing-blog"
    ],
    "technical_body_updates": [
      "dp-800-change-event-streaming-overview",
      "dp-800-create-vector-index",
      "dp-800-fuzzy-string-matching",
      "dp-800-vector-data-type",
      "dp-800-vector-search",
      "dp800-sql-release",
      "g02-20261028-autopilot-news",
      "g02-20261028-cspm-enable",
      "g02-20261028-ftp-dlp",
      "g02-20261028-phone-faq",
      "mb330-quality-wms",
      "md-102-autopilot-compare",
      "ms102-purview-whats-new",
      "ms700-connectors-blog",
      "ms700-webhooks",
      "ms721-sba",
      "sc-100-defender-cspm",
      "sc-200-defender-custom-detections",
      "sc-200-sentinel-whats-new",
      "sc100-cloud-release",
      "sc200-table-retention",
      "sc200-unified-hunting",
      "sc300-baseline-scopes",
      "sc900-passkey-transition"
    ],
    "fresh_health_sources": 37,
    "source_quality_boundary": "Only opened/evaluated resources promoted; paid interiors, videos and live product execution uninspected. New optional uncited proposals not promoted.",
    "final_new_source_ids": [
      "refresh-g02-app-store",
      "g02-20261028-autopilot-news",
      "g02-20261028-cspm-enable",
      "refresh-g02-sentinel-anomalies",
      "refresh-g02-teams-diagnostics",
      "refresh-g02-asset-loan",
      "refresh-g02-safety-stock",
      "refresh-g02-supply-schedule",
      "g02-20261028-phone-faq",
      "refresh-g02-fabric-enable",
      "refresh-g02-onelake-mcp",
      "refresh-g02-cloud-pki",
      "refresh-g02-epm-rules",
      "refresh-g02-app-catalog",
      "refresh-g02-mam-tunnel",
      "refresh-g02-inbound-block",
      "refresh-g02-phone-ui",
      "refresh-g02-teams-displays",
      "refresh-g02-private-line",
      "refresh-g02-app-purchase",
      "refresh-g02-content-camera",
      "refresh-g02-room-settings",
      "refresh-g02-room-home",
      "refresh-g02-voice-enrollment",
      "refresh-g02-voice-policies",
      "refresh-g02-calling-policy",
      "refresh-g02-compliance-recording",
      "refresh-g02-user-call-settings",
      "refresh-g02-hotdesking-policy",
      "g02-20261028-ftp-dlp",
      "refresh-g02-label-role",
      "refresh-g02-file-label",
      "refresh-g02-fabric-mcp",
      "refresh-g02-policy-packages",
      "refresh-g02-device-tags",
      "refresh-g02-engage-townhall",
      "refresh-g02-townhall-recording",
      "refresh-g02-room-standards",
      "refresh-g02-review-ms721-avatars",
      "refresh-g02-review-ms721-premium-evaluation",
      "refresh-g02-review-ms721-bulk-numbers",
      "refresh-g02-review-ms721-bulk-numbers-1",
      "refresh-g02-review-ms721-hotline",
      "refresh-g02-engage-townhall-current",
      "refresh-g02-ms721-contact-center",
      "refresh-g02-ms721-caller-id",
      "refresh-g02-ms721-on-network",
      "refresh-g02-ms721-windows-backgrounds",
      "refresh-g02-ms721-android-backgrounds",
      "refresh-g02-ms721-panel-backgrounds-correct",
      "refresh-g02-ms721-rooms-security",
      "refresh-g02-ms721-windows-update-device-types",
      "refresh-g02-ms721-sip-config"
    ],
    "final_new_sources": 53,
    "independent_review_repair_new_sources": 20
  },
  "health": {
    "initial": {
      "total": 552,
      "ok": 530,
      "blocked": 22,
      "broken": 0,
      "changed": 16,
      "stale": 0,
      "baseline_missing": false,
      "needs_review": true
    },
    "initial_errors": "None; no retry required or claimed.",
    "additional": {
      "total": 37,
      "ok": 37,
      "blocked": 0,
      "broken": 0,
      "changed": 0,
      "stale": 0,
      "baseline_missing": false,
      "needs_review": false
    },
    "final_unique": {
      "total": 599,
      "reachable": 577,
      "access_blocked": 22,
      "missing_or_error": 0
    },
    "independent_review_repair_sources": {
      "total": 24,
      "ok": 24,
      "blocked": 0,
      "broken": 0,
      "changed": 0,
      "stale": 0,
      "baseline_missing": false,
      "needs_review": false
    }
  },
  "validation": {
    "status": "passed before authorized group delivery",
    "unit_tests": {
      "run": 199,
      "passed": true
    },
    "repository_validation": "passed",
    "reviewed_learning_resources_drift": false,
    "strict_site_build": "passed",
    "generated_site_validation": "passed",
    "diff_whitespace_check": "passed",
    "new_local_or_live_product_labs_executed": false,
    "boundary": "Repeat repository/resource/site/index gate after final report assembly. Remote workflows checked after push; PR Pages build is not production deployment.",
    "check_output_sha256": {
      "tests.log": "fad7c9bba66892d083eeda903ceef0849362127c32ae4dece0b6d6c30d524415",
      "repository-validation.log": "3ac098dae1d09b59c78bfa83456c83a24aa7308b4b1b6f2e899b2284e5b360ea",
      "mkdocs.log": "5b0be2f80a55a4d4414ab1eed80eb972ff49dd5139a874a1944d2f4a7e2e0d87",
      "site-validation.log": "7c73e2c9af83a76584eb3405bee55b609273f378e966f358455c673c2ee00047"
    }
  },
  "coordinator_source_observations": {
    "reviewed_on": "2026-10-28",
    "observations": [
      {
        "url": "https://learn.microsoft.com/en-us/microsoftteams/manage-policy-packages",
        "scope": "Complete public article body opened and read via browser",
        "claims": "Policy-package licensing/create/assign and device-tag account/management boundaries respectively",
        "execution": "not-executed"
      },
      {
        "url": "https://learn.microsoft.com/en-us/microsoftteams/devices/manage-device-tags",
        "scope": "Complete public article body opened and read via browser",
        "claims": "Policy-package licensing/create/assign and device-tag account/management boundaries respectively",
        "execution": "not-executed"
      },
      {
        "url": "https://support.microsoft.com/en-us/viva/engage/organize-a-live-event-in-viva-engage",
        "scope": "Opened public article and inspected relevant workflow",
        "execution": "not-executed"
      },
      {
        "url": "https://support.microsoft.com/en-gb/teams/meetings/manage-town-hall-recordings-in-microsoft-teams?nochrome=true",
        "scope": "Opened public article and inspected relevant workflow",
        "execution": "not-executed"
      },
      {
        "url": "https://learn.microsoft.com/en-us/microsoftteams/rooms/standards-and-room-planner",
        "scope": "Opened public article and inspected relevant workflow",
        "execution": "not-executed"
      }
    ]
  },
  "fresh_context_reviews": [
    {
      "schema_version": 1,
      "reviewed_on": "2026-10-28",
      "reviewer": "fresh-context reviewer A",
      "base_commit": "24ac22f5860fa870aaac90c9286e04872c37f196",
      "scope": [
        "SC-900",
        "DP-800",
        "SC-100",
        "SC-200",
        "SC-300"
      ],
      "review_kind": "independent bounded full-guide/diff evidence review; not full rubric2 semantic audit",
      "verdict": "pass-final-bounded-with-retained-source-blockers",
      "open_material_findings": 0,
      "findings": [
        {
          "id": "g02-review-a-SC300-scope-label",
          "exam_code": "SC-300",
          "severity": "low",
          "checks": [
            "official-scope",
            "review-evidence-accuracy"
          ],
          "location": "Published objective-to-guide map authentication row and authentication-method list; initial reviewed line66/209",
          "evidence": "Opening correctly stated OAuth tokens removed from current method list while published-area row still included OAuth and token bullet was not marked adjacent context. Current official outline omits it there.",
          "recommendation": "Remove OAuth from published-area row and mark protocol explanation Related item.",
          "coordinator_response": "Coordinator applied repair in separate mutation; reviewer read current row and explicit Related item at line213.",
          "reviewer_verification": "Repair text supports bounded scope clarity; no formal rubric2 disposition is assigned by this read-only review."
        },
        {
          "id": "g02-review-a-DP800-CES-label",
          "exam_code": "DP-800",
          "severity": "low",
          "checks": [
            "official-scope"
          ],
          "location": "Maintain embeddings when source data changes; current line743",
          "evidence": "Opening correctly distinguished CES in integration objective from its omission in embedding-maintenance bullet; local maintenance list could clarify adjacent status.",
          "recommendation": "Label CES maintenance as Related item and state outside current embedding-maintenance bullet.",
          "coordinator_response": "Coordinator applied explicit Related item: CES wording.",
          "reviewer_verification": "Read live repaired bullet and explicit October19 scope boundary; final matrix/ledger/current-receipt hashes verified in checksum follow-up."
        }
      ],
      "bindings": [
        {
          "exam_code": "SC-900",
          "guide_path": "guides/SC-900-microsoft-security-compliance-identity-fundamentals.md",
          "guide_content_sha256": "7a71756575daff2e38279212e20bd1c29afc54a4acd82e26263f070f19dc3d62",
          "objective_raw_sha256": "63bf7e483cb07e30a23c192e3f41319ea3987492ab5a1066177dfb4a8eb16a81",
          "status_raw_sha256": "4a10a1213107b8b2d03da3e952b2791d172d9e97c4f56de314a5b16424fc466c",
          "current_objectives": 58,
          "full_guide_read": true,
          "full_diff_vs_base_read": true,
          "source_gate": "blocked; existing cited conflicts retained",
          "final_binding_note": "Final live guide, captured guide, matrix, operations ledger and current source/deep receipts checked; all bindings match."
        },
        {
          "exam_code": "DP-800",
          "guide_path": "guides/DP-800-developing-ai-enabled-database-solutions.md",
          "guide_content_sha256": "3fac8523619247335b8c64884d5897b548ed055dfb5b08df4e4c12a48cfc4bbd",
          "objective_raw_sha256": "6e54b91dfcc48967be9eec6efffdc43262d965d8a66a01d467c5ccb9c283d862",
          "status_raw_sha256": "10ef32f740b30f922754046da34e4338a0d2a0b697049d30b94ace8949226237",
          "current_objectives": 73,
          "full_guide_read": true,
          "full_diff_vs_base_read": true,
          "source_gate": "blocked; existing cited conflicts retained",
          "final_binding_note": "Final live guide, captured guide, matrix, operations ledger and current source/deep receipts checked; all bindings match."
