{
  "atlasRevision": "r0056",
  "schema": "metatron.ai-intelligence-taxonomy.config.v1",
  "version": "metatron.ai-intelligence-taxonomy.v1",
  "schema_id": "metatron.ai-intelligence-taxonomy.registry",
  "schema_version": "1.0.0",
  "taxonomy_id": "metatron.ai-intelligence-taxonomy",
  "taxonomy_version": "v1",
  "projected_claim_taxonomy_version": "metatron.ai-intelligence-taxonomy.v1",
  "status": "proposed",
  "generated_from": "docs/product/AI_INTELLIGENCE_TAXONOMY.md",
  "evidence_snapshot": {
    "as_of": "2026-09-02",
    "atlas_revision": "r0056",
    "claim_count": 3258,
    "domain_count": 24
  },
  "projection_contract": {
    "canonical_atlas_mutation": false,
    "canonical_claim_identity_preserved": true,
    "public_desk_layer": "projection_only",
    "desk_id_policy": "permanent",
    "facet_id_policy": "permanent",
    "display_labels_may_change_without_version_bump": true,
    "ai_relevance_values": [
      "core",
      "consequential",
      "contextual",
      "none"
    ],
    "assignment_method_values": [
      "editorial",
      "controlled_rule",
      "legacy_crosswalk"
    ],
    "assignment_status_values": [
      "confirmed",
      "provisional"
    ],
    "assignment_constraints": {
      "reason_codes_min_items": 1,
      "reason_codes_unique": true,
      "controlled_rule_reason_code_source": "winning_ambiguity_rule.reason_code",
      "legacy_crosswalk_required_status": "provisional"
    },
    "primary_desk_cardinality": {
      "core": 1,
      "consequential": 1,
      "contextual": 1,
      "none": 0
    },
    "unknown_value": "unknown"
  },
  "desk_order": [
    "AI-MOD",
    "AI-AGT",
    "AI-INF",
    "AI-DAT",
    "AI-SGR",
    "AI-ECW",
    "AI-SEC",
    "AI-GEO"
  ],
  "desks": [
    {
      "id": "AI-MOD",
      "label": "Models & Capabilities",
      "slug": "models-capabilities",
      "admission_question": "Did a model, modality, capability or evaluation materially change?",
      "description": "What models can and cannot reliably do: modalities, reasoning, efficiency, evaluation and human–AI interaction.",
      "facets": [
        {
          "id": "MOD-FOUNDATION",
          "label": "Foundation Models",
          "slug": "mod-foundation"
        },
        {
          "id": "MOD-MULTIMODAL",
          "label": "Multimodal Models",
          "slug": "mod-multimodal"
        },
        {
          "id": "MOD-REASONING",
          "label": "Reasoning",
          "slug": "mod-reasoning"
        },
        {
          "id": "MOD-EFFICIENCY",
          "label": "Efficiency",
          "slug": "mod-efficiency"
        },
        {
          "id": "MOD-EVALUATION",
          "label": "Evaluation",
          "slug": "mod-evaluation"
        },
        {
          "id": "MOD-HUMAN-INTERACTION",
          "label": "Human–AI Interaction",
          "slug": "mod-human-interaction"
        }
      ]
    },
    {
      "id": "AI-AGT",
      "label": "Agents & Automation",
      "slug": "agents-automation",
      "admission_question": "Did a system gain bounded autonomy, tool use, orchestration or embodied action?",
      "description": "How AI systems use tools, coordinate work and act with bounded autonomy—from workflow agents and protocols to robotics and reliability.",
      "facets": [
        {
          "id": "AGT-ARCHITECTURE",
          "label": "Agent Architecture",
          "slug": "agt-architecture"
        },
        {
          "id": "AGT-TOOLS-PROTOCOLS",
          "label": "Tools & Protocols",
          "slug": "agt-tools-protocols"
        },
        {
          "id": "AGT-WORKFLOWS",
