{
  "@context": {
    "schema": "https://schema.org/",
    "mad": "https://martialartsdefinitions.com/ns/mad#",
    "mac": "https://martialartsdefinitions.com/ns/mac#",
    "mal": "https://martialartsdefinitions.com/ns/mal#",
    "dtm": "https://martialartsdefinitions.com/ns/dtm#",
    "rwk": "https://martialartsdefinitions.com/ns/rwk#",
    "relation": "https://martialartsdefinitions.com/ns/relation#"
  },
  "_linkedDataNote": "This file uses compact identifiers. Before RDF, OWL, or JSON-LD tooling is applied, verify @context resolves correctly. See manifest.json linkedDataStatus.",
  "version": "2026-06-v0.1",
  "status": "active",
  "lastUpdated": "2026-06-10",
  "schemaVersion": "0.1",
  "fileRole": "combined graph, page assertions, and inference guardrails",
  "description": "Combines the MAD core relation graph, page-level assertions, and machine inference guardrails into a single public file. Read manifest.json and predicate-vocabulary.json before interpreting this file.",
  "coreRelations": {
    "_sectionNote": "Globally governed relations between canonical MAD terms. All instances carry assertionScope: globally-governed.",
    "generatedFrom": "MAD_WORKBOOK_6-10-26 \u2014 Core Relations sheet",
    "governanceDomainNote": "All relations in this file are globally governed. Every instance carries assertionScope: globally-governed.",
    "relations": [
      {
        "subject": "MAC-001",
        "predicate": "partOf",
        "object": "MAC-000",
        "source": "MAC-001",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAC-002",
        "predicate": "partOf",
        "object": "MAC-001",
        "source": "MAC-002",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAC-003",
        "predicate": "partOf",
        "object": "MAC-001",
        "source": "MAC-003",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAC-004",
        "predicate": "partOf",
        "object": "MAC-001",
        "source": "MAC-004",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAC-005",
        "predicate": "partOf",
        "object": "MAC-004",
        "source": "MAC-005",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAC-007",
        "predicate": "partOf",
        "object": "MAC-004",
        "source": "MAC-007",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAC-008",
        "predicate": "partOf",
        "object": "MAC-001",
        "source": "MAC-008",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAC-009",
        "predicate": "partOf",
        "object": "MAC-000",
        "source": "MAC-009",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAC-010",
        "predicate": "functionsAsMediumFor",
        "object": "DTM-000",
        "source": "MAC-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Martial Arts Training functions as the medium through which DTM occurs."
      },
      {
        "subject": "MAC-010",
        "predicate": "operatesThrough",
        "object": "MAL-000",
        "source": "MAC-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Martial Arts Training operates through the MAL architecture."
      },
      {
        "subject": "MAC-010",
        "predicate": "partOf",
        "object": "MAC-001",
        "source": "MAC-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAC-006",
        "predicate": "partOf",
        "object": "MAC-004",
        "source": "MAC-006",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Progression is organized within a program."
      },
      {
        "subject": "MAC-004",
        "predicate": "organizesProgression",
        "object": "MAC-006",
        "source": "MAC-004",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "A program organizes learner movement over time."
      },
      {
        "subject": "MAC-007",
        "predicate": "marksOrRecognizes",
        "object": "MAC-006",
        "source": "MAC-007",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Rank systems may mark progression, but do not equal progression."
      },
      {
        "subject": "MAL-010",
        "predicate": "partOf",
        "object": "MAL-000",
        "source": "MAL-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAL-010",
        "predicate": "complementedBy",
        "object": "MAL-011",
        "source": "MAL-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "MAL-010 is conceptually completed by MAL-011."
      },
      {
        "subject": "MAL-010",
        "predicate": "enables",
        "object": "MAL-020",
        "source": "MAL-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Embodied Participation is the medium through which the Learning Loop operates."
      },
      {
        "subject": "MAL-010",
        "predicate": "conditionedBy",
        "object": "MAL-030",
        "source": "MAL-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Readiness Threshold defines minimum conditions for productive participation."
      },
      {
        "subject": "MAL-010",
        "predicate": "conditionedBy",
        "object": "MAL-040",
        "source": "MAL-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Developmental Demand shapes whether participation is meaningfully engaged."
      },
      {
        "subject": "MAL-010",
        "predicate": "conditionedBy",
        "object": "MAL-050",
        "source": "MAL-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Training Structure organizes how contact with demand is distributed."
      },
      {
        "subject": "MAL-010",
        "predicate": "conditionedBy",
        "object": "MAL-060",
        "source": "MAL-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Relational Environment shapes whether genuine participation is supported."
      },
      {
        "subject": "MAL-011",
        "predicate": "partOf",
        "object": "MAL-000",
        "source": "MAL-011",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAL-011",
        "predicate": "complementedBy",
        "object": "MAL-010",
        "source": "MAL-011",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "MAL-011 is conceptually completed by MAL-010."
      },
      {
        "subject": "MAL-011",
        "predicate": "occursThrough",
        "object": "MAL-010",
        "source": "MAL-011",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Embodied learning occurs through the medium condition of participation."
      },
      {
        "subject": "MAL-020",
        "predicate": "partOf",
        "object": "MAL-000",
        "source": "MAL-020",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAL-020",
        "predicate": "primarilyDrives",
        "object": "MAL-080",
        "source": "MAL-020",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "The Learning Loop is the primary mechanism through which adaptation occurs."
      },
      {
        "subject": "MAL-020",
        "predicate": "contributesTo",
        "object": "MAL-090",
        "source": "MAL-020",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Repeated Learning Loop cycles contribute to stabilization."
      },
      {
        "subject": "MAL-020",
        "predicate": "shapedBy",
        "object": "MAL-050",
        "source": "MAL-020",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Training Structure shapes how the Learning Loop functions."
      },
      {
        "subject": "MAL-020",
        "predicate": "shapedBy",
        "object": "MAL-060",
        "source": "MAL-020",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Relational Environment shapes how the Learning Loop is received."
      },
      {
        "subject": "MAL-030",
        "predicate": "partOf",
        "object": "MAL-000",
        "source": "MAL-030",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAL-030",
        "predicate": "conditionsAccessTo",
        "object": "MAL-020",
        "source": "MAL-030",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Threshold governs whether the Learning Loop can function productively."
      },
      {
        "subject": "MAL-030",
        "predicate": "conditionsAccessTo",
        "object": "MAL-080",
        "source": "MAL-030",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Threshold governs whether adaptation is accessible."
      },
      {
        "subject": "MAL-030",
        "predicate": "conditionsAccessTo",
        "object": "MAL-090",
        "source": "MAL-030",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Threshold governs whether stabilization is accessible."
      },
      {
        "subject": "MAL-040",
        "predicate": "partOf",
        "object": "MAL-000",
        "source": "MAL-040",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAL-040",
        "predicate": "calibrates",
        "object": "MAL-080",
        "source": "MAL-040",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Demand shapes depth, quality, and trajectory of adaptation."
      },
      {
        "subject": "MAL-040",
        "predicate": "calibrates",
        "object": "MAL-090",
        "source": "MAL-040",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Demand shapes whether adaptive change stabilizes or destabilizes."
