{
  "schema_version": "context-pack-manifest-v0.1",
  "package_name": "AI Capability Playbook Context Pack",
  "purpose": "AI-consumable governed context for grounded reasoning over approved AI Capability Playbook artifact sources without requiring a chatbot, agent, database, dashboard, or external retrieval system.",
  "package_posture": {
    "durable_product": "governed knowledge package",
    "policy_status": "field guidance only, not final policy",
    "field_guidance_not_policy": true,
    "not_the_product": [
      "website shell",
      "portal shell",
      "chatbot",
      "agent runtime",
      "database",
      "dashboard",
      "telemetry collector",
      "telemetry platform",
      "external retrieval system",
      "permission engine",
      "promotion-contract runtime",
      "knowledge graph",
      "automated semantic approver",
      "raw chain-of-thought archive",
      "surveillance system"
    ]
  },
  "source_quality_model": {
    "source_quality_status": [
      "current",
      "quick_only",
      "needs_evidence",
      "weak_support",
      "adjudication_blocked",
      "missing_summary",
      "owner_validation_required",
      "not_applicable"
    ],
    "source_legitimacy_posture": [
      "checked",
      "not_checked",
      "partial",
      "owner_attested",
      "unknown",
      "not_applicable"
    ],
    "ai_adjudication_readiness": [
      "ready",
      "conditional",
      "blocked",
      "not_applicable"
    ],
    "source_claim_boundary": [
      "verified_fact",
      "source_claim",
      "inference",
      "owner_validation_required",
      "field_guidance",
      "future_pattern",
      "not_applicable"
    ],
    "next_recommended_action": [
      "verify source",
      "run evidence retrieval",
      "owner validate",
      "treat as field guidance",
      "exclude from AI adjudication",
      "review before external use",
      "not applicable"
    ],
    "truth_certification_default": false
  },
  "tokenomics_generation_strategy_model": {
    "build_runtime_ai_posture": [
      "none",
      "build_time_only",
      "runtime_only",
      "build_time_and_runtime",
      "unknown",
      "not_applicable"
    ],
    "model_call_strategy": [
      "manual_only",
      "single_pass_ai_assisted",
      "ai_assisted_then_deterministic_render",
      "deterministic_regeneration",
      "runtime_model_call_required",
      "unknown"
    ],
    "full_source_resend_policy": [
      "never",
      "initial_generation_only",
      "on_source_change",
      "every_generation",
      "unknown",
      "not_applicable"
    ],
    "lazy_generation_policy": [
      "all_outputs_prebuilt",
      "on_demand_allowed",
      "manual_request_only",
      "not_applicable",
      "unknown"
    ],
    "deterministic_rendering_policy": [
      "deterministic",
      "partially_deterministic",
      "model_generated_runtime",
      "manual",
      "unknown"
    ],
    "cost_risk": [
      "low",
      "medium",
      "high",
      "unknown",
      "not_applicable"
    ],
    "receipt_fields": [
      "source_size_estimate",
      "context_pack_size_estimate",
      "rendered_view_count",
      "deep_core_view_count",
      "standard_view_count",
      "light_view_count",
      "classified_only_count",
      "model_call_strategy",
      "full_source_resend_policy",
      "lazy_generation_policy",
      "deterministic_rendering_policy",
      "build_time_ai_use",
      "runtime_ai_use",
      "build_runtime_ai_posture",
      "regeneration_trigger",
      "cost_risk",
      "review_required_before_scaling"
    ],
    "estimate_method": "UTF-8 byte count and estimated tokens using bytes divided by four, rounded up."