          "label": "Agent Workflows",
          "slug": "agt-workflows"
        },
        {
          "id": "AGT-RELIABILITY",
          "label": "Agent Reliability",
          "slug": "agt-reliability"
        },
        {
          "id": "AGT-COMMERCE",
          "label": "Agentic Commerce",
          "slug": "agt-commerce"
        },
        {
          "id": "AGT-ROBOTICS",
          "label": "Robotics",
          "slug": "agt-robotics"
        }
      ]
    },
    {
      "id": "AI-INF",
      "label": "Compute, Chips & Cloud",
      "slug": "compute-chips-cloud",
      "admission_question": "Did the physical or platform substrate of AI change?",
      "description": "The physical and platform foundations of AI: accelerators, compute, cloud, edge infrastructure, energy and sovereign capacity.",
      "facets": [
        {
          "id": "INF-CHIPS",
          "label": "Chips",
          "slug": "inf-chips"
        },
        {
          "id": "INF-COMPUTE",
          "label": "Compute",
          "slug": "inf-compute"
        },
        {
          "id": "INF-CLOUD",
          "label": "Cloud",
          "slug": "inf-cloud"
        },
        {
          "id": "INF-EDGE",
          "label": "Edge",
          "slug": "inf-edge"
        },
        {
          "id": "INF-ENERGY",
          "label": "Energy",
          "slug": "inf-energy"
        },
        {
          "id": "INF-SOVEREIGN",
          "label": "Sovereign Compute",
          "slug": "inf-sovereign"
        }
      ]
    },
    {
      "id": "AI-DAT",
      "label": "Data & Research",
      "slug": "data-research",
      "admission_question": "Did data, knowledge, search, a study, benchmark or measurement method change what can be known?",
      "description": "The datasets, knowledge systems, search methods, studies, benchmarks and measurement choices that shape what can be known.",
      "facets": [
        {
          "id": "DAT-DATASETS",
          "label": "Datasets",
          "slug": "dat-datasets"
        },
        {
          "id": "DAT-KNOWLEDGE",
          "label": "Knowledge",
          "slug": "dat-knowledge"
        },
        {
          "id": "DAT-SEARCH",
          "label": "Search",
          "slug": "dat-search"
        },
        {
          "id": "DAT-RESEARCH",
          "label": "Research",
          "slug": "dat-research"
        },
        {
          "id": "DAT-BENCHMARKS",
          "label": "Benchmarks",
          "slug": "dat-benchmarks"
        },
        {
          "id": "DAT-MEASUREMENT",
          "label": "Measurement",
          "slug": "dat-measurement"
        }
      ]
    },
    {
      "id": "AI-SGR",
      "label": "Safety, Governance & Regulation",
      "slug": "safety-governance-regulation",
      "admission_question": "Did risk, control, security, rights, standards, law or institutional oversight change?",
      "description": "The risks and controls around AI: safety, security, privacy, organisational governance, standards, law, enforcement and documented incidents.",
      "facets": [
        {
          "id": "SGR-SAFETY",
          "label": "Safety",
          "slug": "sgr-safety"
        },
        {
          "id": "SGR-SECURITY",
          "label": "Security",
          "slug": "sgr-security"
        },
        {
          "id": "SGR-PRIVACY",
          "label": "Privacy",
          "slug": "sgr-privacy"
        },
        {
          "id": "SGR-GOVERNANCE",
          "label": "Governance",
          "slug": "sgr-governance"
        },
        {
          "id": "SGR-REGULATION",
          "label": "Regulation",