      },
      {
        "subject": "MAL-040",
        "predicate": "mediatedBy",
        "object": "MAL-060",
        "source": "MAL-040",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Relational Environment mediates how demand is experienced."
      },
      {
        "subject": "MAL-040",
        "predicate": "shapedBy",
        "object": "MAL-050",
        "source": "MAL-040",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Training Structure shapes how demand is set and distributed."
      },
      {
        "subject": "MAL-050",
        "predicate": "partOf",
        "object": "MAL-000",
        "source": "MAL-050",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAL-060",
        "predicate": "partOf",
        "object": "MAL-000",
        "source": "MAL-060",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAL-070",
        "predicate": "partOf",
        "object": "MAL-000",
        "source": "MAL-070",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAL-070",
        "predicate": "interprets",
        "object": "MAL-080",
        "source": "MAL-070",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Reads and distinguishes adaptive change accurately."
      },
      {
        "subject": "MAL-070",
        "predicate": "interprets",
        "object": "MAL-090",
        "source": "MAL-070",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Reads and distinguishes stabilized capacity accurately."
      },
      {
        "subject": "MAL-080",
        "predicate": "partOf",
        "object": "MAL-000",
        "source": "MAL-080",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAL-080",
        "predicate": "emergesThrough",
        "object": "MAL-020",
        "source": "MAL-080",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Adaptation emerges through the iterative operation of the Learning Loop."
      },
      {
        "subject": "MAL-080",
        "predicate": "doesNotGuarantee",
        "object": "MAL-090",
        "source": "MAL-080",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Adaptive change does not automatically become stabilized capacity."
      },
      {
        "subject": "MAL-080",
        "predicate": "shapedBy",
        "object": "MAL-050",
        "source": "MAL-080",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAL-080",
        "predicate": "shapedBy",
        "object": "MAL-060",
        "source": "MAL-080",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAL-090",
        "predicate": "partOf",
        "object": "MAL-000",
        "source": "MAL-090",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAL-090",
        "predicate": "emergesFrom",
        "object": "MAL-080",
        "source": "MAL-090",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Stabilization emerges from prior adaptive change."
      },
      {
        "subject": "MAL-090",
        "predicate": "shapedBy",
        "object": "MAL-050",
        "source": "MAL-090",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "MAL-090",
        "predicate": "shapedBy",
        "object": "MAL-060",
        "source": "MAL-090",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-000",
        "predicate": "complementedBy",
        "object": "DTM-001",
        "source": "DTM-000",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "DTM-000 is conceptually grounded and scoped by DTM-001."
      },
      {
        "subject": "DTM-001",
        "predicate": "definesScopeOf",
        "object": "DTM-000",
        "source": "DTM-001",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "DTM-001 grounds the conceptual scope of the DTM namespace hub."
      },
      {
        "subject": "DTM-010",
        "predicate": "partOf",
        "object": "DTM-000",
        "source": "DTM-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-010",
        "predicate": "mutuallyConstitutes",
        "object": "DTM-020",
        "source": "DTM-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Distinct but mutually constitutive within training."
      },
      {
        "subject": "DTM-010",
        "predicate": "shapedThrough",
        "object": "MAL-010",
        "source": "DTM-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-010",
        "predicate": "shapedThrough",
        "object": "MAL-020",
        "source": "DTM-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-010",
        "predicate": "shapedThrough",
        "object": "MAL-030",
        "source": "DTM-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-010",
        "predicate": "shapedThrough",
        "object": "MAL-040",
        "source": "DTM-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-010",
        "predicate": "shapedThrough",
        "object": "MAL-050",
        "source": "DTM-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-010",
        "predicate": "shapedThrough",
        "object": "MAL-060",
        "source": "DTM-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-010",
        "predicate": "accumulatesThrough",
        "object": "MAL-080",
        "source": "DTM-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Technical development accumulates through Adaptation."
      },
      {
        "subject": "DTM-010",
        "predicate": "consolidatesThrough",
        "object": "MAL-090",
        "source": "DTM-010",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Technical development consolidates through Stabilization."
      },
      {
        "subject": "DTM-020",
        "predicate": "partOf",
        "object": "DTM-000",
        "source": "DTM-020",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-020",
        "predicate": "mutuallyConstitutes",
        "object": "DTM-010",
        "source": "DTM-020",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Distinct but mutually constitutive within training."
      },
      {
        "subject": "DTM-020",
        "predicate": "shapedThrough",
        "object": "MAL-010",
        "source": "DTM-020",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-020",
        "predicate": "shapedThrough",
        "object": "MAL-020",
        "source": "DTM-020",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-020",
        "predicate": "shapedThrough",
        "object": "MAL-030",
        "source": "DTM-020",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-020",
        "predicate": "shapedThrough",
        "object": "MAL-040",
        "source": "DTM-020",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-020",
        "predicate": "shapedThrough",
        "object": "MAL-050",
        "source": "DTM-020",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-020",
        "predicate": "shapedThrough",
        "object": "MAL-060",
        "source": "DTM-020",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-020",
        "predicate": "shapedThrough",
        "object": "MAL-070",
        "source": "DTM-020",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-020",
        "predicate": "accumulatesThrough",
        "object": "MAL-080",
        "source": "DTM-020",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Internal development accumulates through Adaptation."
      },
      {
        "subject": "DTM-020",
        "predicate": "consolidatesThrough",
        "object": "MAL-090",
        "source": "DTM-020",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Internal development consolidates through Stabilization."
      },
      {
        "subject": "DTM-030",
        "predicate": "partOf",
        "object": "DTM-000",
        "source": "DTM-030",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-030",
        "predicate": "derivesConditionallyFrom",
        "object": "DTM-010",
        "source": "DTM-030",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-030",
        "predicate": "derivesConditionallyFrom",
        "object": "MAL-090",
        "source": "DTM-030",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Without stabilization, transfer is unreliable."
      },
      {
        "subject": "DTM-040",
        "predicate": "partOf",
        "object": "DTM-000",
        "source": "DTM-040",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-040",
        "predicate": "derivesConditionallyFrom",
        "object": "DTM-020",
        "source": "DTM-040",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-040",
        "predicate": "derivesConditionallyFrom",
        "object": "MAL-090",
        "source": "DTM-040",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Without stabilization, regulatory capacity does not survive novel conditions."
      },
      {
        "subject": "DTM-040",
        "predicate": "supportedBy",
        "object": "MAL-070",
        "source": "DTM-040",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "MAL-070 supports transfer by bridging within-training development to beyond-training application."
      },
      {
        "subject": "DTM-040",
        "predicate": "bridgesTo",
        "object": "RWK-000",
        "source": "DTM-040",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "DTM-040 is the strongest cross-namespace bridge from DTM to RWK."
      },
      {
        "subject": "DTM-050",
        "predicate": "partOf",
        "object": "DTM-000",
        "source": "DTM-050",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-050",
        "predicate": "drawsFrom",
        "object": "DTM-020",
        "source": "DTM-050",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Identity formation draws especially from the internal lane."
      },
      {
        "subject": "DTM-050",
        "predicate": "drawsFrom",
        "object": "DTM-040",
        "source": "DTM-050",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-050",
        "predicate": "drawsFrom",
        "object": "MAL-011",
        "source": "DTM-050",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Identity formation draws from ongoing embodied formation."