        },
        {
          "exam_code": "SC-100",
          "guide_path": "guides/SC-100-microsoft-cybersecurity-architect.md",
          "guide_content_sha256": "8c31a5f32ccc0c7ae666d43a2664b9a21d49170329cd4bf6e60cc218ca6b7e92",
          "objective_raw_sha256": "ff060882f7f464b9154a8d4b96c581f995ef217fbeb1b9138336690bc4a75ef9",
          "status_raw_sha256": "4a10a1213107b8b2d03da3e952b2791d172d9e97c4f56de314a5b16424fc466c",
          "current_objectives": 81,
          "full_guide_read": true,
          "full_diff_vs_base_read": true,
          "source_gate": "blocked; existing cited conflicts retained",
          "final_binding_note": "Final live guide, captured guide, matrix, operations ledger and current source/deep receipts checked; all bindings match."
        },
        {
          "exam_code": "SC-200",
          "guide_path": "guides/SC-200-microsoft-security-operations-analyst.md",
          "guide_content_sha256": "8ed45a73c9f506d9c466217f09bb5f71e4e5d69826eacf9e35b2db7f3b07c928",
          "objective_raw_sha256": "b03a3ed9dfac76ede2eceb81987d4b208c20eee1376f8bba7de1039015fd5bc4",
          "status_raw_sha256": "4a10a1213107b8b2d03da3e952b2791d172d9e97c4f56de314a5b16424fc466c",
          "current_objectives": 54,
          "full_guide_read": true,
          "full_diff_vs_base_read": true,
          "source_gate": "blocked; existing cited conflicts retained",
          "final_binding_note": "Final live guide, captured guide, matrix, operations ledger and current source/deep receipts checked; all bindings match."
        },
        {
          "exam_code": "SC-300",
          "guide_path": "guides/SC-300-microsoft-identity-access-administrator.md",
          "guide_content_sha256": "d87fbd64c5887082d3016a5d02fadcad4dbb43323af3243a3fd8ea6cd73d8a0e",
          "objective_raw_sha256": "acdea1bdef69bcf46191872ee09a1b309e9e50b1cc8f1a7b739d416af6bb2263",
          "status_raw_sha256": "c3322b3815c28102e45a28546e9d16f4ee2b3429498123a46b8ca7f209431e5c",
          "current_objectives": 98,
          "full_guide_read": true,
          "full_diff_vs_base_read": true,
          "source_gate": "blocked; existing cited conflicts retained",
          "final_binding_note": "Final live guide, captured guide, matrix, operations ledger and current source/deep receipts checked; all bindings match."
        }
      ],
      "read_scope": {
        "policies": [
          "AGENTS.md",
          "CONTRIBUTING.md",
          "docs/CONTENT-POLICY.md",
          "docs/SOURCE-QUALITY.md",
          "docs/GUIDE-QUALITY-STANDARD.md",
          "docs/AI-AUDIT.md"
        ],
        "guides": "All five complete captured final guides read, complete five diffs read, subsequent live SC300/DP800 scope-label repairs read. Small tool truncation gaps were re-opened.",
        "mapping": "All364 scoped current rows mechanically checked for exact wording hash and membership in normalized objective snapshots, teaching-span LF hashes, heading text and current guide hashes. Complete objective-to-heading listing semantically compared with complete guides; no current objective omission identified in this bounded review.",
        "research": "Scoped exam identity/status/delta recommendations; scoped complete technical per-exam proposals; selected learning source metadata/limits and proposals; snapshot-acceptance and source-gate decisions. Research reports contain earlier provisional proposals; final text governs.",
        "public": "Complete group report plus ledger method, scoped entries/objective bindings, acceptance and source-gate records read. Final checksum follow-up verifies current bindings. Repository/site validation is coordinator-owned and is not claimed by this reviewer."
      },
      "verification": {
        "before_matches_git_base": "All five immutable before-guide texts match exact base after newline normalization.",
        "historical_preservation": "Compared seven scoped historical source-validation records, five deep-review records and seven AI-audit results against git base. All values unchanged except seven source-review and seven audit snapshot-path migrations. Every migrated path contains byte-identical old git snapshot bytes.",
        "objective_archive": "All five accepted current bytes match declared raw hashes; all five archive bytes equal immutable before snapshots and old raw hashes. Status snapshot dates/hashes checked.",
        "source_semantics": "34 exact first-party URLs independently opened; semantic support/contradictions checked in selected relevant bodies. HTTP reachability alone never treated as evidence.",
        "not_run": "No maintenance collectors, tenant/lab/API execution, paid materials, assessments, videos or full test suite run by reviewer.",
        "final_receipts": "All five final live/captured guide, matrix, ledger and current source/deep receipt bindings match; wording, heading and teaching-span hashes rechecked."
      },
      "retained_limits": [
        "SC300 official weighting conflict remains unresolved; preserve both values and blocked source gate.",
        "SC200 Continuous eligibility and lake-access documentation conflicts remain; supported extended-history search-job boundary confirmed.",
        "DP800 CES migration destination wording and DACPAC statements remain conflicting; BACPAC versioned support does not clear either.",
        "SC100/SC900 disappeared CSPM notice does not establish either implementation or cancellation.",
        "Full independent rubric2 audit, human review and live product/lab execution remain unperformed."
      ],
      "sources_path": ".maintenance\\2026-10-28-remaining-refresh\\group-02\\reviewer-a-sources.json",
      "final_checksum_followup": {
        "checked_on": "2026-10-28",
        "scope": "Checksum-only follow-up after separately reviewed scope-label repairs; no expanded semantic or runtime claim.",
        "matrix_raw_sha256": "7f62a20ee94b20cd41eed51c708a848695d35fbd7ca8da6161fa11b59638fbd9",
        "ledger_raw_sha256": "a71b929882240d0e4ddcb4b2deb677d6d83201918d1dafd360ca7fbccaa94aa8",
        "results": [
          {
            "exam_code": "SC-900",
            "guide_content_sha256": "7a71756575daff2e38279212e20bd1c29afc54a4acd82e26263f070f19dc3d62",
            "objective_raw_sha256": "63bf7e483cb07e30a23c192e3f41319ea3987492ab5a1066177dfb4a8eb16a81",
            "source_validation_id": "sc-900-2026-10-28-remaining-group02-source-validation",
            "source_gate_outcome": "blocked",
            "mapping_rows": 58,
            "errors": []
          },
          {
            "exam_code": "DP-800",
            "guide_content_sha256": "3fac8523619247335b8c64884d5897b548ed055dfb5b08df4e4c12a48cfc4bbd",
            "objective_raw_sha256": "6e54b91dfcc48967be9eec6efffdc43262d965d8a66a01d467c5ccb9c283d862",
            "source_validation_id": "dp-800-2026-10-28-remaining-group02-source-validation",
            "source_gate_outcome": "blocked",
            "mapping_rows": 73,
            "errors": []
          },
          {
            "exam_code": "SC-100",
            "guide_content_sha256": "8c31a5f32ccc0c7ae666d43a2664b9a21d49170329cd4bf6e60cc218ca6b7e92",
            "objective_raw_sha256": "ff060882f7f464b9154a8d4b96c581f995ef217fbeb1b9138336690bc4a75ef9",
            "source_validation_id": "sc-100-2026-10-28-remaining-group02-source-validation",
            "source_gate_outcome": "blocked",
            "mapping_rows": 81,
            "errors": []
          },
          {
            "exam_code": "SC-200",
            "guide_content_sha256": "8ed45a73c9f506d9c466217f09bb5f71e4e5d69826eacf9e35b2db7f3b07c928",
            "objective_raw_sha256": "b03a3ed9dfac76ede2eceb81987d4b208c20eee1376f8bba7de1039015fd5bc4",
            "source_validation_id": "sc-200-2026-10-28-remaining-group02-source-validation",
            "source_gate_outcome": "blocked",
            "mapping_rows": 54,
            "errors": []
          },
          {
            "exam_code": "SC-300",
            "guide_content_sha256": "d87fbd64c5887082d3016a5d02fadcad4dbb43323af3243a3fd8ea6cd73d8a0e",
            "objective_raw_sha256": "acdea1bdef69bcf46191872ee09a1b309e9e50b1cc8f1a7b739d416af6bb2263",
            "source_validation_id": "sc-300-2026-10-28-remaining-group02-source-validation",
            "source_gate_outcome": "blocked",
            "mapping_rows": 98,
            "errors": []
          }
        ],
        "errors": 0
      }
    },
    {
      "schema_version": 1,
      "reviewed_on": "2026-10-28",
      "role": "Fresh-context independent bounded reviewer B",
      "base_commit": "24ac22f5860fa870aaac90c9286e04872c37f196",
      "scope": [
        "MB-330",
        "MD-102",
        "MS-700",
        "MS-721",
        "SC-401"
      ],
      "boundaries": [
        "Fresh context supplied repository artifacts, not editing conversation.",
        "Read-only review of shared material; only assigned scratch findings/sources and explicitly requested repair-proposals written.",
        "This is a bounded refresh diff/evidence review, not a completed rubric2 audit, human review, service validation or live lab.",
        "Original findings and hypotheses retained with coordinator-owned dispositions and independent read-only repair-verification evidence; reviewer did not mutate shared guides, catalogs, snapshots or audit ledgers."
      ],
      "policies_read": [
        "AGENTS.md",
        "CONTRIBUTING.md",
        "docs/CONTENT-POLICY.md",
        "docs/SOURCE-QUALITY.md",
        "docs/GUIDE-QUALITY-STANDARD.md",
        "docs/AI-AUDIT.md (boundaries, inputs, binding and ten-check/severity/verdict sections)"
      ],
      "read_scope": {
        "complete_final_guides": [
          "MB-330",
          "MD-102",
          "MS-700",
          "MS-721",
          "SC-401"
        ],
        "complete_initial_final_diffs": [
          "MB-330",
          "MD-102",
          "MS-700",
          "MS-721",
          "SC-401"
        ],
        "mapping": "All519 current and173 future scoped row wordings inspected against complete teaching. Exact wording/normalized hashes, guide/capture/diff hashes and856 scoped heading/span hashes recomputed in final matrix. Fifteen discovered MS721topic repairs explicitly map17 current plus17 future rows.",
        "research_inputs": "Scoped exam rows and raw diffs/role observations, complete scoped technical proposals and scoped learning proposals/corrections. Full unscoped research files not claimed.",
        "public_evidence": "Complete group report and method read; scoped current source/deep receipts, operations entries, README rows, generated lifecycle headers/scoped rows and shared learning excerpts inspected. Scoped final receipt/ledger guide/objective bindings agree; coordinator owns subsequent review-attachment and repository/site validation reporting.",
        "limitations": "Some long initial compound outputs truncated; scoped complete guides were subsequently read in separate bounded chunks. Public product reopens were selected claims/sections, not all cited documents. Paid interiors/videos/assessments and labs were not accessed."