          "slug": "sgr-regulation"
        },
        {
          "id": "SGR-STANDARDS",
          "label": "Standards",
          "slug": "sgr-standards"
        },
        {
          "id": "SGR-INCIDENTS",
          "label": "Incidents",
          "slug": "sgr-incidents"
        }
      ]
    },
    {
      "id": "AI-ECW",
      "label": "Markets, Capital & Work",
      "slug": "markets-capital-work",
      "admission_question": "Did AI change investment, market structure, labour, organisations, business models or economics?",
      "description": "How AI changes investment, competition, organisations, labour, business models and the economics of building and using technology.",
      "facets": [
        {
          "id": "ECW-MARKETS",
          "label": "Markets",
          "slug": "ecw-markets"
        },
        {
          "id": "ECW-CAPITAL",
          "label": "Capital",
          "slug": "ecw-capital"
        },
        {
          "id": "ECW-LABOUR",
          "label": "Labour",
          "slug": "ecw-labour"
        },
        {
          "id": "ECW-ORGANISATION",
          "label": "Organisation",
          "slug": "ecw-organisation"
        },
        {
          "id": "ECW-BUSINESS-MODELS",
          "label": "Business Models",
          "slug": "ecw-business-models"
        },
        {
          "id": "ECW-ECONOMICS",
          "label": "Economics",
          "slug": "ecw-economics"
        }
      ]
    },
    {
      "id": "AI-SEC",
      "label": "Sectors & Applications",
      "slug": "sectors-applications",
      "admission_question": "Did AI change outcomes or operating practice in a vertical?",
      "description": "What changes when AI meets a field of practice—from commerce, finance and health to education, industry, public services, science and infrastructure.",
      "facets": [
        {
          "id": "SEC-MARKETING",
          "label": "Marketing",
          "slug": "sec-marketing"
        },
        {
          "id": "SEC-COMMERCE",
          "label": "Commerce",
          "slug": "sec-commerce"
        },
        {
          "id": "SEC-FINANCE",
          "label": "Finance",
          "slug": "sec-finance"
        },
        {
          "id": "SEC-HEALTH",
          "label": "Health",
          "slug": "sec-health"
        },
        {
          "id": "SEC-EDUCATION-MEDIA",
          "label": "Education & Media",
          "slug": "sec-education-media"
        },
        {
          "id": "SEC-INDUSTRY",
          "label": "Industry",
          "slug": "sec-industry"
        },
        {
          "id": "SEC-PUBLIC",
          "label": "Public Sector",
          "slug": "sec-public"
        },
        {
          "id": "SEC-CLIMATE-INFRA",
          "label": "Climate & Infrastructure",
          "slug": "sec-climate-infra"
        },
        {
          "id": "SEC-PLACE",
          "label": "Place",
          "slug": "sec-place"
        },
        {
          "id": "SEC-SCIENCE",
          "label": "Science",
          "slug": "sec-science"
        }
      ]
    },
    {
      "id": "AI-GEO",
      "label": "Geopolitics & Society",
      "slug": "geopolitics-society",
      "admission_question": "Did AI alter power, sovereignty, policy competition, culture, inequality or civic life?",
      "description": "How AI redistributes power across countries, institutions and communities, including sovereignty, industrial policy, culture, inequality and civic life.",
      "facets": [
        {
          "id": "GEO-COMPETITION",
          "label": "Competition",
          "slug": "geo-competition"