      },
      {
        "subject": "DTM-050",
        "predicate": "shapedBy",
        "object": "MAL-060",
        "source": "DTM-050",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-050",
        "predicate": "shapedBy",
        "object": "MAL-070",
        "source": "DTM-050",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "RWK-000",
        "predicate": "drawsFrom",
        "object": "DTM-050",
        "source": "RWK-000",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "RWK draws from identity formation as a downstream target."
      },
      {
        "subject": "DTM-015",
        "predicate": "partOf",
        "object": "DTM-000",
        "source": "DTM-015",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-015",
        "predicate": "surfacesThrough",
        "object": "DTM-010",
        "source": "DTM-015",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Correlates appear through embodied technical demands and performance patterns."
      },
      {
        "subject": "DTM-015",
        "predicate": "maySurfacePatternIn",
        "object": "DTM-020",
        "source": "DTM-015",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Correlates may make internal developmental patterns visible without proving them."
      },
      {
        "subject": "DTM-015",
        "predicate": "interpretedThrough",
        "object": "MAL-070",
        "source": "DTM-015",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Correlates require Developmental Interpretation to carry developmental meaning. DTM-015 provides the named subject of interpretation that MAL-070 requires."
      },
      {
        "subject": "DTM-015",
        "predicate": "mayBeAnchoredBy",
        "object": "RWK-000",
        "source": "DTM-015",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Warrior Keys are one school-level interpretive framework that may anchor interpretation; they are not an architectural dependency."
      },
      {
        "subject": "DTM-025",
        "predicate": "partOf",
        "object": "DTM-000",
        "source": "DTM-025",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-025",
        "predicate": "integrates",
        "object": "DTM-010",
        "source": "DTM-025",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Technical capacities are tested, exposed, and refined through competitive context."
      },
      {
        "subject": "DTM-025",
        "predicate": "integrates",
        "object": "DTM-020",
        "source": "DTM-025",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Regulatory, emotional, and interpretive capacities are tested, exposed, and refined through competitive context."
      },
      {
        "subject": "DTM-025",
        "predicate": "makesVisible",
        "object": "DTM-015",
        "source": "DTM-025",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Technical-internal correlates become more concentrated and visible under competitive pressure."
      },
      {
        "subject": "DTM-025",
        "predicate": "mayContributeTo",
        "object": "DTM-050",
        "source": "DTM-025",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Sustained competitive experience, when interpreted and integrated, may contribute to identity formation."
      },
      {
        "subject": "DTM-025",
        "predicate": "dependsOn",
        "object": "MAL-040",
        "source": "DTM-025",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Competitive pressure must function as calibrated developmental demand to produce development."
      },
      {
        "subject": "DTM-025",
        "predicate": "constrainedBy",
        "object": "MAL-030",
        "source": "DTM-025",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Readiness threshold determines whether competitive pressure is usable at a given developmental stage."
      },
      {
        "subject": "DTM-025",
        "predicate": "shapedBy",
        "object": "MAL-050",
        "source": "DTM-025",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Training structure determines how competitive experiences are sequenced, debriefed, and revisited."
      },
      {
        "subject": "DTM-025",
        "predicate": "shapedBy",
        "object": "MAL-060",
        "source": "DTM-025",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Relational environment determines what competitive pressure means to the practitioner."
      },
      {
        "subject": "DTM-025",
        "predicate": "interpretedThrough",
        "object": "MAL-070",
        "source": "DTM-025",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Competitive experiences require developmental interpretation to carry developmental meaning."
      },
      {
        "subject": "DTM-025",
        "predicate": "accumulatesThrough",
        "object": "MAL-080",
        "source": "DTM-025",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Adaptation after competitive experience is where competitive development first takes hold."
      },
      {
        "subject": "DTM-025",
        "predicate": "consolidatesThrough",
        "object": "MAL-090",
        "source": "DTM-025",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Stabilization makes competitive capacities retrievable across varied competitive contexts."
      },
      {
        "subject": "DTM-060",
        "predicate": "partOf",
        "object": "DTM-020",
        "source": "DTM-060",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "DTM-060 names a scoped category within DTM-020."
      },
      {
        "subject": "DTM-060",
        "predicate": "partOf",
        "object": "DTM-000",
        "source": "DTM-060",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-060",
        "predicate": "shapedThrough",
        "object": "MAL-070",
        "source": "DTM-060",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Interpretation is required to distinguish capacity development from behavioral compliance."
      },
      {
        "subject": "DTM-061",
        "predicate": "partOf",
        "object": "DTM-060",
        "source": "DTM-061",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-062",
        "predicate": "partOf",
        "object": "DTM-060",
        "source": "DTM-062",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-063",
        "predicate": "partOf",
        "object": "DTM-060",
        "source": "DTM-063",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-064",
        "predicate": "partOf",
        "object": "DTM-060",
        "source": "DTM-064",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-065",
        "predicate": "partOf",
        "object": "DTM-060",
        "source": "DTM-065",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-066",
        "predicate": "partOf",
        "object": "DTM-060",
        "source": "DTM-066",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-061",
        "predicate": "shapedThrough",
        "object": "MAL-020",
        "source": "DTM-061",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-061",
        "predicate": "shapedThrough",
        "object": "MAL-060",
        "source": "DTM-061",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-061",
        "predicate": "interpretedThrough",
        "object": "MAL-070",
        "source": "DTM-061",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-062",
        "predicate": "shapedThrough",
        "object": "MAL-020",
        "source": "DTM-062",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-062",
        "predicate": "shapedThrough",
        "object": "MAL-050",
        "source": "DTM-062",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-062",
        "predicate": "interpretedThrough",
        "object": "MAL-070",
        "source": "DTM-062",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-063",
        "predicate": "shapedThrough",
        "object": "MAL-040",
        "source": "DTM-063",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-063",
        "predicate": "shapedThrough",
        "object": "MAL-060",
        "source": "DTM-063",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-063",
        "predicate": "interpretedThrough",
        "object": "MAL-070",
        "source": "DTM-063",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-064",
        "predicate": "shapedThrough",
        "object": "MAL-040",
        "source": "DTM-064",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-064",
        "predicate": "shapedThrough",
        "object": "MAL-060",
        "source": "DTM-064",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-064",
        "predicate": "interpretedThrough",
        "object": "MAL-070",
        "source": "DTM-064",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-065",
        "predicate": "shapedThrough",
        "object": "MAL-020",
        "source": "DTM-065",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-065",
        "predicate": "shapedThrough",
        "object": "MAL-030",
        "source": "DTM-065",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Confidence is grounded in tested readiness, not assumed readiness."
      },
      {
        "subject": "DTM-065",
        "predicate": "interpretedThrough",
        "object": "MAL-070",
        "source": "DTM-065",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-066",
        "predicate": "shapedThrough",
        "object": "MAL-060",
        "source": "DTM-066",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "Respect develops primarily through the relational field of training."
      },
      {
        "subject": "DTM-066",
        "predicate": "shapedThrough",
        "object": "MAL-020",
        "source": "DTM-066",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "DTM-066",
        "predicate": "interpretedThrough",
        "object": "MAL-070",
        "source": "DTM-066",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": ""
      },
      {
        "subject": "RWK-000",
        "predicate": "operationalizes",
        "object": "DTM-060",
        "source": "RWK-000",
        "sourceFile": "core-relations.json",
        "assertionScope": "globally-governed",
        "reciprocalInferenceAllowed": false,
        "note": "RWK-000 operationalizes the full category of integrative developmental capacities."