      },
      "bindings_at_initial_review": [
        {
          "exam_code": "SC-401",
          "guide_path": "guides/SC-401-administering-information-security-microsoft-365.md",
          "captured_final_guide_path": "C:/src/certification-study-library/.maintenance/2026-10-28-remaining-refresh/group-02/exam-final-guides/SC-401-administering-information-security-microsoft-365.md",
          "guide_lf_sha256": "c01f561e18f1fe49bea2d58f57bd91ec7d3262b97b047293f0cbe8ac2fdb66b4",
          "objective_raw_sha256": "3a429460a42a21f18a3156812052e4704a06f828f1beb4e9eaea1d75c74938c6",
          "objective_count": 65,
          "future_objective_raw_sha256": null,
          "future_objective_count": null,
          "line_count": 409,
          "final_diff_path": "C:/src/certification-study-library/.maintenance/2026-10-28-remaining-refresh/group-02/exam-final-diff-sc-401.txt",
          "final_diff_lf_sha256": "a716524a2f94993a764a4ac89342400cc9010cbe017fb4044f241dfd6c8dc6b2"
        },
        {
          "exam_code": "MD-102",
          "guide_path": "guides/MD-102-managing-securing-microsoft-365-endpoints-intune.md",
          "captured_final_guide_path": "C:/src/certification-study-library/.maintenance/2026-10-28-remaining-refresh/group-02/exam-final-guides/MD-102-managing-securing-microsoft-365-endpoints-intune.md",
          "guide_lf_sha256": "e89b37de11dea733ec474f3e805d53d81836a9a0d54b56b98fdf7c12f8ce0154",
          "objective_raw_sha256": "26e8777b5fae7deaf934748583696fb4b08c54c06a361b6c31c96d3e5f05f8e3",
          "objective_count": 83,
          "future_objective_raw_sha256": null,
          "future_objective_count": null,
          "line_count": 672,
          "final_diff_path": "C:/src/certification-study-library/.maintenance/2026-10-28-remaining-refresh/group-02/exam-final-diff-md-102.txt",
          "final_diff_lf_sha256": "53e66402aaf21ff165ba1d925a9f11418274bc795b026089549ee52b99760120"
        },
        {
          "exam_code": "MS-700",
          "guide_path": "guides/MS-700-managing-microsoft-teams.md",
          "captured_final_guide_path": "C:/src/certification-study-library/.maintenance/2026-10-28-remaining-refresh/group-02/exam-final-guides/MS-700-managing-microsoft-teams.md",
          "guide_lf_sha256": "c7d7e499602b0a3a62344492f0d0be5772174547a7a0747d1ad71faca59e5a9b",
          "objective_raw_sha256": "4b6fdf9cefc58cdaa8fda057e3f654711ee5f70741c9e819fa6c1f62b2a186fe",
          "objective_count": 97,
          "future_objective_raw_sha256": null,
          "future_objective_count": null,
          "line_count": 458,
          "final_diff_path": "C:/src/certification-study-library/.maintenance/2026-10-28-remaining-refresh/group-02/exam-final-diff-ms-700.txt",
          "final_diff_lf_sha256": "4a2dfe2aa07dc146999cd215a363487a8d3d559174943f1f71051ece56d55c05"
        },
        {
          "exam_code": "MS-721",
          "guide_path": "guides/MS-721-collaboration-communications-systems-engineer.md",
          "captured_final_guide_path": "C:/src/certification-study-library/.maintenance/2026-10-28-remaining-refresh/group-02/exam-final-guides/MS-721-collaboration-communications-systems-engineer.md",
          "guide_lf_sha256": "9cae09a26660d6f633ed302ee9cee952fbada654c069a1896ec2e9bdacc666f8",
          "objective_raw_sha256": "5167d7ad28df0c595db0836af19c921bc647da376dd96d029dbdf9f60555c5b0",
          "objective_count": 173,
          "future_objective_raw_sha256": "49ebf5eeab3209453f89ef2701f73e2d1e506fa433c0feaaedff8ede8fafd1c1",
          "future_objective_count": 173,
          "line_count": 544,
          "final_diff_path": "C:/src/certification-study-library/.maintenance/2026-10-28-remaining-refresh/group-02/exam-final-diff-ms-721.txt",
          "final_diff_lf_sha256": "d4e5a4d5c700d8580b4697332a3ce09601990b191dab3f8066d471d92b782e3e"
        },
        {
          "exam_code": "MB-330",
          "guide_path": "guides/MB-330-microsoft-dynamics-365-supply-chain-management-functional-consultant.md",
          "captured_final_guide_path": "C:/src/certification-study-library/.maintenance/2026-10-28-remaining-refresh/group-02/exam-final-guides/MB-330-microsoft-dynamics-365-supply-chain-management-functional-consultant.md",
          "guide_lf_sha256": "459936b4bf6dbe6cddf362763e32c3da481c4153429002c4ca1df24e5e96490c",
          "objective_raw_sha256": "5878ae23ebaad7d65dc7e9d36f2e305fdfee592a5975c15eb9673ad3ae1f9e65",
          "objective_count": 101,
          "future_objective_raw_sha256": null,
          "future_objective_count": null,
          "line_count": 457,
          "final_diff_path": "C:/src/certification-study-library/.maintenance/2026-10-28-remaining-refresh/group-02/exam-final-diff-mb-330.txt",
          "final_diff_lf_sha256": "c00ba84805f3d75babbac11c47b9f59a55d67cc81851a7af27486ba31d8633d7"
        }
      ],
      "independent_checks": {
        "raw_nine_objective_archives_equal_git_base": true,
        "nine_current_objective_hashes_match_acceptance": true,
        "nine_current_status_hashes_match_acceptance": true,
        "ms721_current_objective_raw_unchanged": true,
        "ms721_current_objective_sha256": "5167d7ad28df0c595db0836af19c921bc647da376dd96d029dbdf9f60555c5b0",
        "ms721_current_status_raw_unchanged": true,
        "ms721_current_status_sha256": "b807f0edb8494fd334ef29b3bdf0ca568d364e0a2834f272f6d55a242ef0e0b5",
        "ms721_future_separate_sha256": "49ebf5eeab3209453f89ef2701f73e2d1e506fa433c0feaaedff8ede8fafd1c1",
        "all_519_current_and_173_future_wordings_found_normalized_in_exact_snapshot": true,
        "initial_guide_heading_span_hashes_passed": true,
        "mb330_old_status_newline_note": "Acceptance oldstatus hash binds frozen before CRLF bytes; Git blob is LF and has another raw hash. Content is identical after newline normalization. Objective archives themselves equal raw Git base."
      },
      "findings": [
        {
          "id": "G02-B-01",
          "severity": "medium",
          "checks": [
            "objective-coverage",
            "review-evidence-accuracy"
          ],
          "exam_code": "MS-721",
          "disposition": "resolved",
          "location": "Initial captured guide163–172 and317–328; current/future mapping group1objective7,group12objective6,group15objective9",
          "finding": "Policy packages and device tags had no teaching anywhere in the initial complete guide despite substantive-coverage matrix labels. Policy-package mapping landed on generic meeting-policy precedence; device-tag mapping landed on general device lifecycle prose.",
          "recommendation": "Teach package creation/assignment/effective results/rollback and tag creation/application/filtering/account-following/cleanup; cite exact product docs and rebind all affected current/future spans.",
          "repair_followup": "Packages H3 lines179–184 and tags431–436 teach exact workflows. Both current/future matrix rows bind these headings with recomputed hashes.",
          "coordinator_disposition": "Repair applied by coordinator and independently verified in final bound content.",
          "reviewer_disposition": "Repair verification passed.",
          "disposition_owner": "coordinator",
          "reviewer_action": "Separate read-only repair verification of coordinator changes; no shared edit or audit-ledger closure performed by reviewer."
        },
        {
          "id": "G02-B-02",
          "severity": "medium",
          "checks": [
            "objective-coverage",
            "review-evidence-accuracy"
          ],
          "exam_code": "MS-721",
          "disposition": "resolved",
          "location": "Initial captured guide185–196 and329–360; current/future mapping group8objective4,group19objective1",
          "finding": "Town-hall integration objective lacked Viva Engage or Stream teaching anywhere; room-type creation/publication objective mapped to generic BYOD inventory paragraph without a creation/publication workflow.",
          "recommendation": "Add bounded current town-hall/community/recording workflow and room-standard/type publishing exercise, then exact mapping.",
          "repair_followup": "Town-hall integrations201–206 and room types477–482 contain original supported workflows; exact canonical sources and both mapping versions verified.",
          "coordinator_disposition": "Repair applied by coordinator and independently verified in final bound content.",
          "reviewer_disposition": "Repair verification passed.",
          "disposition_owner": "coordinator",
          "reviewer_action": "Separate read-only repair verification of coordinator changes; no shared edit or audit-ledger closure performed by reviewer."
        },
        {
          "id": "G02-B-03",
          "severity": "low",
          "checks": [
            "official-scope",
            "review-evidence-accuracy"
          ],
          "exam_code": "SC-401",
          "disposition": "resolved",
          "location": "Protect data used by AI services paragraph describing current DSPM and classic",
          "finding": "Current October-baseline guide continued to call DSPM-for-AI wording the July2026 objective. The term is still current; the stale date is a local editorial inconsistency.",
          "recommendation": "Use current October2026 objective wording/date.",
          "repair_followup": "SC401 current October2026 DSPM objective wording verified in final guide hash05f78e3746ded6d6441af3407d9951fa52f2cbb33872f1e22be0a2511f9d8cd6.",
          "coordinator_disposition": "Repair applied by coordinator and independently verified in final bound content.",
          "reviewer_disposition": "Repair verification passed.",
          "disposition_owner": "coordinator",
          "reviewer_action": "Separate read-only repair verification of coordinator changes; no shared edit or audit-ledger closure performed by reviewer."
        },
        {
          "id": "G02-B-04",
          "severity": "medium",
          "checks": [
            "source-quality",
            "review-evidence-accuracy"
          ],
          "exam_code": "MS-721",
          "disposition": "resolved",
          "location": "data/sources.json refresh-g02-policy-packages,refresh-g02-device-tags and subsequent repair product-documentation entries",
          "finding": "Repair product-documentation sources were assigned authority_class1, reserved by SOURCE-QUALITY for exam blueprints, instead of product-documentation tier2.",
          "recommendation": "Correct all repair product-documentation rows to tier2; preserve exact URLs, checks and unsupported execution boundaries.",
          "repair_followup": "All new repair product-documentation entries scanned as authority_class2. Corrected canonical queue source and registered replacement Engage URL verified.",
          "coordinator_disposition": "Repair applied by coordinator and independently verified in final bound content.",
          "reviewer_disposition": "Repair verification passed.",
          "disposition_owner": "coordinator",
          "reviewer_action": "Separate read-only repair verification of coordinator changes; no shared edit or audit-ledger closure performed by reviewer."