  },
  "generated_timestamp": "2026-06-21T00:32:36Z",
  "source_commit": "a504b0744bbb6677322229dd68f14403589565ab",
  "source_commit_note": "Repository HEAD used as approved source input for this generated context pack.",
  "generator_version": "context-pack-generator-v0.1",
  "artifact_manifest_path": "docs/artifact-manifest.json",
  "package_manifest_path": "package-manifest.json",
  "claim_register_path": "provenance/claim-register.json",
  "hash_file": "context-pack/hashes.sha256",
  "published_site_path": "docs/context-pack/",
  "published_url_path": "/context-pack/",
  "published_hash_file": "docs/context-pack/hashes.sha256",
  "future_pattern_hooks": [
    {
      "pattern_id": "issue-86-source-quality-posture-model",
      "issue": "#86",
      "title": "Source Quality and source-derived posture model",
      "status": "implemented metadata model",
      "boundary": "Defines source-quality posture values and grounding behavior. It does not perform external fact-checking or certify truth."
    },
    {
      "pattern_id": "issue-87-enterprise-agent-operating-patterns",
      "issue": "#87",
      "title": "Enterprise agent operating patterns",
      "status": "implemented source-derived pattern note",
      "boundary": "Source-derived pattern guidance only. This context pack does not verify panel claims, approve tools, or define an agent runtime."
    },
    {
      "pattern_id": "issue-89-tokenomics-generation-strategy-receipt",
      "issue": "#89",
      "title": "Tokenomics and generation strategy receipt pattern",
      "status": "implemented receipt model",
      "boundary": "Defines tokenomics and generation-strategy receipt metadata. It does not add a cost calculator, pricing model, runtime telemetry, or dashboard."
    },
    {
      "pattern_id": "issue-91-portable-procedure-runbook-model",
      "issue": "#91",
      "title": "Portable procedure and runbook model",
      "status": "implemented procedure and runbook model note",
      "boundary": "Defines reusable procedure and runbook field guidance. It does not approve tools, create an execution engine, or make procedures runtime governance."
    },
    {
      "pattern_id": "issue-92-evidence-native-agile-verified-capability-model",
      "issue": "#92",
      "title": "Evidence-native Agile and verified capability model",
      "status": "implemented model note",
      "boundary": "Defines evidence-native Agile and verified capability field guidance. It does not certify readiness, replace delivery governance, or create workflow tooling."
    },
    {
      "pattern_id": "issue-93-ai-engineering-workflow-discipline-model",
      "issue": "#93",
      "title": "AI engineering workflow discipline model",
      "status": "implemented model note",
      "boundary": "Defines AI engineering workflow discipline field guidance. It does not approve coding tools, define an engineering runtime, or replace human engineering judgment."
    },
    {
      "pattern_id": "issue-94-ai-work-observability-session-evidence-model",
      "issue": "#94",
      "title": "AI work observability and session evidence model",
      "status": "implemented model note",
      "boundary": "Defines session-as-evidence field guidance. It does not collect telemetry, build a dashboard, define an agent runtime, or archive private model reasoning."
    },
    {
      "pattern_id": "issue-110-claim-discipline-confidence-taxonomy",
      "issue": "#110",
      "title": "Claim discipline and confidence taxonomy",
      "status": "implemented model note",
      "boundary": "Defines claim classes, evidence expectations, and rhetorical discipline. It does not create a legal citation framework, academic literature review process, policy authority model, or industry-standard claim."
    },
    {
      "pattern_id": "issue-111-artifact-decomposition-publication-strategy",
      "issue": "#111",
      "title": "Artifact decomposition and publication strategy",
      "status": "implemented model note",
      "boundary": "Defines artifact split, publication, sharing, identity, and validation discipline. It does not create a CMS, documentation platform rebuild, database, knowledge graph, external retrieval system, publishing workflow engine, permission engine, policy document-control system, universal enterprise taxonomy, or mandatory split rule."
    },
    {
      "pattern_id": "issue-112-provenance-field-basis-note",
      "issue": "#112",
      "title": "Provenance and field basis note",
      "status": "implemented model note",
      "boundary": "Defines package provenance, field basis, evidence basis, credibility basis, and non-approval boundaries. It does not create a personal biography, resume, marketing page, endorsement, compliance certification, legal defensibility claim, or industry-standard claim."