      }
    ]
  },
  "pageAssertions": {
    "_sectionNote": "Page-level assertions, disambiguations, and boundary claims. All instances carry assertionScope: page-scoped. Do not expand page-scoped assertions into globally governed graph claims.",
    "generatedFrom": "MAD_WORKBOOK_6-10-26 \u2014 Page Assertions sheet",
    "governanceDomainNote": "All assertions in this file are page-scoped unless explicitly marked globally-governed.",
    "assertionVocabulary": {
      "assertionTypes": [
        "disambiguation",
        "classification",
        "outcome",
        "cross_reference",
        "boundary"
      ],
      "predicates": [
        "distinctFrom",
        "characterizedBy",
        "producesOutcome",
        "crossLinksTo",
        "definedBy",
        "isNot",
        "subClassOf"
      ],
      "objectTypes": [
        "term_code",
        "soft_concept",
        "page_code",
        "namespace"
      ]
    },
    "assertions": [
      {
        "sourcePage": "DTM-010",
        "source": "DTM-010",
        "assertionType": "disambiguation",
        "subject": "DTM-010",
        "predicate": "distinctFrom",
        "object": "DTM-020",
        "objectType": "term_code",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Distinct developmental forms, not synonyms."
      },
      {
        "sourcePage": "DTM-010",
        "source": "DTM-010",
        "assertionType": "disambiguation",
        "subject": "DTM-010",
        "predicate": "distinctFrom",
        "object": "general fitness",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Technical development is not general fitness."
      },
      {
        "sourcePage": "DTM-010",
        "source": "DTM-010",
        "assertionType": "disambiguation",
        "subject": "DTM-010",
        "predicate": "distinctFrom",
        "object": "rank",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Technical development is not the same as rank."
      },
      {
        "sourcePage": "DTM-010",
        "source": "DTM-010",
        "assertionType": "disambiguation",
        "subject": "DTM-010",
        "predicate": "distinctFrom",
        "object": "generic motor skill",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Technical development is martial-specific."
      },
      {
        "sourcePage": "DTM-010",
        "source": "DTM-010",
        "assertionType": "cross_reference",
        "subject": "DTM-010",
        "predicate": "definedBy",
        "object": "DTM-001",
        "objectType": "term_code",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "DTM-001 grounds the conceptual scope of DTM-010."
      },
      {
        "sourcePage": "DTM-020",
        "source": "DTM-020",
        "assertionType": "disambiguation",
        "subject": "DTM-020",
        "predicate": "distinctFrom",
        "object": "DTM-010",
        "objectType": "term_code",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Distinct developmental forms."
      },
      {
        "sourcePage": "DTM-020",
        "source": "DTM-020",
        "assertionType": "disambiguation",
        "subject": "DTM-020",
        "predicate": "distinctFrom",
        "object": "behavioral compliance",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Genuine internal development is distinct from performed compliance."
      },
      {
        "sourcePage": "DTM-020",
        "source": "DTM-020",
        "assertionType": "disambiguation",
        "subject": "DTM-020",
        "predicate": "distinctFrom",
        "object": "character development language",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Internal development is more precise than colloquial character framing."
      },
      {
        "sourcePage": "DTM-020",
        "source": "DTM-020",
        "assertionType": "disambiguation",
        "subject": "DTM-020",
        "predicate": "distinctFrom",
        "object": "mental toughness",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Internal development is broader than mental toughness."
      },
      {
        "sourcePage": "DTM-020",
        "source": "DTM-020",
        "assertionType": "boundary",
        "subject": "DTM-020",
        "predicate": "isNot",
        "object": "therapy",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Martial arts training is not a clinical intervention."
      },
      {
        "sourcePage": "DTM-020",
        "source": "DTM-020",
        "assertionType": "outcome",
        "subject": "DTM-020",
        "predicate": "producesOutcome",
        "object": "interpretive capacity",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Practitioner-level outcome of internalized MAL-070; distinct from the mechanism."
      },
      {
        "sourcePage": "DTM-020",
        "source": "DTM-020",
        "assertionType": "classification",
        "subject": "DTM-020",
        "predicate": "subClassOf",
        "object": "within-training developmental form",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "DTM-020 is a within-training developmental form."
      },
      {
        "sourcePage": "DTM-020",
        "source": "DTM-020",
        "assertionType": "cross_reference",
        "subject": "DTM-020",
        "predicate": "definedBy",
        "object": "DTM-001",
        "objectType": "term_code",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "DTM-001 grounds the conceptual scope of DTM-020."
      },
      {
        "sourcePage": "DTM-030",
        "source": "DTM-030",
        "assertionType": "disambiguation",
        "subject": "DTM-030",
        "predicate": "distinctFrom",
        "object": "DTM-040",
        "objectType": "term_code",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Distinct beyond-training branches from different within-training lanes."
      },
      {
        "sourcePage": "DTM-030",
        "source": "DTM-030",
        "assertionType": "classification",
        "subject": "DTM-030",
        "predicate": "characterizedBy",
        "object": "near-transfer",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Technical beyond-training carryover is near-transfer in character."
      },
      {
        "sourcePage": "DTM-030",
        "source": "DTM-030",
        "assertionType": "disambiguation",
        "subject": "DTM-030",
        "predicate": "distinctFrom",
        "object": "self-defense transfer",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Technical transfer is not self-defense readiness."
      },
      {
        "sourcePage": "DTM-030",
        "source": "DTM-030",
        "assertionType": "disambiguation",
        "subject": "DTM-030",
        "predicate": "distinctFrom",
        "object": "athleticism",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Not a claim of general athletic superiority."
      },
      {
        "sourcePage": "DTM-040",
        "source": "DTM-040",
        "assertionType": "disambiguation",
        "subject": "DTM-040",
        "predicate": "distinctFrom",
        "object": "DTM-030",
        "objectType": "term_code",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Distinct beyond-training branches."
      },
      {
        "sourcePage": "DTM-040",
        "source": "DTM-040",
        "assertionType": "classification",
        "subject": "DTM-040",
        "predicate": "characterizedBy",
        "object": "far-transfer",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Internal beyond-training carryover is far-transfer in character."
      },
      {
        "sourcePage": "MAL-010",
        "source": "MAL-010",
        "assertionType": "disambiguation",
        "subject": "MAL-010",
        "predicate": "distinctFrom",
        "object": "MAL-011",
        "objectType": "term_code",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Participation is the medium condition; learning is the formative consequence."
      },
      {
        "sourcePage": "MAL-010",
        "source": "MAL-010",
        "assertionType": "disambiguation",
        "subject": "MAL-010",
        "predicate": "distinctFrom",
        "object": "physical presence",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Participation requires active bodily engagement, not mere co-presence."
      },
      {
        "sourcePage": "MAL-010",
        "source": "MAL-010",
        "assertionType": "disambiguation",
        "subject": "MAL-010",
        "predicate": "distinctFrom",
        "object": "compliance performance",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Genuine participation is distinct from performed behavioral engagement."