        },
        {
          "id": "G02-B-05",
          "severity": "medium",
          "checks": [
            "material-claim-support",
            "review-evidence-accuracy"
          ],
          "exam_code": "MS-721",
          "disposition": "resolved",
          "location": "New Town halls across Teams, Viva Engage and recorded video H3 first citation",
          "finding": "New Teams-town-hall instructions cited legacy organize-a-live-event-in-viva-engage URL; independent open returned legacy TeamsLiveEvents body, which only links the actual replacement workflow.",
          "recommendation": "Use canonical replacement https://support.microsoft.com/en-us/viva/engage/organize-a-live-event-with-teams-town-hall, register exact source and keep legacy behavior historical.",
          "repair_followup": "Correct replacement Engage town-hall URL is cited and registered. Independently opened technical body supports current workflow; legacy URL is not used for that claim.",
          "coordinator_disposition": "Repair applied by coordinator and independently verified in final bound content.",
          "reviewer_disposition": "Repair verification passed.",
          "disposition_owner": "coordinator",
          "reviewer_action": "Separate read-only repair verification of coordinator changes; no shared edit or audit-ledger closure performed by reviewer."
        },
        {
          "id": "G02-B-06",
          "severity": "medium",
          "checks": [
            "objective-coverage",
            "review-evidence-accuracy"
          ],
          "exam_code": "MS-721",
          "disposition": "resolved",
          "location": "Current/future mappings group5objectives3/10,group12objective4,group16objective3",
          "finding": "Mapper follow-up acknowledged four further generic matches lacking actual workflows: avatars, Premium evaluation in TAC, bulk PowerShell numbers, hotline.",
          "recommendation": "Apply bounded first-party-supported workflow exercises from reviewer-b-repair-proposals.json, including Avatars April2,2027 retirement, trial limits and no live execution.",
          "repair_followup": "Avatars207–214, Premium215–224, bulk numbers291–304 and hotline437–444 read; selected primary bodies and current/future exact bindings verified. All are proposed/unexecuted and lifecycle/access limits remain explicit.",
          "coordinator_disposition": "Repair applied by coordinator and independently verified in final bound content.",
          "reviewer_disposition": "Repair verification passed.",
          "disposition_owner": "coordinator",
          "reviewer_action": "Separate read-only repair verification of coordinator changes; no shared edit or audit-ledger closure performed by reviewer."
        },
        {
          "id": "G02-B-07",
          "severity": "info",
          "checks": [
            "material-claim-support",
            "volatility-and-lifecycle"
          ],
          "exam_code": "MS-721",
          "disposition": "dismissed",
          "disposition_owner": "coordinator",
          "finding": "A follow-up research hypothesis treated Windows Pro Management no-custom-background wording as an Android conflict.",
          "evidence": "Independent raw HTML has the note inside section id=tabpanel_1_WindowsSettings, data-tab=WindowsSettings. Android tab says The settings list documentation coming soon. Exact raw HTML SHA and ancestor are retained in reviewer-b-sources.json.",
          "recommendation": "Keep platform-specific current Android workflow; reject this cross-platform blocker rather than infer conflict.",
          "repair_followup": "Final Android paragraph409–416 identifies Windows-tab scope correctly. Source-gate decisions retain rejected hypothesis history and MS721 passed state."
        },
        {
          "id": "G02-B-08",
          "severity": "info",
          "checks": [
            "material-claim-support",
            "exam-contract-integrity"
          ],
          "exam_code": "MS-721",
          "disposition": "dismissed",
          "disposition_owner": "coordinator",
          "finding": "A follow-up funding hypothesis treated broad Calling Plan setup wording and dedicated PAYG/credits requirements as incompatible.",
          "evidence": "Queue setup178–192 includes an Important link to November1,2025 licensing change immediately before broad category note. Dedicated licensing71–118 supplies complete funded PAYG/credits/NewCommerce overage prerequisite.",
          "recommendation": "Teach complete funding prerequisite and distinguish a minute bundle; no unresolved incompatible contract established.",
          "repair_followup": "Final queue identity321–328 does exactly this; MS721 source gate passed."
        },
        {
          "id": "G02-B-09",
          "severity": "medium",
          "checks": [
            "objective-coverage",
            "review-evidence-accuracy"
          ],
          "exam_code": "MS-721",
          "disposition": "resolved",
          "disposition_owner": "coordinator",
          "finding": "Mapper follow-up after independent review acknowledged seven more generic semantic matches: contact centers, queue caller ID, on-network conferencing, Windows/Android/panel custom displays, Windows GPO exclusions and SIP provisioning.",
          "recommendation": "Add seven bounded primary-backed original teaching packets and bind all affected current/future objectives.",
          "repair_followup": "Complete seven proposals, final completeMS721diff and all seven applied sections read. Selected critical primary bodies independently opened. Exact17 repaired current rows and17 future rows now include specific new H3 evidence spans; all hashes passed."
        }
      ],
      "source_evidence_path": "reviewer-b-sources.json",
      "source_gate_observations": {
        "SC_401": "No new source conflict identified; October14 metadata versus October28 effective distinction independently confirmed.",
        "MD_102": "Blocked Autopilot contradiction independently reconfirmed and accurately bounded.",
        "MS_700": "Blocked private-channel Workflows contradiction independently reconfirmed and accurately bounded.",
        "MS_721": "Passed source gate recommended and current receipt confirms passed. April accepted objective/status bytes remain exact; October29 future snapshot/mapping separate. Windows/Android tab scope and complete funded calling prerequisites are correctly represented. Manual avatars route avoids automatic-install guarantee and retains April2,2027 retirement.",
        "MB_330": "New sampling/loan/safety-stock examples match selected current technical bodies; no execution inferred."
      },
      "bounded_verdict": "pass",
      "remaining_limits": [
        "No complete independent rubric2 semantic audit, human review or live product/lab execution.",
        "MD102 Autopilot andMS700 private-channel Workflows source blockers remain correctly retained; this bounded pass does not convert those source gates to passed.",
        "Selected public documentation bodies and metadata were independently reopened; not every cited source, paid interior, video, assessment or provider configuration was evaluated.",
        "Final matrix hash binds reviewed guide content. Operations ledger raw checksum is at this check before any coordinator attachment of review results; per-exam canonical entry hashes bind scoped evidence independently."
      ],
      "repair_status": {
        "resolved_topic_packets": 15,
        "resolved_current_objective_rows": 17,
        "resolved_future_objective_rows": 17,
        "final_rebinding": "verified",
        "new_unaddressed_material_findings": 0,
        "rejected_source_conflict_hypotheses": [
          "Windows-only no-custom-background restriction incorrectly applied to Android",
          "Generic Calling Plan category treated as excluding linked funding prerequisite"
        ]
      },
      "bindings_at_final_review": [
        {
          "exam_code": "SC-401",
          "guide_path": "guides/SC-401-administering-information-security-microsoft-365.md",
          "guide_content_sha256": "05f78e3746ded6d6441af3407d9951fa52f2cbb33872f1e22be0a2511f9d8cd6",
          "line_count": 409,
          "objective_raw_sha256": "3a429460a42a21f18a3156812052e4704a06f828f1beb4e9eaea1d75c74938c6",
          "current_objectives": 65,
          "future_objectives": 0,
          "teaching_spans_verified": 72,
          "final_diff_lf_sha256": "2ac8d76139a14f213d1b437bca049c144ee19b28a76d56537bb4c9c098cb2352",
          "operations_entry_canonical_sha256": "b9c0f9f01e44fb7e23086f72c497bc0fe508c4a167a7043cf65e7a79c414b4d8"
        },
        {
          "exam_code": "MD-102",
          "guide_path": "guides/MD-102-managing-securing-microsoft-365-endpoints-intune.md",
          "guide_content_sha256": "e89b37de11dea733ec474f3e805d53d81836a9a0d54b56b98fdf7c12f8ce0154",
          "line_count": 672,
          "objective_raw_sha256": "26e8777b5fae7deaf934748583696fb4b08c54c06a361b6c31c96d3e5f05f8e3",
          "current_objectives": 83,
          "future_objectives": 0,
          "teaching_spans_verified": 97,
          "final_diff_lf_sha256": "53e66402aaf21ff165ba1d925a9f11418274bc795b026089549ee52b99760120",
          "operations_entry_canonical_sha256": "4d21f02a068d4b10a7bfbd258a300cd8422b92932fb7cc562e39ab4bf82a272e"
        },
        {
          "exam_code": "MS-700",
          "guide_path": "guides/MS-700-managing-microsoft-teams.md",
          "guide_content_sha256": "c7d7e499602b0a3a62344492f0d0be5772174547a7a0747d1ad71faca59e5a9b",
          "line_count": 458,
          "objective_raw_sha256": "4b6fdf9cefc58cdaa8fda057e3f654711ee5f70741c9e819fa6c1f62b2a186fe",
          "current_objectives": 97,
          "future_objectives": 0,
          "teaching_spans_verified": 100,
          "final_diff_lf_sha256": "4a2dfe2aa07dc146999cd215a363487a8d3d559174943f1f71051ece56d55c05",
          "operations_entry_canonical_sha256": "dddb63d5e75562373fd905086ecafc9353633405aa1c43a6e024315dbc8cb750"
        },
        {
          "exam_code": "MS-721",
          "guide_path": "guides/MS-721-collaboration-communications-systems-engineer.md",
          "guide_content_sha256": "e8293975bea7eb49402b876bc3c7ebf31bdb69ac12a55ce1f637aca059e0b761",
          "line_count": 654,
          "objective_raw_sha256": "5167d7ad28df0c595db0836af19c921bc647da376dd96d029dbdf9f60555c5b0",
          "current_objectives": 173,
          "future_objectives": 173,
          "teaching_spans_verified": 472,
          "final_diff_lf_sha256": "50004d5e1058ddfba817a8cd6e68e1c7d8527e7a9600ea796740af5d27c447a6",
          "operations_entry_canonical_sha256": "1e9186cb617afda98075b0487c91211a54e1b11fb2237dab2d88222b3381f37d"
        },
        {
          "exam_code": "MB-330",
          "guide_path": "guides/MB-330-microsoft-dynamics-365-supply-chain-management-functional-consultant.md",
          "guide_content_sha256": "459936b4bf6dbe6cddf362763e32c3da481c4153429002c4ca1df24e5e96490c",
          "line_count": 457,
          "objective_raw_sha256": "5878ae23ebaad7d65dc7e9d36f2e305fdfee592a5975c15eb9673ad3ae1f9e65",
          "current_objectives": 101,
          "future_objectives": 0,
          "teaching_spans_verified": 115,
          "final_diff_lf_sha256": "c00ba84805f3d75babbac11c47b9f59a55d67cc81851a7af27486ba31d8633d7",
          "operations_entry_canonical_sha256": "106f428f6ca3d5d3cff60c5dfea69c0cbaa0eee8cdb223a906e77c3a1af5ac9e"
        }
      ],
      "final_binding_checks": {
        "matrix_raw_sha256": "7f62a20ee94b20cd41eed51c708a848695d35fbd7ca8da6161fa11b59638fbd9",
        "operations_ledger_raw_sha256_at_check": "a71b929882240d0e4ddcb4b2deb677d6d83201918d1dafd360ca7fbccaa94aa8",
        "scoped_current_objectives": 519,
        "scoped_future_objectives": 173,
        "scoped_teaching_spans_verified": 856,
        "all_scoped_guide_capture_diff_wording_heading_span_hashes_passed": true,
        "scoped_source_and_deep_receipt_bindings_match_operations": true,
        "all_15_ms721_topic_repairs_and_17_current_plus_17_future_rows_verified": true,
        "complete_final_ms721_diff_read": true,
        "sc401_only_followup_change_read": true
      },
      "open_material_findings": 0,
      "open_findings": 0,
      "summary": "Final bounded refresh diff/evidence review passed after coordinator repairs; no unaddressed material finding. This is not a rubric2 full independent semantic audit."