        },
        {
          "id": "GEO-SOVEREIGNTY",
          "label": "Sovereignty",
          "slug": "geo-sovereignty"
        },
        {
          "id": "GEO-POLICY",
          "label": "Policy",
          "slug": "geo-policy"
        },
        {
          "id": "GEO-CULTURE",
          "label": "Culture",
          "slug": "geo-culture"
        },
        {
          "id": "GEO-INEQUALITY",
          "label": "Inequality",
          "slug": "geo-inequality"
        },
        {
          "id": "GEO-DEMOCRACY",
          "label": "Democracy",
          "slug": "geo-democracy"
        },
        {
          "id": "GEO-SOCIETY",
          "label": "Society",
          "slug": "geo-society"
        }
      ]
    }
  ],
  "domain_defaults": {
    "D01": "AI-SEC",
    "D02": "AI-SEC",
    "D03": "AI-DAT",
    "D04": "AI-SEC",
    "D05": "AI-SEC",
    "D06": "AI-SEC",
    "D07": "AI-SEC",
    "D08": "AI-ECW",
    "D09": "AI-SGR",
    "D10": "AI-AGT",
    "D11": "AI-MOD",
    "D12": "AI-DAT",
    "D13": "AI-INF",
    "D14": "AI-SGR",
    "D15": "AI-SEC",
    "D16": "AI-SEC",
    "D17": "AI-SEC",
    "D18": "AI-ECW",
    "D19": "AI-DAT",
    "D20": "AI-GEO",
    "D21": "AI-ECW",
    "D22": "AI-GEO",
    "D23": "AI-SEC",
    "D24": "AI-DAT"
  },
  "eligible_secondary_desks": {
    "D01": [
      "AI-ECW",
      "AI-DAT",
      "AI-AGT"
    ],
    "D02": [
      "AI-AGT",
      "AI-DAT",
      "AI-ECW"
    ],
    "D03": [
      "AI-MOD",
      "AI-AGT"
    ],
    "D04": [
      "AI-DAT",
      "AI-SGR"
    ],
    "D05": [
      "AI-ECW",
      "AI-GEO"
    ],
    "D06": [
      "AI-ECW",
      "AI-GEO",
      "AI-MOD"
    ],
    "D07": [
      "AI-AGT",
      "AI-ECW"
    ],
    "D08": [
      "AI-SEC",
      "AI-SGR"
    ],
    "D09": [
      "AI-GEO",
      "AI-DAT"
    ],
    "D10": [
      "AI-SGR",
      "AI-ECW",
      "AI-SEC"
    ],
    "D11": [
      "AI-AGT",
      "AI-DAT",
      "AI-SGR"
    ],
    "D12": [
      "AI-MOD",
      "AI-AGT",
      "AI-SGR"
    ],
    "D13": [
      "AI-AGT",
      "AI-DAT",
      "AI-SGR"
    ],
    "D14": [
      "AI-INF",
      "AI-AGT",
      "AI-GEO"
    ],
    "D15": [
      "AI-MOD",
      "AI-AGT",
      "AI-INF"
    ],
    "D16": [
      "AI-MOD",
      "AI-SGR"
    ],
    "D17": [
      "AI-DAT",
      "AI-ECW",
      "AI-MOD"
    ],
    "D18": [
      "AI-AGT",
      "AI-SGR"
    ],
    "D19": [
      "AI-ECW",
      "AI-SGR"
    ],
    "D20": [
      "AI-SEC",
      "AI-ECW"
    ],
    "D21": [
      "AI-GEO",
      "AI-SEC",
      "AI-INF"
    ],
    "D22": [
      "AI-SGR",
      "AI-ECW"
    ],
    "D23": [
      "AI-INF",
      "AI-ECW",
      "AI-GEO"
    ],
    "D24": [
      "AI-MOD",
      "AI-INF",
      "AI-SEC",
      "AI-GEO"
    ]
  },
  "fallback": {
    "strategy": "lowest_numbered_atlas_domain",
    "domain_order": [
      "D01",
      "D02",
      "D03",
      "D04",
      "D05",
      "D06",
      "D07",
      "D08",
      "D09",
      "D10",
      "D11",
      "D12",
      "D13",
      "D14",
      "D15",
      "D16",
      "D17",
      "D18",
      "D19",
      "D20",
      "D21",
      "D22",
      "D23",
      "D24"
    ],
    "assignment_method": "legacy_crosswalk",
    "assignment_status": "provisional",
    "unknown_domain_policy": "reject"
  },
  "controlled_dimensions": {
    "facets": {
      "source": "desks[].facets",
      "unique": true,
      "primary_or_reviewed_secondary_prefix_required": true
    },
    "sectors": {
      "ids": [
        "SEC-MARKETING",
        "SEC-COMMERCE",
        "SEC-FINANCE",
        "SEC-HEALTH",
        "SEC-EDUCATION-MEDIA",