      },
      {
        "sourcePage": "MAL-010",
        "source": "MAL-010",
        "assertionType": "disambiguation",
        "subject": "MAL-010",
        "predicate": "distinctFrom",
        "object": "observation",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Body must be the site of attempt, not the site of viewing."
      },
      {
        "sourcePage": "MAL-010",
        "source": "MAL-010",
        "assertionType": "disambiguation",
        "subject": "MAL-010",
        "predicate": "distinctFrom",
        "object": "verbal understanding",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Understanding points toward action; it does not replace it."
      },
      {
        "sourcePage": "MAL-010",
        "source": "MAL-010",
        "assertionType": "disambiguation",
        "subject": "MAL-010",
        "predicate": "distinctFrom",
        "object": "general physical activity",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Must be contact with demands of structured martial arts training."
      },
      {
        "sourcePage": "MAL-011",
        "source": "MAL-011",
        "assertionType": "disambiguation",
        "subject": "MAL-011",
        "predicate": "distinctFrom",
        "object": "MAL-010",
        "objectType": "term_code",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Learning is the formative consequence; participation is the medium condition."
      },
      {
        "sourcePage": "MAL-011",
        "source": "MAL-011",
        "assertionType": "disambiguation",
        "subject": "MAL-011",
        "predicate": "distinctFrom",
        "object": "development",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Formation always occurs; development is the conditional outcome of quality formation."
      },
      {
        "sourcePage": "MAL-011",
        "source": "MAL-011",
        "assertionType": "disambiguation",
        "subject": "MAL-011",
        "predicate": "distinctFrom",
        "object": "MAL-080",
        "objectType": "term_code",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Adaptation is a specific developmental process within the broader field of embodied learning."
      },
      {
        "sourcePage": "MAL-011",
        "source": "MAL-011",
        "assertionType": "disambiguation",
        "subject": "MAL-011",
        "predicate": "distinctFrom",
        "object": "MAL-090",
        "objectType": "term_code",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Much formation does not reach stabilization; remains partial or distorted."
      },
      {
        "sourcePage": "DTM-015",
        "source": "DTM-015",
        "assertionType": "disambiguation",
        "subject": "DTM-015",
        "predicate": "distinctFrom",
        "object": "causal claim",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "A correlate is not a causal statement that technical development automatically produces internal development."
      },
      {
        "sourcePage": "DTM-015",
        "source": "DTM-015",
        "assertionType": "disambiguation",
        "subject": "DTM-015",
        "predicate": "distinctFrom",
        "object": "measurement category",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "A correlate does not directly score or prove an internal trait."
      },
      {
        "sourcePage": "DTM-015",
        "source": "DTM-015",
        "assertionType": "disambiguation",
        "subject": "DTM-015",
        "predicate": "distinctFrom",
        "object": "identity label",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "A correlate does not assign fixed character identity from observed behavior."
      },
      {
        "sourcePage": "DTM-015",
        "source": "DTM-015",
        "assertionType": "boundary",
        "subject": "DTM-015",
        "predicate": "isNot",
        "object": "character score",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "DTM-015 does not produce a character score or virtue label."
      },
      {
        "sourcePage": "DTM-015",
        "source": "DTM-015",
        "assertionType": "boundary",
        "subject": "DTM-015",
        "predicate": "isNot",
        "object": "psychological diagnosis",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "DTM-015 is not a diagnostic or clinical instrument."
      },
      {
        "sourcePage": "DTM-015",
        "source": "DTM-015",
        "assertionType": "cross_reference",
        "subject": "DTM-015",
        "predicate": "crossLinksTo",
        "object": "MAL-070",
        "objectType": "term_code",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "DTM-015 provides the named subject of interpretation that MAL-070 requires."
      },
      {
        "sourcePage": "DTM-025",
        "source": "DTM-025",
        "assertionType": "disambiguation",
        "subject": "DTM-025",
        "predicate": "distinctFrom",
        "object": "tournament success",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Winning is an outcome; Competitive Development is a process."
      },
      {
        "sourcePage": "DTM-025",
        "source": "DTM-025",
        "assertionType": "disambiguation",
        "subject": "DTM-025",
        "predicate": "distinctFrom",
        "object": "athletic achievement",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Athletic performance does not automatically produce DTM-025 development."
      },
      {
        "sourcePage": "DTM-025",
        "source": "DTM-025",
        "assertionType": "disambiguation",
        "subject": "DTM-025",
        "predicate": "distinctFrom",
        "object": "general stress tolerance",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Competitive pressure is structurally distinct from general stress or discomfort."
      },
      {
        "sourcePage": "DTM-025",
        "source": "DTM-025",
        "assertionType": "disambiguation",
        "subject": "DTM-025",
        "predicate": "distinctFrom",
        "object": "ego reinforcement",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Competitive experience may reinforce ego rather than develop the practitioner."
      },
      {
        "sourcePage": "DTM-025",
        "source": "DTM-025",
        "assertionType": "disambiguation",
        "subject": "DTM-025",
        "predicate": "distinctFrom",
        "object": "dominance",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Competitive Development does not require defeating others; it requires engaging competitive pressure productively."
      },
      {
        "sourcePage": "DTM-025",
        "source": "DTM-025",
        "assertionType": "disambiguation",
        "subject": "DTM-025",
        "predicate": "distinctFrom",
        "object": "mental toughness",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Competitive Development is more structurally precise than generic mental toughness framing."
      },
      {
        "sourcePage": "DTM-025",
        "source": "DTM-025",
        "assertionType": "boundary",
        "subject": "DTM-025",
        "predicate": "isNot",
        "object": "fourth developmental lane",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "DTM-025 is a specialized context in which DTM-010 and DTM-020 are integrated under competitive pressure, not a third or fourth lane."
      },
      {
        "sourcePage": "DTM-025",
        "source": "DTM-025",
        "assertionType": "classification",
        "subject": "DTM-025",
        "predicate": "characterizedBy",
        "object": "adversarial pressure",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "DTM-025 is characterized by comparison, constraint, outcome, and emotional load."
      },
      {
        "sourcePage": "DTM-025",
        "source": "DTM-025",
        "assertionType": "cross_reference",
        "subject": "DTM-025",
        "predicate": "crossLinksTo",
        "object": "DTM-015",
        "objectType": "term_code",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "DTM-025 uses DTM-015 observational language; competitive pressure concentrates DTM-015 contact points."
      },
      {
        "sourcePage": "DTM-025",
        "source": "DTM-025",
        "assertionType": "cross_reference",
        "subject": "DTM-025",
        "predicate": "crossLinksTo",
        "object": "DTM-040",
        "objectType": "term_code",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Practitioners who develop well in DTM-025 may show stronger transfer documented in DTM-040."
      },
      {
        "sourcePage": "DTM-060",
        "source": "DTM-060",
        "assertionType": "boundary",
        "subject": "DTM-060",
        "predicate": "isNot",
        "object": "complete list of internal capacities",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "DTM-060 names an expandable category. Foundational regulatory capacities are a recognized subtype reserved in DTM-070 range."
      },
      {
        "sourcePage": "DTM-060",
        "source": "DTM-060",
        "assertionType": "disambiguation",
        "subject": "DTM-060",
        "predicate": "distinctFrom",
        "object": "DTM-020",
        "objectType": "term_code",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "DTM-060 is a scoped named category within DTM-020, not a restatement of it."