    }
  ],
  "fresh_context_source_observations": [
    {
      "reviewer": "fresh-context reviewer A",
      "scope": [
        "SC-900",
        "DP-800",
        "SC-100",
        "SC-200",
        "SC-300"
      ],
      "independently_opened_sources": [
        {
          "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/sc-900",
          "affected_exams": [
            "SC-900"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Effective date, weights and current workload-identity scope; objective body sections opened.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "sc-900-blueprint"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/dp-800",
          "affected_exams": [
            "DP-800"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Effective date and revised SQL/Copilot wording; design/security objectives opened.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "dp-800-blueprint"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/sc-100",
          "affected_exams": [
            "SC-100"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Effective date, weights and first two domain groups opened.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "sc-100-blueprint"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/sc-200",
          "affected_exams": [
            "SC-200"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Effective date, three domain weights, automation/ingestion objectives opened.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "sc-200-official-study-guide"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/sc-300",
          "affected_exams": [
            "SC-300"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Effective date, summary/detail weighting conflict and revised authentication-method wording opened.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "sc-300-blueprint"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/sql/relational-databases/fuzzy-string-match/overview?view=sql-server-ver17",
          "affected_exams": [
            "DP-800"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Applies-to, preview/update-policy note and input-collation rules read; redirected to fabric-sqldb view with fallback flag.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "dp-800-fuzzy-string-matching"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/sql/t-sql/data-types/vector-data-type?view=sql-server-ver17",
          "affected_exams": [
            "DP-800"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Type conversion, dimensions, default base type and half-precision GA/preview availability sections read.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "dp-800-vector-data-type"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/sql/t-sql/statements/create-vector-index-transact-sql?view=sql-server-ver17",
          "affected_exams": [
            "DP-800"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Feature availability, latest version, earlier/current restrictions, 100-row minimum, DML and DACPAC/BACPAC contradiction read; no index executed.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "dp-800-create-vector-index"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/azure/defender-for-cloud/tutorial-enable-cspm-plan",
          "affected_exams": [
            "SC-100"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Owner-dependent agentless scanner note and all-features prerequisite read.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "g02-20261028-cspm-enable"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/azure/defender-for-cloud/release-notes",
          "affected_exams": [
            "SC-100",
            "SC-900"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "October/September entries and December14 recommendation retirement read; current page searched for opt-in and no match found. Entire release history not semantically reviewed.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "sc100-cloud-release"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/azure/defender-for-cloud/concept-cloud-security-posture-management",
          "affected_exams": [
            "SC-100",
            "SC-900"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Current CSPM definition/plan/availability body read; does not establish earlier announced default implementation.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "sc-100-defender-cspm"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/defender-xdr/custom-detection-rules",
          "affected_exams": [
            "SC-200"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Permissions and Continuous table/column eligibility sections read; GA-only columns confirmed.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "sc-200-defender-custom-detections"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/azure/sentinel/work-with-anomaly-rules",
          "affected_exams": [
            "SC-200"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Template restrictions, evaluation and complete duplicate/Flighting/promotion procedure read; no rule created.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "refresh-g02-sentinel-anomalies"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/entra/fundamentals/how-to-customize-branding",
          "affected_exams": [
            "SC-300"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Minimum role/licensing, optional elements, personal-account boundary and review/footer behavior sections read.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "refresh-g01-entra-branding"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/entra/identity/authentication/phone-providers-faq",
          "affected_exams": [
            "SC-300"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Oct30 configuration availability, primary-SMS exclusion and ExternalID/B2C exclusions read.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "g02-20261028-phone-faq"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/sql/relational-databases/track-changes/change-event-streaming/overview?view=sql-server-ver17",
          "affected_exams": [
            "DP-800"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Preview and complete lower Platform supportability section read, including SQL2025 CU3+hosting and Fabric Entra-auth exclusion.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "dp-800-change-event-streaming-overview"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/sql/relational-databases/track-changes/change-event-streaming/amqp-deprecation",
          "affected_exams": [
            "DP-800"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Destination transition and platform table read; supports retaining platform-specific values and generic wording conflict.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "dp-800-amqp-deprecation-notice"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/ssms/github-copilot/mcp-servers",
          "affected_exams": [
            "DP-800"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Agent-mode requirement, disabled-by-default tools, SSMS prerequisites and Tools-picker HTTP/stdio setup read.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "dp-800-mcp-servers-in-ssms"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/rest/api/fabric/articles/mcp-servers/core-remote/get-started-core",
          "affected_exams": [
            "DP-800"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Remote Core management purpose, prerequisites, exact endpoint, transport and Entra authentication read.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "refresh-g02-fabric-mcp"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/fabric/onelake/onelake-local-mcp",
          "affected_exams": [
            "DP-800"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Local server scope, installation, Azure identity and OneLake discovery/schema capabilities read.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "refresh-g02-onelake-mcp"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/fabric/fundamentals/copilot-enable-fabric",
          "affected_exams": [
            "DP-800"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Tenant security-group scoping, eligible capacity, delegated configuration and workspace access table read.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "refresh-g02-fabric-enable"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/sql/t-sql/functions/vector-search-transact-sql?view=sql-server-ver17",
          "affected_exams": [
            "DP-800"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Availability/update-policy, latest-index DML/iterative-filter and TOP_N deprecation sections read.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "dp-800-vector-search"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/azure/azure-monitor/reference/tables/signinlogs",
          "affected_exams": [
            "SC-300"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Table schema including string ResultType and UserId/time fields read; no KQL service execution.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "sc200-signin-schema"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/defender-xdr/advanced-hunting-microsoft-defender",
          "affected_exams": [
            "SC-200"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Known issues through lower lines90-92 read; Sentinel NRT restriction and extended-Analytics search-job path confirmed.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "sc200-unified-hunting"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/azure/sentinel/manage-table-tiers-retention",
          "affected_exams": [
            "SC-200"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Permissions, retention/tier controls and broad Advanced Hunting loss warning read; documentation discrepancy retained.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "sc200-table-retention"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/cybersecurity-architect-expert/",
          "affected_exams": [
            "SC-100"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Current prerequisite list and no listed retirement date inspected; old Azure Security Engineer course advice cannot replace credential list.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "sc-100-credential"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/training/courses/dp-800t00",
          "affected_exams": [
            "DP-800"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Public metadata confirms three instructor-led days; dynamic syllabus not enumerated from this page.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "dp-800-dp-800t00-develop-ai-enabled-database-solutions"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/training/courses/sc-300t00",
          "affected_exams": [
            "SC-300"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Public metadata confirms four instructor-led days; dynamic syllabus not enumerated from this page.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "sc-300-instructor-course"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/credentials/certifications/developing-ai-enabled-database-solutions/",
          "affected_exams": [
            "DP-800"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Current credential identity,120-minute assessment and ten languages read.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "dp-800-certification-page"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/azure/defender-for-cloud/foundational-cspm-opt-in",
          "affected_exams": [
            "SC-100",
            "SC-900"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Actual redirect to current CSPM overview observed; does not prove rollout or cancellation.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/sql/relational-databases/regular-expressions/overview?view=sql-server-ver17",
          "affected_exams": [
            "DP-800"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "RE2 implementation, named functions and literal-pattern semantics read for new example.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "dp-800-regular-expressions-overview"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/sql/t-sql/functions/jaro-winkler-distance-transact-sql?view=sql-server-ver17",
          "affected_exams": [
            "DP-800"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Syntax, platform preview/update policy and distance example read; identical-input result is predicted mathematics, not SQL execution.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/sql/tools/visual-studio-code-extensions/github-copilot/overview?view=sql-server-ver17",
          "affected_exams": [
            "DP-800"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "Supported integration/platforms and Ask/Agent mode decision table read.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "dp-800-github-copilot-sql-overview"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        },
        {
          "opened_url": "https://learn.microsoft.com/en-us/fabric/database/sql/copilot-faq",
          "affected_exams": [
            "DP-800"
          ],
          "authority": "Microsoft first-party",
          "observed_on": "2026-10-28",
          "read_scope_and_observation": "SQL query editor location, enablement link, permission boundary and generated-query reliability caveats read.",
          "confidence": "high for observed documentation; no tenant/runtime verification",
          "catalog_matches": [
            "dp-800-copilot-in-fabric-faq"
          ],
          "candidate_matches": [],
          "recommendation": "Retain bounded guide explanation and cited source conflicts; do not convert documentation review to lab execution."
        }
      ],
      "limits": "Selected relevant bodies only. No paid content, assessments, videos or live service operations. Exact current-objective hashes are separately bound in findings artifact."