        "SEC-INDUSTRY",
        "SEC-PUBLIC",
        "SEC-CLIMATE-INFRA",
        "SEC-PLACE",
        "SEC-SCIENCE"
      ],
      "non_exclusive": true,
      "projection_field": "taxonomy.sectors"
    },
    "entities": {
      "non_exclusive": true,
      "projection_field": "taxonomy.entity_ids",
      "unknown_values_are_explicit": true
    },
    "jurisdictions": {
      "non_exclusive": true,
      "projection_field": "taxonomy.jurisdiction_ids",
      "unknown_values_are_explicit": true
    }
  },
  "atlas_domain_crosswalk": [
    {
      "domain_id": "D01",
      "domain_label": "Marketing, Brand & Revenue Systems",
      "default_desk": "AI-SEC",
      "eligible_secondary_desks": [
        "AI-ECW",
        "AI-DAT",
        "AI-AGT"
      ]
    },
    {
      "domain_id": "D02",
      "domain_label": "Customer Intelligence, Sales & Service",
      "default_desk": "AI-SEC",
      "eligible_secondary_desks": [
        "AI-AGT",
        "AI-DAT",
        "AI-ECW"
      ]
    },
    {
      "domain_id": "D03",
      "domain_label": "Intelligence, Research & Decision Products",
      "default_desk": "AI-DAT",
      "eligible_secondary_desks": [
        "AI-MOD",
        "AI-AGT"
      ]
    },
    {
      "domain_id": "D04",
      "domain_label": "Health, Evidence, Supplements & Peptides",
      "default_desk": "AI-SEC",
      "eligible_secondary_desks": [
        "AI-DAT",
        "AI-SGR"
      ]
    },
    {
      "domain_id": "D05",
      "domain_label": "Real Estate, Relocation & Place Economy",
      "default_desk": "AI-SEC",
      "eligible_secondary_desks": [
        "AI-ECW",
        "AI-GEO"
      ]
    },
    {
      "domain_id": "D06",
      "domain_label": "Creator, Expert, Education & Media Worlds",
      "default_desk": "AI-SEC",
      "eligible_secondary_desks": [
        "AI-ECW",
        "AI-GEO",
        "AI-MOD"
      ]
    },
    {
      "domain_id": "D07",
      "domain_label": "Commerce, Productization & Marketplaces",
      "default_desk": "AI-SEC",
      "eligible_secondary_desks": [
        "AI-AGT",
        "AI-ECW"
      ]
    },
    {
      "domain_id": "D08",
      "domain_label": "Finance, Funding, Investment & Trading",
      "default_desk": "AI-ECW",
      "eligible_secondary_desks": [
        "AI-SEC",
        "AI-SGR"
      ]
    },
    {
      "domain_id": "D09",
      "domain_label": "Legal, Compliance, Trust & RegTech",
      "default_desk": "AI-SGR",
      "eligible_secondary_desks": [
        "AI-GEO",
        "AI-DAT"
      ]
    },
    {
      "domain_id": "D10",
      "domain_label": "Qube, Agent Products & Autonomous Work",
      "default_desk": "AI-AGT",
      "eligible_secondary_desks": [
        "AI-SGR",
        "AI-ECW",
        "AI-SEC"
      ]
    },
    {
      "domain_id": "D11",
      "domain_label": "AI Models, Agents & Human–AI Interaction",
      "default_desk": "AI-MOD",
      "eligible_secondary_desks": [
        "AI-AGT",
        "AI-DAT",
        "AI-SGR"
      ]
    },
    {
      "domain_id": "D12",
      "domain_label": "Data, Knowledge, Search & Evidence",
      "default_desk": "AI-DAT",
      "eligible_secondary_desks": [
        "AI-MOD",
        "AI-AGT",
        "AI-SGR"
      ]
    },
    {
      "domain_id": "D13",
      "domain_label": "Software Platforms, Cloud & Integration",
      "default_desk": "AI-INF",
      "eligible_secondary_desks": [
        "AI-AGT",
        "AI-DAT",
        "AI-SGR"
      ]
    },
    {
      "domain_id": "D14",
      "domain_label": "Cybersecurity, Identity, Privacy & Resilience",
      "default_desk": "AI-SGR",