      },
      {
        "sourcePage": "DTM-061",
        "source": "DTM-061",
        "assertionType": "boundary",
        "subject": "DTM-061",
        "predicate": "isNot",
        "object": "virtue label",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Developmental Vision is not a fixed character trait assigned from observation."
      },
      {
        "sourcePage": "DTM-061",
        "source": "DTM-061",
        "assertionType": "boundary",
        "subject": "DTM-061",
        "predicate": "isNot",
        "object": "personality type",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Developmental Vision is not a static personality attribute."
      },
      {
        "sourcePage": "DTM-061",
        "source": "DTM-061",
        "assertionType": "disambiguation",
        "subject": "DTM-061",
        "predicate": "distinctFrom",
        "object": "general goal-setting",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Developmental Vision is a martial-arts-grounded capacity, not generic goal-setting."
      },
      {
        "sourcePage": "DTM-062",
        "source": "DTM-062",
        "assertionType": "boundary",
        "subject": "DTM-062",
        "predicate": "isNot",
        "object": "obedience",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Developmental Discipline is not compliance or rule-following alone."
      },
      {
        "sourcePage": "DTM-062",
        "source": "DTM-062",
        "assertionType": "boundary",
        "subject": "DTM-062",
        "predicate": "isNot",
        "object": "behavioral compliance",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Behavioral compliance without internal regulation does not constitute Developmental Discipline."
      },
      {
        "sourcePage": "DTM-062",
        "source": "DTM-062",
        "assertionType": "disambiguation",
        "subject": "DTM-062",
        "predicate": "distinctFrom",
        "object": "punishment avoidance",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Discipline produced by fear of punishment is not DTM-062."
      },
      {
        "sourcePage": "DTM-063",
        "source": "DTM-063",
        "assertionType": "boundary",
        "subject": "DTM-063",
        "predicate": "isNot",
        "object": "stubbornness",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Determination requires adaptive persistence, not rigid repetition without adjustment."
      },
      {
        "sourcePage": "DTM-063",
        "source": "DTM-063",
        "assertionType": "disambiguation",
        "subject": "DTM-063",
        "predicate": "distinctFrom",
        "object": "DTM-064",
        "objectType": "term_code",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Determination concerns continuing through difficulty; Courage concerns facing risk of failure."
      },
      {
        "sourcePage": "DTM-064",
        "source": "DTM-064",
        "assertionType": "boundary",
        "subject": "DTM-064",
        "predicate": "isNot",
        "object": "fearlessness",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Developmental Courage is not the absence of fear; it is the capacity to engage despite fear."
      },
      {
        "sourcePage": "DTM-064",
        "source": "DTM-064",
        "assertionType": "boundary",
        "subject": "DTM-064",
        "predicate": "isNot",
        "object": "aggression",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Courage is not aggression or recklessness."
      },
      {
        "sourcePage": "DTM-064",
        "source": "DTM-064",
        "assertionType": "disambiguation",
        "subject": "DTM-064",
        "predicate": "distinctFrom",
        "object": "DTM-063",
        "objectType": "term_code",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Courage concerns facing risk; Determination concerns persisting through difficulty."
      },
      {
        "sourcePage": "DTM-065",
        "source": "DTM-065",
        "assertionType": "boundary",
        "subject": "DTM-065",
        "predicate": "isNot",
        "object": "praise-derived self-esteem",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Developmental Confidence is earned through tested experience, not granted through positive reinforcement."
      },
      {
        "sourcePage": "DTM-065",
        "source": "DTM-065",
        "assertionType": "boundary",
        "subject": "DTM-065",
        "predicate": "isNot",
        "object": "arrogance",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Confidence requires accurate self-knowledge; arrogance involves distorted self-assessment."
      },
      {
        "sourcePage": "DTM-065",
        "source": "DTM-065",
        "assertionType": "disambiguation",
        "subject": "DTM-065",
        "predicate": "distinctFrom",
        "object": "performance confidence",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "DTM-065 is grounded in tested self-knowledge, not competitive success."
      },
      {
        "sourcePage": "DTM-066",
        "source": "DTM-066",
        "assertionType": "boundary",
        "subject": "DTM-066",
        "predicate": "isNot",
        "object": "deference",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Developmental Respect is not passive submission to authority."
      },
      {
        "sourcePage": "DTM-066",
        "source": "DTM-066",
        "assertionType": "boundary",
        "subject": "DTM-066",
        "predicate": "isNot",
        "object": "politeness performance",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Surface-level courtesy without genuine relational valuing does not constitute DTM-066."
      },
      {
        "sourcePage": "DTM-066",
        "source": "DTM-066",
        "assertionType": "disambiguation",
        "subject": "DTM-066",
        "predicate": "distinctFrom",
        "object": "social compliance",
        "objectType": "soft_concept",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Respect as developmental capacity involves genuine valuing of self and others, not behavioral performance."
      },
      {
        "sourcePage": "MAC-006",
        "source": "MAC-006",
        "assertionType": "disambiguation",
        "subject": "MAC-006",
        "predicate": "distinctFrom",
        "object": "MAC-007",
        "objectType": "term_code",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Pre-existing Core Relations entry moved to Page Assertions per workbook rules."
      },
      {
        "sourcePage": "MAC-005",
        "source": "MAC-005",
        "assertionType": "disambiguation",
        "subject": "MAC-005",
        "predicate": "distinctFrom",
        "object": "MAC-006",
        "objectType": "term_code",
        "sourceFile": "page-assertions.json",
        "assertionScope": "page-scoped",
        "reciprocalInferenceAllowed": false,
        "note": "Pre-existing Core Relations entry moved to Page Assertions per workbook rules."
      }
    ]
  },
  "inferenceGuardrails": {
    "_sectionNote": "Allowed and disallowed machine inferences for MAD concepts, namespaces, and implementation mappings.",
    "projectClassificationGuardrails": [
      {
        "id": "GR-001",
        "rule": "Do not classify MAD as a simple glossary.",
        "explanation": "MAD is a governed ontology and conceptual knowledge system. It defines canonical terms, relation predicates, ontology namespaces, developmental concepts, implementation mappings, page-level assertions, and machine interpretation guardrails."
      },
      {
        "id": "GR-002",
        "rule": "Do not collapse MAC, MAL, DTM, and RWK into the same namespace.",
        "explanation": "Each namespace governs a distinct layer of meaning. MAC governs structural entities. MAL governs learning mechanisms. DTM governs developmental concepts. RWK governs implementation mappings. They are complementary and parallel, not interchangeable."
      },
      {
        "id": "GR-003",
        "rule": "Do not treat MAD as a marketing content system.",
        "explanation": "MAD is a governed conceptual architecture, not a promotional content layer. Page text and student-facing language are implementation outputs, not canonical definitions."