    },
    {
      "schema_version": 1,
      "reviewed_on": "2026-10-28",
      "role": "Independent reviewer B",
      "boundary": "Independent public-source reopens for bounded diff/evidence review, not complete product documentation review, no live execution.",
      "sources": [
        {
          "url": "https://learn.microsoft.com/en-us/autopilot/device-preparation/compare",
          "affected_exams": [
            "MD-102"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Feature table and requirements table, association precedence, footer dated2026-08-27",
          "observation": "25-app feature row conflicts with more-than10-app unsupported requirements row; association determines registered-device precedence. Guide accurately retains conflict.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "md-102-autopilot-compare",
              "authority_class": 1,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MD-102"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/autopilot/device-preparation/whats-new",
          "affected_exams": [
            "MD-102"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "January30 entry and current release list",
          "observation": "Explicit25-app limit for user-driven and automatic; timeout caution supports strongest bounded model without resolving lower table.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "g02-20261028-autopilot-news",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MD-102"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/platform/webhooks-and-connectors/what-are-webhooks-and-connectors",
          "affected_exams": [
            "MS-700"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Known issues44–50 and public intro",
          "observation": "Private Flow bot still under development; shared-channel support and owner/co-owner boundaries explicit.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "ms700-webhooks",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-700"
              ]
            }
          ]
        },
        {
          "url": "https://devblogs.microsoft.com/microsoft365dev/retirement-of-office-365-connectors-within-microsoft-teams/",
          "affected_exams": [
            "MS-700"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "April14 controlling update19–49; earlier dated updates distinguished",
          "observation": "May18–22 connector disablement and private-channel support announcement conflict with product known issues. Guide keeps blocker.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "ms700-connectors-blog",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-700",
                "AZ-400"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/purview/endpoint-dlp-ftp-sftp-short",
          "affected_exams": [
            "SC-401"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Complete technical body31–67 and footer95",
          "observation": "Managed onboarded Windows, Devices scope, audit/block/override/allow, Activity Explorer and optional complete-file evidence support insertion. Footer2026-10-20 is update metadata, not inferred launch date.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "g02-20261028-ftp-dlp",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "SC-401"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/direct-routing-survivable-branch-appliance",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Prerequisites/client body33–78 and known issues202–218",
          "observation": "Cached authentication permits restart/reboot, up to7days expired tokens; priorSBA24h, CAE~30min and emergency-route exclusions remain. Guide matches.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "ms721-sba",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/ms-721",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Effective heading55; package/tag and other detailed objective text; live future scope only",
          "observation": "October29 displayed future on October28. Source confirms package/tag requirements; does not newly republish retainedApril snapshot.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "ms-721-blueprint",
              "authority_class": 1,
              "last_checked": "2026-09-01",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/sc-401",
          "affected_exams": [
            "SC-401"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Effective heading53, scope and change-log224–228",
          "observation": "October28 effective scope; containers/PowerBI wording supports accepted outline.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "sc-401-blueprint",
              "authority_class": 1,
              "last_checked": "2026-09-01",
              "supported_exams": [
                "SC-401"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/credentials/certifications/information-security-administrator/",
          "affected_exams": [
            "SC-401"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Credential identity, LastUpdated43–45, overview and retirement search",
          "observation": "October14 is LastUpdated metadata; no separate October14 effective-scope statement or retirement evidence in rendered page.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "sc-401-credential",
              "authority_class": 1,
              "last_checked": "2026-09-01",
              "supported_exams": [
                "SC-401"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/dynamics365/supply-chain/inventory/quality-management-for-warehouses-processes",
          "affected_exams": [
            "MB-330"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Intro30–34, sampling/order examples, specific first/fourthLP449–457",
          "observation": "Every-third example starts first/fourth; guide distinguishes sampling from full receipt hold and count reset.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "mb330-quality-wms",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MB-330"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/dynamics365/supply-chain/asset-management/manage-maintenance-requests/asset-loan",
          "affected_exams": [
            "MB-330"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Complete technical body32–55 and footer78",
          "observation": "Same asset type/lifecycle loan eligibility, expected return and separate actual return/ended state support new example; footer2024-11-12.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-asset-loan",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MB-330"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/dynamics365/supply-chain/master-planning/safety-stock-journal",
          "affected_exams": [
            "MB-330"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Overview31–39 and post/validate126–141",
          "observation": "Journal proposal updates item-coverage minimum; does not itself receive inventory. Supports new worked planning distinction.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-safety-stock",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MB-330"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/purview/get-started-with-sensitivity-labels",
          "affected_exams": [
            "SC-401"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Label workflow and roles69–95",
          "observation": "Sensitivity Label Administrator/Reader and administrative-unit/publishing distinction support new scoped exercise.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-label-role",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "SC-401"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/purview/information-protection-client",
          "affected_exams": [
            "SC-401"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Client components31–40 and ARM64/requirements43–65",
          "observation": "File labeler/viewer/scanner/PowerShell distinct; noOfficeadd-in; ARM64 viewer/labeler supported, scanner/PowerShell excluded.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-file-label",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "SC-401"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/purchase-third-party-apps",
          "affected_exams": [
            "MS-700"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Purchase/activation/license workflow33–95",
          "observation": "Public purchase route and publisher/licensing steps support tabletop acquisition; availability/consent are distinct study controls.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-app-purchase",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-700"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/MicrosoftTeams/customize-your-app-store",
          "affected_exams": [
            "MS-700"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Customization33–60",
          "observation": "Customize store/logo/background/text supports nonproduction branding exercise, no permission implication.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-app-store",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-700"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/connectivity-analyzer/microsoft-teams/self-help-diagnostics-for-microsoft-teams",
          "affected_exams": [
            "MS-700"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Complete short technical body31–46",
          "observation": "CalendarTab tests backendExchange, sign-in separate; tool cannot mutate tenant and excludesGCC/GCCH.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-teams-diagnostics",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-700"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/manage-policy-packages",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Concept35–54, custom packages79–94, assignment overview95–107",
          "observation": "Custom package types/policies and per-targetPremium requirement support repair; product behavior is tier2, not blueprinttier1.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-policy-packages",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/devices/manage-device-tags",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Complete technical body35–101 and footer124",
          "observation": "Create/apply/filterall-any/rename/untag/delete, account-following semantics and portaltransition support repair; tier2, footer2026-07-15.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-device-tags",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/meeting-avatars",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Retirement31–52, administration/endpoint/app-policy54–117",
          "observation": "April2,2027 retirement; manualinstall overview versus setup-policy subsection inconsistent. Use explicit manual supported route and do not guarantee automaticinstallation.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-review-ms721-avatars",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/teams-premium-dashboard",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Currentlicense/trial33–67; dashboard tabs/usage70–109",
          "observation": "April2026 entitlement change; eligible30day25license trial with exclusions; fourtabs and30day usage window support bounded evaluation.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-review-ms721-premium-evaluation",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/powershell/module/microsoftteams/set-csphonenumberassignment?view=teams-ps",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Assignment syntax60–72, examples90–134 and synchronization limitation",
          "observation": "Per-rowassignment with error handling underpins original batch exercise; online assignment cannot overwrite synchronizedonpremnumber. No cmdlet executed.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-review-ms721-bulk-numbers",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/powershell/module/microsoftteams/get-csphonenumberassignment?view=teams-ps",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Syntax34–60, pagination89–90 and example1returnedidentity94–122",
          "observation": "Get targetID/location verifies assignment separately from callsuccess; defaults500/max1000 with pagination.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-review-ms721-bulk-numbers-1",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/phones/set-up-common-area-phones",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Account/modeprerequisites and Step7hotline164–190",
          "observation": "PLAR automatic destination onhandsetlift and scoped phoneprofile toggle support repair; licensing naming mixed in page, guide avoids inferring renameequivalence.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-review-ms721-hotline",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://support.microsoft.com/en-us/viva/engage/organize-a-live-event-in-viva-engage",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Legacy article119–141 and replacementlink76",
          "observation": "This is legacy TeamsLiveEvents body, not direct support for newtownhallworkflow; reported citationmismatch tocoordinator.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-engage-townhall",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://support.microsoft.com/en-us/viva/engage/organize-a-live-event-with-teams-town-hall",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Replacementtownhall technicalbody127–200 reached bylegacy link76; redirectfinalURL recorded",
          "observation": "Communityadminnewtownhall, RTMPproduction, immutabletestsetting, editsinEngage andSharePointrecordingpermissions directlysupport proposed repair.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-engage-townhall-current",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://support.microsoft.com/en-gb/teams/meetings/manage-town-hall-recordings-in-microsoft-teams?nochrome=true",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Recording/Clipchamp98–121 andpublishing123–149",
          "observation": "Past event recordingPublish orPublishfromOneDrive, expiryandrecordingpermissions support repair; olderStreamname explicitlybounded.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-townhall-recording",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/rooms/standards-and-room-planner",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Complete technicalbody34–120, footer145",
          "observation": "CreateStandard/type/recommendedhardware/review/publishlocation; planningnotinstalledhardware. RoomplannerInventorypermissionandentitlementexplicit; footer2025-05-05.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-room-standards",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/training/courses/sc-401t00",
          "affected_exams": [
            "SC-401"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Public course identity/audience/duration metadata only",
          "observation": "4 instructor-led days confirmed; this is not self-study runtime or complete lesson coverage.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "sc-401-course",
              "authority_class": 3,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "SC-401"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/training/courses/md-102t00",
          "affected_exams": [
            "MD-102"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Public course identity/audience/duration metadata only",
          "observation": "5 instructor-led days confirmed; this is not self-study runtime or complete lesson coverage.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "md-102-course",
              "authority_class": 3,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MD-102"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/training/courses/ms-700t00",
          "affected_exams": [
            "MS-700"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Public course identity/audience/duration metadata only",
          "observation": "4 instructor-led days confirmed; this is not self-study runtime or complete lesson coverage.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "ms-700-course",
