{
  "version": "v1.0",
  "document_role": "learning_governance_authority",
  "learning_sources": [
    "user_input",
    "validated_execution",
    "approved_documents"
  ],
  "rules": [
    "learning_requires_validation",
    "learning_requires_scope",
    "learning_cannot_override_existing_canon",
    "learning_must_be_auditable"
  ],
  "forbidden": [
    "learning_from_untrusted_source",
    "auto_canonization",
    "policy_override_via_learning"
  ],
  "canon_meta": {
    "canon_id": "devon-learning-governance-canonical",
    "version": "2.0.0",
    "status": "ACTIVE",
    "master_authority": "master_architecture_index.md",
    "preserve_original_content": true,
    "canonical_layer_key": "memory_layer",
    "phase_origin": [
      "phase-08"
    ],
    "installation_order": 140,
    "primary_stage": "benchmark_learning"
  },
  "governance_reference": {
    "master_authority": "master_architecture_index.md",
    "primary_axis": "canonical_layer",
    "secondary_axis": "deployment_order",
    "preserve_phase_registry": true,
    "preserve_original_content": true
  },
  "canonical_layer_key": "memory_layer",
  "phase_origin": [
    "phase-08"
  ],
  "installation_order": 140,
  "primary_stage": "benchmark_learning",
  "canonical_position": {
    "canonical_layer_key": "memory_layer",
    "phase_origin": [
      "phase-08"
    ],
    "installation_order": 140,
    "primary_stage": "benchmark_learning"
  },
  "id": "learning_gov",
  "label": "Learning Governance Canonical",
  "phase": "phase-08",
  "category": "memory_learning_reasoning",
  "status": "ACTIVE_DH_MIRROR",
  "purpose": "Define how DEVON-DEV is allowed to convert outcomes, feedback and operational evidence into governed learning.",
  "function": "Prevent learning loops from rewriting behavior based on unvalidated success, operator preference, noisy outcomes or unsafe reinforcement without promotion rules and evidence gates.",
  "technology_requirements": [
    {
      "technology": "Learning Governance Gate",
      "required_for": "Define how DEVON-DEV is allowed to convert outcomes, feedback and operational evidence into governed learning.",
      "required_by_phase": "phase-08",
      "required_by_category": "learning_gov",
      "required_by_buckets": [
        "Prerequisites",
        "Installation",
        "Configuration",
        "Validation",
        "Observable Evidence",
        "Failure Modes & Recovery",
        "Completion & Promotion"
      ],
      "expected_version": "MISSING until Learning Governance Gate is implemented and connected to the Execution & Monitoring Panel",
      "validation_command": "MISSING until learning_gov can prove source, scope, status, evidence and decision linkage",
      "evidence_path": "/home/yeff/public_html/devon/canon/execution/state/dh_sources/learning_governance_canonical.json",
      "status_source": "Documentation Hub + future Execution & Monitoring Panel",
      "blocking_if_missing": true,
      "failure_impact": "Without Learning Governance Gate, DEVON-DEV can improve in the wrong direction and preserve unsafe lessons."
    }
  ],
  "depends_on": [
    "sec",
    "memory_arch",
    "knowledge_ingestion",
    "knowledge_versioning",
    "memory_lifecycle",
    "learning_gov"
  ],
  "used_by": [
    "future_execution_monitoring_panel",
    "planning_reasoning",
    "tool_execution"
  ]
}