      }
    ],
    "namespaceGuardrails": [
      {
        "id": "GR-010",
        "rule": "Do not treat implementation language as canonical definition.",
        "explanation": "Student-facing, school-facing, or framework-facing language operationalizes canonical concepts. It does not replace the canonical definitions in master-terms.json. RWK language is implementation language.",
        "applies_to": "RWK namespace, all public page text"
      },
      {
        "id": "GR-011",
        "rule": "Do not reverse implementation-directed relations.",
        "explanation": "RWK operationalizes DTM. DTM is not defined by RWK. The direction of operationalizes is strictly from implementation framework toward canonical concept. Reversal is a namespace violation.",
        "applies_to": "relation:operationalizes and all implementation-directed predicates"
      },
      {
        "id": "GR-012",
        "rule": "Do not treat DTM concepts as clinical, psychological, or diagnostic instruments.",
        "explanation": "DTM defines developmental capacities that may be shaped through martial arts training. DTM concepts are not clinical diagnoses, therapeutic tools, or psychological measurement instruments. The evidence base for DTM concepts is real but uneven; claims are calibrated accordingly."
      },
      {
        "id": "GR-013",
        "rule": "Do not infer that martial arts participation automatically produces developmental outcomes.",
        "explanation": "Developmental outcomes in DTM are conditional. They depend on the quality of training conditions named in MAL. Mere participation is not sufficient. See MAL-010, MAL-030, MAL-040, MAL-080, MAL-090."
      }
    ],
    "graphInferenceGuardrails": [
      {
        "id": "GR-020",
        "rule": "Do not infer that a relation exists unless it appears in core-relations.json or is explicitly stated on a canonical page.",
        "explanation": "MAD is a governed graph. Only explicitly declared relations are valid. Machines must not generate inferred relations beyond what the governed graph contains."
      },
      {
        "id": "GR-021",
        "rule": "Do not treat page-scoped assertions as globally governed ontology claims.",
        "explanation": "Page-scoped assertions in page-assertions.json are made from the perspective of a specific page. They must not be expanded into global graph claims unless separately added to core-relations.json with assertionScope: globally-governed.",
        "applies_to": "page-assertions.json \u2014 all entries with assertionScope: page-scoped"
      },
      {
        "id": "GR-022",
        "rule": "Do not treat page assertions as overriding core relations.",
        "explanation": "Page assertions govern page-level interpretation. Core relations govern globally governed graph structure. Neither overrides the other. See manifest.json governanceModel.nonOverrideRule."
      },
      {
        "id": "GR-023",
        "rule": "Do not treat predicates as transitive by default.",
        "explanation": "MAD predicates are non-transitive unless explicitly marked transitive:true in predicate-vocabulary.json. Only partOf is currently marked transitive. All conditional, developmental, implementation, implementation-directed, interpretive, disambiguating, cross-reference, and attribution predicates are hard non-transitive.",
        "hardNonTransitivePredicates": [
          "contributesTo",
          "mayContributeTo",
          "conditionedBy",
          "shapedBy",
          "shapedThrough",
          "interpretedThrough",
          "consolidatesThrough",
          "accumulatesThrough",
          "derivesConditionallyFrom",
          "emergesThrough",
          "emergesFrom",
          "distinctFrom",
          "crossLinksTo",
          "drawsFrom",
          "bridgesTo",
          "supportedBy",
          "mediatedBy",
          "calibrates",
          "doesNotGuarantee"
        ]
      },
      {
        "id": "GR-024",
        "rule": "Do not chain conditional or developmental predicates into inferred conclusions.",
        "explanation": "If A contributesTo B and B contributesTo C, do not infer A contributesTo C unless that relation is explicitly present in core-relations.json. This applies to all conditional, developmental, interpretive, and cross-reference predicates.",
        "highRiskPredicates": [
          "contributesTo",
          "mayContributeTo",
          "conditionedBy",
          "shapedBy",
          "derivesConditionallyFrom",
          "shapedThrough",
          "supportedBy"
        ]
      },
      {
        "id": "GR-025",
        "rule": "Do not auto-generate reciprocal graph rows from symmetric predicates.",
        "explanation": "distinctFrom and complementedBy are semantically symmetric but do not produce automatic reciprocal graph rows. Reciprocal rows must be explicitly declared. See predicate-vocabulary.json: reciprocalInferenceAllowed:false on both predicates."
      },
      {
        "id": "GR-026",
        "rule": "Do not infer equivalence or containment from complementedBy.",
        "explanation": "complementedBy describes a distinct but mutually clarifying pairing. MAL-010 complementedBy MAL-011 means they complete each other conceptually. It does not mean they are equivalent, interchangeable, or that one contains the other. Each retains its distinct definition and governed role."
      },
      {
        "id": "GR-027",
        "rule": "Do not infer equivalence from mutuallyConstitutes.",
        "explanation": "mutuallyConstitutes describes co-forming concepts that shape each other simultaneously. DTM-010 mutuallyConstitutes DTM-020 means they are distinct but reciprocally shaping within training. They remain separate concepts with separate definitions. Do not merge, equate, or collapse them."
      },
      {
        "id": "GR-028",
        "rule": "Do not conflate shapedBy with shapedThrough.",
        "explanation": "shapedBy describes a background condition that configures how a concept operates in practice. shapedThrough describes a formative mechanism through which a DTM concept is built over time. These are different inferential claims. DTM-020 shapedThrough MAL-020 means the Learning Loop is a formative mechanism. MAL-020 shapedBy MAL-050 means Training Structure is a background configurator. The direction, depth, and developmental claim are different."
      },
      {
        "id": "GR-029",
        "rule": "Do not treat doesNotGuarantee as impossibility.",
        "explanation": "doesNotGuarantee asserts non-automaticity, not impossibility. MAL-080 doesNotGuarantee MAL-090 means adaptive change does not automatically become stabilized capacity. It does not mean stabilization never follows adaptation. The transition is non-automatic and condition-dependent, not blocked."
      }
    ],
    "developmentalInferenceGuardrails": [
      {
        "id": "GR-031",
        "rule": "Do not infer that transfer is automatic from derivesConditionallyFrom.",
        "explanation": "derivesConditionallyFrom expresses conditional dependency. DTM-030 and DTM-040 (beyond-training forms) derive conditionally from within-training forms. They require additional conditions, especially MAL-090 Stabilization. Transfer without stabilization is unreliable."
      },
      {
        "id": "GR-032",
        "rule": "Do not treat behavioral compliance as equivalent to genuine internal development.",
        "explanation": "DTM-020 Internal Development is distinct from behavioral compliance. A practitioner who performs expected behaviors may or may not have genuine underlying developmental change. The distinction is most visible under novel, high-demand, or off-site conditions."
      },
      {
        "id": "GR-033",
        "rule": "Do not infer that the DTM-060 capacity sequence is exhaustive or exclusive.",
        "explanation": "DTM-061 through DTM-066 name the governed six-capacity cluster within DTM-020. They are not an exhaustive inventory of every internal capacity martial arts training may influence. Other internal capacities may exist outside this named cluster."
      },
      {
        "id": "GR-034",
        "rule": "Do not infer that good MAL conditions automatically produce DTM outcomes.",
        "explanation": "MAL conditions \u2014 readiness threshold, developmental demand, training structure, relational environment, adaptation, stabilization \u2014 create the architecture within which DTM development may occur. Meeting MAL conditions is necessary but not sufficient. The quality of embodied engagement, interpretation, and repeated encounter with meaningful demand also governs whether developmental change occurs and stabilizes."