              "authority_class": 3,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-700"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/training/courses/ms-721t00",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Public course identity/audience/duration metadata only",
          "observation": "5 instructor-led days confirmed; this is not self-study runtime or complete lesson coverage.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "ms-721-course",
              "authority_class": 3,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/training/courses/mb-330t00",
          "affected_exams": [
            "MB-330"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Public course identity/audience/duration metadata only",
          "observation": "5 instructor-led days confirmed; this is not self-study runtime or complete lesson coverage.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "mb-330-course",
              "authority_class": 3,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MB-330"
              ]
            }
          ]
        },
        {
          "url": "https://www.udemy.com/course/sc-400-course-microsoft-information-protection-administrator/",
          "affected_exams": [
            "SC-401"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Public publisher/update and course-contentheader51–76",
          "observation": "JohnChristopher October2026,12sections91lectures8h27 confirmed; paidlessons/simulations notaccessed.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "sc-401-udemy-john-christopher",
              "authority_class": 4,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "SC-401"
              ]
            }
          ]
        },
        {
          "url": "https://www.udemy.com/course/microsoft-teams-examlabpractice/",
          "affected_exams": [
            "MS-700"
          ],
          "opened_on": "2026-10-28",
          "access": "public body or metadata rendered through independent web open/find; no authentication",
          "read_scope": "Public publisher/update and course-contentheader51–76",
          "observation": "JohnChristopher October2026,16sections120lectures11h56 confirmed; paidlessons/simulations notaccessed.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "ms-700-udemy-course",
              "authority_class": 4,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-700"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/rooms/custom-backgrounds-android",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public technical body independently opened",
          "read_scope": "Requirements35–70 and complete deployment128–139",
          "observation": "Android Pro Management custom-wallpaper route is explicit. It must be compared with Android scope, not Windows-tab restrictions.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-ms721-android-backgrounds",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/rooms/device-settings-available",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public technical body independently opened",
          "read_scope": "Theming137–145; independent raw HTML tab ancestry and Android tab content",
          "observation": "No-custom-background note is inside WindowsSettings tab. Android tab says settings documentation coming soon. The alleged cross-platform contradiction is invalid.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-room-settings",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/devices/sip-gateway-configure",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public technical body independently opened",
          "read_scope": "Prerequisites35–78, regional bootstrap URL, provisioning132–173",
          "observation": "Effective calling policy, HTTP regional bootstrap, MAC verification using *55* code and pairing are separate stages; no deployment executed.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-ms721-sip-config",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/audio-conferencing-on-network",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public technical body independently opened",
          "read_scope": "Technical body31–126",
          "observation": "Teams-only meeting service, India/pay-per-minute exclusions, SBC inbound routing and organizer Audio Conferencing routing policy support exercise.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-ms721-on-network",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/aa-cq-reference-prerequisites-licensing",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public technical body independently opened",
          "read_scope": "Outbound funding71–118 and carrier constraints160–171",
          "observation": "Funded PAYG/credits or New Commerce overage is explicit; Direct Routing and Operator Connect have separate paths. Complete requirement is compatible with linked setup summary.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "ms700-voice-license",
              "authority_class": 2,
              "last_checked": "2026-09-28",
              "supported_exams": [
                "MS-700",
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/aa-cq-setup-call-queue",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public technical body independently opened",
          "read_scope": "Assign calling ID178–196 and linked November2025 change182",
          "observation": "Broad Calling Plan note does not assert minute-bundle sufficiency; explicit linked change immediately above supplies complete funding prerequisite.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "ms700-queue",
              "authority_class": 2,
              "last_checked": "2026-09-28",
              "supported_exams": [
                "MS-700",
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/rooms/custom-backgrounds",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public technical body independently opened",
          "read_scope": "License35–58; LocalState160–162 and enhanced XML163–193",
          "observation": "Pro enhanced display assets and required main/extended tags support exact snippet. Basic unsupported; missing images can result in No Theme.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-ms721-windows-backgrounds",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/teams-contact-center",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public technical body independently opened",
          "read_scope": "Integration overview34–61 and provider/support material",
          "observation": "Connect uses certified SBC/Direct Routing; Extend uses client/APIs; Unify uses ACS/Teams infrastructure. Workflow requirements determine choice; provider certification is not every-feature validation.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-ms721-contact-center",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/rooms/security",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public technical body independently opened",
          "read_scope": "Windows Software Security60–94",
          "observation": "Local Skype kiosk password/account must not be changed; separate local administrative and cloud room accounts. Supports narrow GPO exclusion, not global security disablement.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-ms721-rooms-security",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/windows/deployment/update/configure-policies-different-device-types",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public technical body independently opened",
          "read_scope": "Update policy context31–40 and Teams Rooms255–258",
          "observation": "No extra update policy needed; offering policies can conflict with validated updates. Scope is update policies, not all security policy.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-ms721-windows-update-device-types",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/devices/custom-background-panels",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public technical body independently opened",
          "read_scope": "Complete technical body33–79",
          "observation": "Supported app/license, one panel image, TAC profile/assignment, minimum1280x720 and100KB–2MB support bounded pilot.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-ms721-panel-backgrounds-correct",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        },
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/caller-id-policies",
          "affected_exams": [
            "MS-721"
          ],
          "opened_on": "2026-10-28",
          "access": "public technical body independently opened",
          "read_scope": "CLID/CNAM35–38, substitution and caller-ID configuration workflow",
          "observation": "User caller-ID substitution differs from selected on-behalf-of queue identity. Carrier display and actual call success remain separate.",
          "confidence": "high",
          "execution": "not-executed",
          "exact_catalog_matches": [
            {
              "id": "refresh-g02-ms721-caller-id",
              "authority_class": 2,
              "last_checked": "2026-10-28",
              "supported_exams": [
                "MS-721"
              ]
            }
          ]
        }
      ],
      "failed_attempts": [
        {
          "url": "https://learn.microsoft.com/en-us/microsoftteams/assign-teams-policy-packages",
          "result": "webtoolunavailable; alternate exactmanage-policy-packages article opened successfully"
        }
      ],
      "tab_scope_evidence": {
        "url": "https://learn.microsoft.com/en-us/microsoftteams/rooms/device-settings-available",
        "checked_on": "2026-10-28",
        "http_status": 200,
        "html_raw_sha256": "2ae760bc2ea612e20047e94113b77a78a998584e8245074db22f3fb7ad5ac920",
        "note": "Currently, managing custom backgrounds isn't supported in the Teams Rooms Pro management portal.",
        "ancestor": {
          "id": "tabpanel_1_WindowsSettings",
          "role": "tabpanel",
          "data-tab": "WindowsSettings"
        },
        "android_tab_text": "The settings list documentation coming soon.",
        "conclusion": "Windows-only restriction does not establish an Android contradiction. Earlier alleged Android source blocker rejected after tab-aware inspection."
      },
      "final_source_gate_recommendation": "MS721 passed: Android platform-specific workflow and complete funded calling prerequisites supported; rejected hypotheses retained in tab_scope_evidence and findings. MD102/MS700 existing source conflicts retained."
    }
  ],
  "independent_ms721_semantic_reaudit": {
    "schema_version": 1,
    "reviewed_on": "2026-10-28",
    "exam_code": "MS-721",
    "scope": "Same-context complete semantic re-audit prompted by independent reviewer findings; not itself independent/fresh-context/human review",
    "audit_guide_lf_sha256": "e8293975bea7eb49402b876bc3c7ebf31bdb69ac12a55ce1f637aca059e0b761",
    "audit_capture_path": "C:/src/certification-study-library/.maintenance/2026-10-28-remaining-refresh/group-02/exam-final-guides/MS-721-collaboration-communications-systems-engineer.md",
    "complete_guide_lines_read": 654,
    "current_rows_read": 173,
    "future_rows_read": 173,
    "future_wording_differences_read": 3,
    "correction_to_previous_outcome": "The earlier assertion that every mapped objective had substantive teaching was overoptimistic. Ordinary heading bindings and valid hashes did not establish actual policy-package/tag/town-hall/room-type or other named-workflow coverage. This artifact supersedes that semantic conclusion pending final repairs.",
    "original_44_example_gaps_preserved": true,
    "independent_findings": [
      {
        "id": "policy-packages",
        "objectives": [
          "1.7",
          "12.6"
        ],
        "status": "resolved; dedicated final teaching read and both current/future rows rebound; practical check unexecuted",
        "reason": "Previously pointed at ordinary policy assignment without a package definition or creation workflow. Dedicated package H3 now supplies creation, entitlement, assignment, effective-result check and rollback."
      },
      {
        "id": "device-tags",
        "objectives": [
          "15.9"
        ],
        "status": "resolved; dedicated final teaching read and both current/future rows rebound; practical check unexecuted",
        "reason": "Previously pointed at generic lifecycle operations without tags. Dedicated device-tag H3 now supplies create/apply/filter/rename/remove workflow and resource-account boundary."
      },
      {
        "id": "townhall-surfaces",
        "objectives": [
          "8.4"
        ],
        "status": "resolved; dedicated final teaching read and both current/future rows rebound; practical check unexecuted",
        "reason": "No Viva Engage or Stream teaching existed anywhere in the complete audit capture; generic town-hall controls did not teach cross-surface configuration."
      },
      {
        "id": "room-types",
        "objectives": [
          "19.1",
          "19.3"
        ],
        "status": "resolved; dedicated final teaching read and both current/future rows rebound; practical check unexecuted",
        "reason": "Inventory/space prose did not teach creating/publishing room types or actual device-to-type assignment. Coordinator reports a subsequent repair; final text must be reread."
      },
      {
        "id": "avatars",
        "objectives": [
          "5.3"
        ],
        "status": "resolved; dedicated final teaching read and both current/future rows rebound; practical check unexecuted",
        "reason": "Only a noun in the planning feature list; no avatar configuration or acceptance workflow."
      },
      {
        "id": "premium-evaluation",
        "objectives": [
          "5.10"
        ],
        "status": "resolved; dedicated final teaching read and both current/future rows rebound; practical check unexecuted",
        "reason": "Licensing and feature planning did not teach the Teams admin center evaluation workflow."
      },
      {
        "id": "bulk-number-assignment",
        "objectives": [
          "12.4"
        ],
        "status": "resolved; dedicated final teaching read and both current/future rows rebound; practical check unexecuted",
        "reason": "No bulk input, assignment operation or per-user reconciliation procedure."
      },
      {
        "id": "hotline",
        "objectives": [
          "16.3"
        ],
        "status": "resolved; dedicated final teaching read and both current/future rows rebound; practical check unexecuted",
        "reason": "Hotline occurred only as a noun in a device-settings sentence, without enablement, destination or test."
      },
      {
        "id": "contact-center-decision",
        "objectives": [
          "2.18"
        ],
        "status": "resolved; dedicated final teaching read and both current/future rows rebound; practical check unexecuted",
        "reason": "Certified contact centers were named without a use-case decision separating their workflow/integration requirements from a native queue."
      },
      {
        "id": "queue-caller-id",
        "objectives": [
          "10.8"
        ],
        "status": "resolved; dedicated final teaching read and both current/future rows rebound; practical check unexecuted",
        "reason": "The queue section lacked caller-ID configuration; the unrelated user caller-ID policy table did not teach queue on-behalf-of identity."
      },
      {
        "id": "on-network-conferencing",
        "objectives": [
          "14.10"
        ],
        "status": "resolved; dedicated final teaching read and both current/future rows rebound; practical check unexecuted",
        "reason": "One capability sentence did not teach the inbound/outbound Audio Conferencing routing boundary or configuration path."
      },
      {
        "id": "android-panel-displays",
        "objectives": [
          "16.5"
        ],
        "status": "resolved; dedicated final teaching read and both current/future rows rebound; practical check unexecuted",
        "reason": "The single generic display-layout sentence sat in the Windows paragraph and supplied no Android/panel background workflow."