      "eligible_secondary_desks": [
        "AI-INF",
        "AI-AGT",
        "AI-GEO"
      ]
    },
    {
      "domain_id": "D15",
      "domain_label": "Experience Design, Interfaces & Spatial",
      "default_desk": "AI-SEC",
      "eligible_secondary_desks": [
        "AI-MOD",
        "AI-AGT",
        "AI-INF"
      ]
    },
    {
      "domain_id": "D16",
      "domain_label": "Creative Technology & Synthetic Media",
      "default_desk": "AI-SEC",
      "eligible_secondary_desks": [
        "AI-MOD",
        "AI-SGR"
      ]
    },
    {
      "domain_id": "D17",
      "domain_label": "Distribution, Discovery & Audience",
      "default_desk": "AI-SEC",
      "eligible_secondary_desks": [
        "AI-DAT",
        "AI-ECW",
        "AI-MOD"
      ]
    },
    {
      "domain_id": "D18",
      "domain_label": "Operations, Governance & Organization",
      "default_desk": "AI-ECW",
      "eligible_secondary_desks": [
        "AI-AGT",
        "AI-SGR"
      ]
    },
    {
      "domain_id": "D19",
      "domain_label": "Measurement, Experimentation & Economics",
      "default_desk": "AI-DAT",
      "eligible_secondary_desks": [
        "AI-ECW",
        "AI-SGR"
      ]
    },
    {
      "domain_id": "D20",
      "domain_label": "Consumer, Culture & Lifestyle Futures",
      "default_desk": "AI-GEO",
      "eligible_secondary_desks": [
        "AI-SEC",
        "AI-ECW"
      ]
    },
    {
      "domain_id": "D21",
      "domain_label": "Economy, Work & Business-model Futures",
      "default_desk": "AI-ECW",
      "eligible_secondary_desks": [
        "AI-GEO",
        "AI-SEC",
        "AI-INF"
      ]
    },
    {
      "domain_id": "D22",
      "domain_label": "Policy, Geopolitics & Societal Change",
      "default_desk": "AI-GEO",
      "eligible_secondary_desks": [
        "AI-SGR",
        "AI-ECW"
      ]
    },
    {
      "domain_id": "D23",
      "domain_label": "Climate, Energy, Mobility & Built Environment",
      "default_desk": "AI-SEC",
      "eligible_secondary_desks": [
        "AI-INF",
        "AI-ECW",
        "AI-GEO"
      ]
    },
    {
      "domain_id": "D24",
      "domain_label": "Frontier Science & Wildcards",
      "default_desk": "AI-DAT",
      "eligible_secondary_desks": [
        "AI-MOD",
        "AI-INF",
        "AI-SEC",
        "AI-GEO"
      ]
    }
  ],
  "ambiguity_rules": [
    {
      "priority": 1,
      "id": "MODEL_VS_AGENT",
      "reason_code": "MODEL_VS_AGENT",
      "model_primary_when": [
        "capability",
        "modality",
        "training",
        "inference_behaviour",
        "benchmark_performance"
      ],
      "model_primary_desk": "AI-MOD",
      "agent_primary_when": [
        "goal_pursuit",
        "tool_use",
        "delegation",
        "agent_memory",
        "orchestration",
        "bounded_autonomous_action"
      ],
      "agent_primary_desk": "AI-AGT",
      "guard": "A model embedded in an agent is a secondary entity and is not sufficient for AI-MOD primary."
    },
    {
      "priority": 2,
      "id": "AGENT_VS_SECTOR",
      "reason_code": "AGENT_VS_SECTOR",
      "agent_primary_when": [
        "agent_architecture",
        "agent_reliability"
      ],
      "agent_primary_desk": "AI-AGT",
      "sector_primary_when": [
        "measured_business_outcome",
        "measured_health_outcome",
        "measured_education_outcome",
        "measured_commerce_outcome",
        "measured_public_service_outcome"
      ],
      "sector_primary_desk": "AI-SEC",
      "guard": "AI-AGT may be retained as a facet or secondary desk only after review."