      },
      {
        "id": "GR-035",
        "rule": "Do not conflate Developmental Confidence with self-esteem, reassurance, or feeling states.",
        "explanation": "DTM-065 Developmental Confidence is accurate self-knowledge built through tested experience. Self-esteem concerns broader self-worth. Reassurance-based confidence is not Developmental Confidence \u2014 it has not been built through encounter with real demand. Feeling confident is a state; Developmental Confidence is a durable capacity."
      },
      {
        "id": "GR-036",
        "rule": "Do not conflate Developmental Courage with fearlessness, recklessness, or risk-seeking.",
        "explanation": "DTM-064 Developmental Courage is action under genuine uncertainty \u2014 it does not require fearlessness and is not attraction to risk. Recklessness ignores or denies risk; Developmental Courage acts while risk is present and known. The challenge must be real and developmentally calibrated, not performed."
      },
      {
        "id": "GR-037",
        "rule": "Do not conflate Developmental Respect with politeness, compliance, or deference.",
        "explanation": "DTM-066 Developmental Respect is genuine internal valuation of worth \u2014 including one's own effort and growth, others' contributions, and the developmental process itself. Politeness is behavioral. Compliance produces appearance. Deference yields to authority. None of these constitute Developmental Respect unless genuine recognition of worth underlies them."
      },
      {
        "id": "GR-038",
        "rule": "Do not conflate Developmental Discipline with obedience, habit, or motivation.",
        "explanation": "DTM-062 Developmental Discipline is internally generated, purposeful, and self-sustaining. Obedience requires external direction. Habit is automated. Motivation is a fluctuating state. Developmental Discipline persists through low motivational states and does not require external pressure to initiate or sustain."
      },
      {
        "id": "GR-039",
        "rule": "Do not conflate Developmental Determination with stubbornness, persistence, or willpower.",
        "explanation": "DTM-063 Developmental Determination requires adaptive adjustment \u2014 recognizing what needs to change, acting on that recognition, and retaining the change stably. Stubbornness resists change. Persistence continues without necessarily adjusting. Willpower is effortful self-override. Determination is adaptive adjustment that becomes stable."
      }
    ],
    "implementationGuardrails": [
      {
        "id": "GR-040",
        "rule": "Do not infer that RWK Warrior Key definitions replace DTM canonical definitions.",
        "explanation": "Warrior Keys operationalize DTM capacities inside Rise Martial Arts' instructional framework. The creed language, groove labels, and student-facing phrases are implementation expressions. They do not replace or redefine the canonical DTM definitions in master-terms.json."
      },
      {
        "id": "GR-041",
        "rule": "Do not use RWK language as authoritative source for DTM concept meaning.",
        "explanation": "For any DTM concept, the authoritative definition is in master-terms.json. RWK language is the implementation layer. If RWK language and DTM canonical definition appear to conflict, DTM governs."
      },
      {
        "id": "GR-042",
        "rule": "Do not treat individual Warrior Key labels as separate governed RWK concept pages.",
        "explanation": "RWK-000 is the active Warrior Keys Framework hub. The individual Warrior Key labels \u2014 Vision, Discipline, Determination, Courage, Confidence, and Respect \u2014 are implementation expressions that operationalize DTM-061 through DTM-066. Their governed developmental concept treatment belongs to DTM-060 through DTM-066, not to separate public RWK concept pages. Do not construct RWK subterm inferences or individual RWK-to-DTM mappings unless those identifiers are explicitly promoted in a future governed release."
      }
    ],
    "interpretationGuardrails": [
      {
        "id": "GR-050",
        "rule": "Read MAD as a governed ontology, not as a content marketing system.",
        "explanation": "MAD defines conceptual architecture. Its pages serve dual purposes \u2014 human readers and machine inference. Treat the machine-readable data layer as governing for inference purposes, not the public-facing marketing prose."
      },
      {
        "id": "GR-051",
        "rule": "Predicate vocabulary governs relation meaning. Master terms govern concept identity. Neither overrides the other.",
        "explanation": "These are parallel governance domains with different scopes. A predicate definition does not override a canonical term definition, and vice versa. See manifest.json governanceModel.nonOverrideRule."
      },
      {
        "id": "GR-052",
        "rule": "Do not use the processing dependency order as an authority ranking.",
        "explanation": "predicate-vocabulary.json is processed first because it defines relation grammar \u2014 not because predicates are more authoritative than terms. Processing order is a dependency sequence, not a hierarchy."
      }
    ],
    "allowedInferenceExamples": [
      {
        "id": "AI-001",
        "description": "Structural containment chain via partOf",
        "allowedInference": "DTM-065 partOf DTM-060, DTM-060 partOf DTM-020 \u2192 a machine may infer DTM-065 is within the DTM-020 Internal Development lane.",
        "basis": "partOf is the only MAD predicate marked transitive:true.",
        "disallowedExtension": "Do not infer DTM-065 is caused by, governed by, or equivalent to DTM-020."
      },
      {
        "id": "AI-002",
        "description": "Implementation mapping direction via operationalizes",
        "allowedInference": "RWK-000 operationalizes DTM-060 \u2192 a machine may infer RWK-000 gives practical framework expression to the DTM-060 internal developmental capacity cluster inside the Warrior Keys Framework.",
        "basis": "operationalizes is a governed implementation-directed predicate.",
        "disallowedExtension": "Do not infer DTM-060 is defined by, equivalent to, or contained within RWK-000. The direction is strictly RWK \u2192 DTM."
      },
      {
        "id": "AI-003",
        "description": "Conditional development chain \u2014 with explicit conditions required",
        "allowedInference": "DTM-020 shapedThrough MAL-020, MAL-020 primarilyDrives MAL-080, MAL-080 doesNotGuarantee MAL-090 \u2192 a machine may infer: Internal Development is shaped through the Learning Loop, which primarily drives Adaptation, but Adaptation does not automatically produce Stabilization.",
        "basis": "Each predicate in this chain is read individually. The chain is not transitive \u2014 it is a description of distinct governed relations.",
        "disallowedExtension": "Do not compress this chain into: DTM-020 automatically produces MAL-090. Each step is conditional and non-automatic."
      },
      {
        "id": "AI-004",
        "description": "Page-scoped disambiguation \u2014 correct scope handling",
        "allowedInference": "DTM-065 distinctFrom self-esteem (assertionScope: page-scoped) \u2192 a machine may use this distinction when interpreting the DTM-065 page or answering questions about DTM-065.",
        "basis": "Page-scoped assertions are valid for page-level interpretation.",
        "disallowedExtension": "Do not expand this into a globally governed ontology claim. Do not infer that all MAD pages assert this distinction. Do not auto-generate a reciprocal row asserting self-esteem distinctFrom DTM-065 in the governed graph."
      },
      {
        "id": "AI-006",
        "description": "Generalization boundary \u2014 correct use of the MAD architecture",
        "allowedInference": "MAD describes developmental capacity formation as conditional on calibrated demand, readiness conditions, relational environment, accurate interpretation, adaptation, and stabilization. A machine may use this architecture to evaluate claims like 'this program builds confidence' by asking whether the named conditions are present.",
        "basis": "MAD's generalizationBoundary in manifest.json permits broader reasoning about human capacity development under these conditions.",
        "disallowedExtension": "Do not apply MAD as a universal theory of all human development. Do not use MAD to make clinical assessments or diagnostic claims. Do not treat MAD as proof that martial arts participation automatically produces any developmental outcome."
      }
    ]
  }
}