    },
    {
      "pattern_id": "issue-113-external-reference-register-pattern",
      "issue": "#113",
      "title": "External reference register pattern",
      "status": "implemented model note",
      "boundary": "Defines a lightweight external reference register pattern for source-supported claims. It does not create a giant bibliography, academic literature review process, legal citation framework, compliance certification mechanism, external retrieval system, knowledge graph, database, source-ingestion pipeline, vendor ranking model, vendor endorsement model, or requirement to cite every sentence."
    },
    {
      "pattern_id": "issue-114-terminology-normalization-map",
      "issue": "#114",
      "title": "Terminology normalization map",
      "status": "implemented model note",
      "boundary": "Defines a translation and alignment aid for AI, agent, workflow, context, validation, and evidence terms. It does not create a vendor comparison matrix, vendor ranking model, vendor endorsement, universal industry glossary, legal definition system, policy taxonomy, ontology, knowledge graph, database, external retrieval system, or approval of any AI tool, runtime, SaaS platform, or data class."
    },
    {
      "pattern_id": "issue-128-artifact-versioning-package-history-standard",
      "issue": "#128",
      "title": "Artifact versioning and package history presentation standard",
      "status": "implemented model note",
      "boundary": "Defines lightweight package versioning, artifact revision, publication identity, and package-history presentation guidance. It does not create a full document-control system, legal approval record, regulated records-management system, CMS, database, knowledge graph, publishing workflow engine, mandatory version banners, mandatory long changelogs, release-of-record changes, or broad visual redesign."
    },
    {
      "pattern_id": "issue-129-shared-visual-template-baseline",
      "issue": "#129",
      "title": "Shared visual template baseline for major standalone artifacts",
      "status": "implemented model note",
      "boundary": "Defines controlled presentation guidance for major standalone HTML artifacts. It does not create a full redesign, frontend framework, CMS, database, design-system product, heavy component library, mandatory identical layouts, broad visible rewrite, doctrine change, or release-of-record change."
    },
    {
      "pattern_id": "issue-95-advisory-repository-control-plane-separation",
      "issue": "#95",
      "title": "Advisory repository versus deterministic control-plane separation model",
      "status": "backlog hook only",
      "boundary": "Separation hook only. This context pack remains advisory package context."
    },
    {
      "pattern_id": "issue-97-governed-autonomy-validation-contract-pattern",
      "issue": "#97",
      "title": "Governed autonomy operating model and validation contract pattern",
      "status": "backlog hook only",
      "boundary": "Contract hook only. This context pack does not enable autonomy."
    },
    {
      "pattern_id": "issue-98-governed-data-foundation-observability-contract-model",
      "issue": "#98",
      "title": "Governed data foundation and observability contract model",
      "status": "backlog hook only",
      "boundary": "Data and observability hook only. This context pack does not create a data foundation."
    },
    {
      "pattern_id": "issue-99-trust-envelope-promotion-contract-pattern",
      "issue": "#99",
      "title": "Trust envelope and promotion contract pattern for governed action",
      "status": "backlog hook only",
      "boundary": "Promotion hook only. This context pack does not enforce promotion contracts."