    },
    {
      "priority": 3,
      "id": "INFRASTRUCTURE_VS_SOFTWARE",
      "reason_code": "INFRASTRUCTURE_VS_SOFTWARE",
      "infrastructure_primary_when": [
        "accelerator",
        "hardware_memory",
        "interconnect",
        "data_centre_capacity",
        "cloud_substrate",
        "edge_deployment",
        "energy",
        "sovereign_compute"
      ],
      "infrastructure_primary_desk": "AI-INF",
      "agent_primary_when": [
        "application_orchestration",
        "tool_protocol"
      ],
      "agent_primary_desk": "AI-AGT",
      "guard": "Generic non-AI SaaS remains contextual or outside AI desks."
    },
    {
      "priority": 4,
      "id": "DATA_VS_MODEL",
      "reason_code": "DATA_VS_MODEL",
      "data_primary_when": [
        "dataset",
        "provenance",
        "retrieval",
        "knowledge_system",
        "research_result",
        "benchmark_design",
        "measurement_method"
      ],
      "data_primary_desk": "AI-DAT",
      "model_primary_when": [
        "benchmark_performance_with_model_as_comparison_object"
      ],
      "model_primary_desk": "AI-MOD",
      "required_facets_for_model_case": [
        "DAT-BENCHMARKS"
      ],
      "required_reviewed_secondary_desks_for_model_case": [
        "AI-DAT"
      ]
    },
    {
      "priority": 5,
      "id": "SAFETY_GOVERNANCE_REGULATION",
      "reason_code": "SAFETY_GOVERNANCE_REGULATION",
      "primary_desk": "AI-SGR",
      "facet_decisions": {
        "technical_harm_or_evaluation": "SGR-SAFETY",
        "adversarial_abuse_identity_or_resilience": "SGR-SECURITY",
        "personal_data_rights": "SGR-PRIVACY",
        "organisational_controls": "SGR-GOVERNANCE",
        "binding_or_proposed_public_rules": "SGR-REGULATION",
        "voluntary_technical_norms": "SGR-STANDARDS",
        "observed_failures": "SGR-INCIDENTS"
      },
      "regulatory_status_values": [
        "proposed",
        "enacted",
        "effective",
        "enforced",
        "unknown"
      ],
      "guard": "Do not collapse proposals, enacted rules, effective rules and enforcement."
    },
    {
      "priority": 6,
      "id": "MARKETS_VS_SECTORS",
      "reason_code": "MARKETS_VS_SECTORS",
      "markets_primary_when": [
        "cross_sector_capital",
        "cross_sector_labour",
        "cross_sector_organisation",
        "cross_sector_business_model",
        "market_structure_change"
      ],
      "markets_primary_desk": "AI-ECW",
      "sector_primary_when": [
        "vertical_operating_outcome",
        "vertical_user_outcome"
      ],
      "sector_primary_desk": "AI-SEC",
      "guard": "Company revenue alone does not prove market-wide change."
    },
    {
      "priority": 7,
      "id": "REGULATION_VS_GEOPOLITICS",
      "reason_code": "REGULATION_VS_GEOPOLITICS",
      "regulation_primary_when": [
        "rule_governing_systems_in_a_jurisdiction"
      ],
      "regulation_primary_desk": "AI-SGR",
      "geopolitics_primary_when": [
        "sovereignty",
        "interstate_competition",
        "industrial_policy",
        "trade_controls",
        "public_power",
        "culture",
        "inequality",
        "civic_change"
      ],
      "geopolitics_primary_desk": "AI-GEO",
      "guard": "Dual-use policy may carry both desks, but one claim object determines primary."
    },
    {
      "priority": 8,
      "id": "RESEARCH_VS_RECOMMENDATION",
      "reason_code": "RESEARCH_VS_RECOMMENDATION",
      "outcome": "A study result stays AI-DAT or the relevant object desk.",
      "guard": "A Metatron inference does not become a measured fact and retains its native evidence class and boundary."