      },
      {
        "id": "windows-displays",
        "objectives": [
          "17.2"
        ],
        "status": "resolved; dedicated final teaching read and both current/future rows rebound; practical check unexecuted",
        "reason": "Only validate-layout wording, without a Windows-specific background/configuration example."
      },
      {
        "id": "windows-gpo-exclusions",
        "objectives": [
          "17.1"
        ],
        "status": "resolved; dedicated final teaching read and both current/future rows rebound; practical check unexecuted",
        "reason": "The instruction to exclude unsupported settings named no actual setting or failure example."
      },
      {
        "id": "sip-provisioning",
        "objectives": [
          "15.10"
        ],
        "status": "resolved; dedicated final teaching read and both current/future rows rebound; practical check unexecuted",
        "reason": "Real prerequisites and lifecycle limitations were present, but the provisioning operation itself remained an abstract instruction to verify provisioning."
      }
    ],
    "rows": [
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        "group_number": 1,
        "objective_number": 1,
        "wording": "Plan for Teams meetings, webinars, and town halls",
        "objective_wording_sha256": "88410be54d9ac9174a2a689a0dfa3703c88c74449887609631ffc1ab0da27e43",
        "original_evidence_headings": [
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        ],
        "semantic_result": "bounded-teaching-present; no additional material omission identified",
        "independent_finding": null,
        "depth_note": "Dedicated configured examples are not required in equal detail for every objective; this audit checks substantive treatment, not merely keyword or heading presence.",
        "final_evidence_spans": [
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            "heading_path": [
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          }
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      },
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        "basis": "current",
        "group_number": 1,
        "objective_number": 2,
        "wording": "Plan and design Teams meeting policies and settings",
        "objective_wording_sha256": "f8d3cc7c8f4ae8259aab1359ee0756eba8ddf6610b8f9975056f2fd8b6dd1ced",
        "original_evidence_headings": [
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        ],
        "semantic_result": "bounded-teaching-present; no additional material omission identified",
        "independent_finding": null,
        "depth_note": "Dedicated configured examples are not required in equal detail for every objective; this audit checks substantive treatment, not merely keyword or heading presence.",
        "final_evidence_spans": [
          {
            "heading": "Meeting and event architecture",
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          }
        ]
      },
      {
        "basis": "current",
        "group_number": 1,
        "objective_number": 3,
        "wording": "Plan for PSTN audio conferencing",
        "objective_wording_sha256": "391e3f27d9e22d103aba32f6d6e6e9890465142e05e99f6b377afaee60e1753d",
        "original_evidence_headings": [
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        ],
        "semantic_result": "bounded-teaching-present; no additional material omission identified",
        "independent_finding": null,
        "depth_note": "Dedicated configured examples are not required in equal detail for every objective; this audit checks substantive treatment, not merely keyword or heading presence.",
        "final_evidence_spans": [
          {
            "heading": "Meeting and event architecture",
            "heading_path": [
              "MS-721 Collaboration Communications Systems Engineer Study Guide",
              "1. Plan and design collaboration communications systems",
              "Meeting and event architecture"
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            "heading_level": 3,
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          }
        ]
      },
      {
        "basis": "current",
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        "wording": "Recommend when to use Teams Premium, including Microsoft 365 Copilot",
        "objective_wording_sha256": "6cfb842ed3e90ee73626837457b2704d8aaf12a95b08685438b252566b621709",
        "original_evidence_headings": [
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        ],
        "semantic_result": "bounded-teaching-present; no additional material omission identified",
        "independent_finding": null,
        "depth_note": "Dedicated configured examples are not required in equal detail for every objective; this audit checks substantive treatment, not merely keyword or heading presence.",
        "final_evidence_spans": [
          {
            "heading": "Meeting and event architecture",
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              "MS-721 Collaboration Communications Systems Engineer Study Guide",
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              "Meeting and event architecture"
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            "heading_level": 3,
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            "start_line": 51,
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            "span_lf_sha256": "8264052710dfc5ab25728e8fba1a19f7f5134efc38935d05ad9e8030d0b62d87"
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        ]
      },
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        "basis": "current",
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        "objective_number": 5,
        "wording": "Recommend meeting types based on business requirements, including virtual appointments, webinars, town halls, and meetings",
        "objective_wording_sha256": "0da4feb750cca55c503271d844186058276cdfc41720a301159be012e21394c8",
        "original_evidence_headings": [
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        ],
        "semantic_result": "bounded-teaching-present; no additional material omission identified",
        "independent_finding": null,
        "depth_note": "Dedicated configured examples are not required in equal detail for every objective; this audit checks substantive treatment, not merely keyword or heading presence.",
        "final_evidence_spans": [
          {
            "heading": "Meeting and event architecture",
            "heading_path": [
              "MS-721 Collaboration Communications Systems Engineer Study Guide",
              "1. Plan and design collaboration communications systems",
              "Meeting and event architecture"
            ],
            "heading_level": 3,
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          }
        ]
      },
      {
        "basis": "current",
        "group_number": 1,
        "objective_number": 6,
        "wording": "Recommend methods for assigning policies",
        "objective_wording_sha256": "7f600fc71f741fd776606ee7ac056b26e80640ab69bf6ba410773311112bb1c0",
        "original_evidence_headings": [
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        ],
        "semantic_result": "bounded-teaching-present; no additional material omission identified",
        "independent_finding": null,
        "depth_note": "Dedicated configured examples are not required in equal detail for every objective; this audit checks substantive treatment, not merely keyword or heading presence.",
        "final_evidence_spans": [
          {
            "heading": "Meeting policy stack and advanced experiences",
            "heading_path": [
              "MS-721 Collaboration Communications Systems Engineer Study Guide",
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              "Meeting policy stack and advanced experiences"
            ],
            "heading_level": 3,
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            "start_line": 169,
            "end_line": 178,
            "span_lf_sha256": "ff75b8449071418825613c562bc96805a5a16b5df0be732ca6e37783ec428c39"
          }
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      },
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        "wording": "Plan and design Teams policy packages",
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        "original_evidence_headings": [
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        "semantic_result": "bounded-teaching-present; additional material omission repaired",
        "independent_finding": {
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          "status": "resolved; dedicated final teaching read and exact spans rebound; practical check unexecuted",
          "reason": "Previously pointed at ordinary policy assignment without a package definition or creation workflow. Dedicated package H3 now supplies creation, entitlement, assignment, effective-result check and rollback."
        },
        "depth_note": "Dedicated configured examples are not required in equal detail for every objective; this audit checks substantive treatment, not merely keyword or heading presence.",
        "final_evidence_spans": [
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            "heading": "Meeting policy stack and advanced experiences",
            "heading_path": [
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          {
            "heading": "Create and assign policy packages",
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              "Create and assign policy packages"
            ],
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      },
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        "wording": "Identify licensing requirements to enable Teams Phone for users, shared devices, and Teams resource accounts",
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        "original_evidence_headings": [
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        "semantic_result": "bounded-teaching-present; no additional material omission identified",
        "independent_finding": null,
        "depth_note": "Dedicated configured examples are not required in equal detail for every objective; this audit checks substantive treatment, not merely keyword or heading presence.",
        "final_evidence_spans": [
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            "heading": "Teams Phone and PSTN connectivity",
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        "original_evidence_headings": [
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        "semantic_result": "bounded-teaching-present; no additional material omission identified",
        "independent_finding": null,
        "depth_note": "Dedicated configured examples are not required in equal detail for every objective; this audit checks substantive treatment, not merely keyword or heading presence.",
        "final_evidence_spans": [
          {
            "heading": "Teams Phone and PSTN connectivity",
            "heading_path": [
              "MS-721 Collaboration Communications Systems Engineer Study Guide",
              "1. Plan and design collaboration communications systems",
              "Teams Phone and PSTN connectivity"
            ],
            "heading_level": 3,
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        ]
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        "wording": "Recommend when to use Teams Phone Mobile",
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        "original_evidence_headings": [
          "Teams Phone and PSTN connectivity"
        ],
        "semantic_result": "bounded-teaching-present; no additional material omission identified",
        "independent_finding": null,
        "depth_note": "Dedicated configured examples are not required in equal detail for every objective; this audit checks substantive treatment, not merely keyword or heading presence.",
        "final_evidence_spans": [
          {
            "heading": "Teams Phone and PSTN connectivity",
            "heading_path": [
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              "1. Plan and design collaboration communications systems",
              "Teams Phone and PSTN connectivity"
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            "heading_level": 3,
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            "start_line": 70,
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        "wording": "Plan for Operator Connect",
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        "original_evidence_headings": [
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        ],
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        "independent_finding": null,
        "depth_note": "Dedicated configured examples are not required in equal detail for every objective; this audit checks substantive treatment, not merely keyword or heading presence.",
        "final_evidence_spans": [
          {
            "heading": "Teams Phone and PSTN connectivity",
            "heading_path": [
              "MS-721 Collaboration Communications Systems Engineer Study Guide",
              "1. Plan and design collaboration communications systems",
              "Teams Phone and PSTN connectivity"
            ],
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      },
      {
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        "wording": "Plan and design SMS in Teams with Microsoft Calling Plan numbers",
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        "original_evidence_headings": [
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        "independent_finding": null,
        "depth_note": "Dedicated configured examples are not required in equal detail for every objective; this audit checks substantive treatment, not merely keyword or heading presence.",
        "final_evidence_spans": [
          {
            "heading": "Teams Phone and PSTN connectivity",
            "heading_path": [
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              "1. Plan and design collaboration communications systems",
              "Teams Phone and PSTN connectivity"
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        "wording": "Recommend an appropriate billing method for communications consumption, including domestic, international, and pay-as-you-go (PAYG)",
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        "original_evidence_headings": [
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        "independent_finding": null,
        "depth_note": "Dedicated configured examples are not required in equal detail for every objective; this audit checks substantive treatment, not merely keyword or heading presence.",
        "final_evidence_spans": [
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        "final_evidence_spans": [
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        "final_evidence_spans": [
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        "final_evidence_spans": [
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        "final_evidence_spans": [
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        "final_evidence_spans": [
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        "depth_note": "Dedicated configured examples are not required in equal detail for every objective; this audit checks substantive treatment, not merely keyword or heading presence.",
        "final_evidence_spans": [
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        "depth_note": "Dedicated configured examples are not required in equal detail for every objective; this audit checks substantive treatment, not merely keyword or heading presence.",
        "final_evidence_spans": [
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              "Teams Rooms and certified-device design"
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        "final_evidence_spans": [
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        "final_evidence_spans": [
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        "final_evidence_spans": [
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        "depth_note": "Dedicated configured examples are not required in equal detail for every objective; this audit checks substantive treatment, not merely keyword or heading presence.",
        "final_evidence_spans": [
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        "final_evidence_spans": [
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