    }
  ],
  "included_artifacts": [
    "shared-capability-foundations",
    "ai-capability-discipline",
    "mll-wess-build-readiness",
    "ea-review-assistant",
    "visual-prompt-packs"
  ],
  "files": {
    "artifacts": "context-pack/artifacts.json",
    "sections": "context-pack/sections.jsonl",
    "claims": "context-pack/claims.jsonl",
    "glossary": "context-pack/glossary.json",
    "source_map": "context-pack/source_map.json",
    "grounding_rules": "context-pack/grounding_rules.md",
    "source_quality_model": "context-pack/source_quality_model.md",
    "enterprise_agent_operating_patterns": "context-pack/enterprise_agent_operating_patterns.md",
    "tokenomics_generation_strategy": "context-pack/tokenomics_generation_strategy.md",
    "portable_procedure_runbook_model": "context-pack/portable_procedure_runbook_model.md",
    "evidence_native_agile_model": "context-pack/evidence_native_agile_model.md",
    "ai_engineering_workflow_discipline": "context-pack/ai_engineering_workflow_discipline.md",
    "ai_work_observability_session_evidence": "context-pack/ai_work_observability_session_evidence.md",
    "claim_discipline_confidence_taxonomy": "context-pack/claim_discipline_confidence_taxonomy.md",
    "artifact_decomposition_publication_strategy": "context-pack/artifact_decomposition_publication_strategy.md",
    "artifact_versioning_package_history_standard": "context-pack/artifact_versioning_package_history_standard.md",
    "shared_visual_template_baseline": "context-pack/shared_visual_template_baseline.md",
    "provenance_field_basis_note": "context-pack/provenance_field_basis_note.md",
    "external_reference_register_pattern": "context-pack/external_reference_register_pattern.md",
    "terminology_normalization_map": "context-pack/terminology_normalization_map.md",
    "suggested_prompts": "context-pack/suggested_prompts.md"
  },
  "approved_source_roots": [
    "docs/artifact-manifest.json",
    "package-manifest.json",
    "provenance/claim-register.json",
    "source/",
    "packages/",
    "visual-prompt-packs/",
    "docs/html/",
    "docs/downloads/",
    "portal/html/"
  ],
  "use_cases": [
    "reason over the full package",
    "summarize one major artifact",
    "compare MLL WESS Build-Readiness against AI Capability Discipline",
    "compare EA Review Assistant against Shared Capability Foundations",
    "identify experimental or time-sensitive guidance",
    "find claims that need verification or owner validation",
    "generate management-ready package-grounded synthesis",
    "identify stale version labels or artifact drift",
    "explain correctness-matters AI",
    "distinguish AI-worthy work from deterministic workflow candidates",
    "assess autonomy boundaries and agent readiness",
    "create Agent Accountability Records for proposed agentic workflows",
    "explain package generation strategy and tokenomics receipt posture",
    "identify runtime AI dependency and deterministic rendering posture",
    "classify claims by discipline and confidence taxonomy",
    "review drafts for rhetorical overreach and unsupported authority claims",
    "explain provenance and field basis without relying on personal authority",
    "review whether package credibility rests on visible artifacts, receipts, validation, source maps, issue and PR trail, and explicit boundaries",
    "create and review lightweight external reference register entries for external-source-supported claims without building a bibliography, retrieval system, vendor ranking model, or citation bureaucracy",
    "normalize AI, agent, workflow, context, validation, evidence, and governance terminology without creating a vendor comparison matrix, vendor ranking model, vendor endorsement, universal industry glossary, or claim that all vendor terms are identical",
    "extract portable procedure candidates and runbook patterns",
    "compare context portability and procedure portability",
    "assess verified capability status and thin-slice evidence",
    "identify AI-specific control surfaces and trust-calibration gaps",
    "assess AI engineering workflow discipline, bounded implementation, fresh-context review, manual QA, and architecture hygiene",
    "create session evidence records, agent run metadata summaries, model/tool/action traces, and receipt linkage without creating a telemetry platform",
    "classify artifact decomposition decisions and publication routes without creating a CMS, database, knowledge graph, external retrieval system, publishing workflow engine, permission engine, policy document-control system, universal enterprise taxonomy, or mandatory split rule",
    "apply artifact versioning and package-history presentation standard without creating document-control bureaucracy, mandatory version banners, mandatory long changelogs, release-of-record changes, or broad visual redesign",
    "apply shared visual template baseline guidance without creating a redesign, frontend framework, CMS, database, design-system product, heavy component library, mandatory identical layouts, broad visible rewrite, doctrine change, or release-of-record change"
  ]
}