    },
    {
      "priority": 9,
      "id": "MULTIPLE_SECTORS",
      "reason_code": "MULTIPLE_SECTORS",
      "outcome": "Use more than one SEC-* sector only when the claim itself crosses sectors.",
      "guard": "A source mentioning examples from several sectors is insufficient."
    },
    {
      "priority": 10,
      "id": "VERSIONED_ENTITIES",
      "reason_code": "VERSIONED_ENTITIES",
      "separate_entity_types": [
        "model_family",
        "dated_model_version",
        "deployment_product",
        "provider"
      ],
      "guards": [
        "Never merge a benchmark result for one version into the model family.",
        "Never merge a vendor announcement into observed deployment."
      ]
    }
  ],
  "fallback_rules": [
    {
      "priority": 1,
      "id": "BACKFILL_ONLY",
      "rule": "The Atlas domain crosswalk is used only for backfill."
    },
    {
      "priority": 2,
      "id": "RETAIN_CANONICAL_DOMAINS",
      "rule": "Retain every original domains[] value."
    },
    {
      "priority": 3,
      "id": "MAP_EACH_DOMAIN_TO_DEFAULT",
      "rule": "Map each retained Atlas domain to its default_desk in atlas_domain_crosswalk."
    },
    {
      "priority": 4,
      "id": "APPLY_AMBIGUITY_RULES_FIRST",
      "rule": "Choose the primary desk using the first matching ambiguity rule in ascending priority order."
    },
    {
      "priority": 5,
      "id": "LOWEST_DOMAIN_DEFAULT",
      "rule": "If no ambiguity rule resolves the claim, use the default desk of the lowest-numbered Atlas domain and mark the assignment provisional."
    },
    {
      "priority": 6,
      "id": "NO_IMPLICIT_SECONDARY",
      "rule": "Never derive secondary desks automatically; add them only through a recorded controlled rule or editorial review."
    },
    {
      "priority": 7,
      "id": "PROVISIONAL_EXCLUSION",
      "rule": "Provisional assignments are ineligible for rankings, comparative claims and best-of summaries."
    },
    {
      "priority": 8,
      "id": "NO_AI_DESK_FOR_NONE",
      "rule": "When ai_relevance is none, primary_desk is null and the claim is omitted from AI desk feeds while remaining searchable in the Atlas."
    }
  ],
  "validation_invariants": {
    "expected_input_revision": "r0056",
    "expected_unique_claim_count": 3258,
    "expected_desk_count": 8,
    "expected_domain_count": 24,
    "expected_facet_count": 54,
    "expected_ambiguity_rule_count": 10,
    "expected_fallback_rule_count": 8,
    "expected_domain_ids": [
      "D01",
      "D02",
      "D03",
      "D04",
      "D05",
      "D06",
      "D07",
      "D08",
      "D09",
      "D10",
      "D11",
      "D12",
      "D13",
      "D14",
      "D15",
      "D16",
      "D17",
      "D18",
      "D19",
      "D20",
      "D21",
      "D22",
      "D23",
      "D24"
    ],
    "domain_id_pattern": "^D(0[1-9]|1[0-9]|2[0-4])$",
    "desk_id_pattern": "^AI-(MOD|AGT|INF|DAT|SGR|ECW|SEC|GEO)$",
    "domain_crosswalk_cardinality": "exactly_once",
    "facet_arrays_duplicate_free": true,
    "eligible_secondary_desks_are_review_options_only": true,
    "deterministic_rule_order": "ascending_priority",
    "same_input_hashes_require_byte_identical_output": true,
    "change_control": {
      "removed_or_merged_id_requires": "taxonomy_v2_and_migration_table",
      "changed_default_mapping_requires": "taxonomy_v2_and_migration_table",
      "label_only_change_requires_version_bump": false
    }
  }
}
