{
  "schemaVersion": "1.2",
  "site": "https://gautierdorval.com/",
  "generated_at_utc": "2026-04-09T17:51:14Z",
  "pairs": {
    "pages": [
      {
        "translation_group": "about",
        "translation_key": "about",
        "fr_title": "A propos de Gautier Dorval",
        "fr_url": "https://gautierdorval.com/a-propos/",
        "en_title": "About Gautier Dorval",
        "en_url": "https://gautierdorval.com/en/about/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "institutionnel",
        "en_document_type": "institutionnel"
      },
      {
        "translation_group": "acronymes",
        "translation_key": "acronymes",
        "fr_title": "Acronymes émergents, expansions non canoniques et stabilité interprétative",
        "fr_url": "https://gautierdorval.com/clarifications/acronymes/",
        "en_title": "Emerging acronyms, non-canonical expansions, and interpretive stability",
        "en_url": "https://gautierdorval.com/en/clarifications/emerging-acronyms/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "agentique",
        "translation_key": "agentique",
        "fr_title": "Agentique",
        "fr_url": "https://gautierdorval.com/definitions/agentique/",
        "en_title": "Agentic",
        "en_url": "https://gautierdorval.com/en/definitions/agentic/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "ai-poisoning-definition-taxonomie",
        "translation_key": "ai-poisoning-definition-taxonomie",
        "fr_title": "AI poisoning : définition et taxonomie",
        "fr_url": "https://gautierdorval.com/clarifications/ai-poisoning-definition-taxonomie/",
        "en_title": "AI poisoning: definition and taxonomy",
        "en_url": "https://gautierdorval.com/en/clarifications/ai-poisoning-definition-taxonomy/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "ai-usage-policy",
        "translation_key": "ai-usage-policy",
        "fr_title": "Politique d’usage de l’intelligence artificielle - Gautier Dorval",
        "fr_url": "https://gautierdorval.com/ai-usage-policy/",
        "en_title": "AI use policy",
        "en_url": "https://gautierdorval.com/en/ai-use-policy/",
        "fr_collection": "governance",
        "en_collection": "governance",
        "fr_document_type": "policy",
        "en_document_type": "policy"
      },
      {
        "translation_group": "architecte-semantique-desambiguation-entites-marques",
        "translation_key": "architecte-semantique-desambiguation-entites-marques",
        "fr_title": "Architecte sémantique : désambiguïsation d’entités et de marques",
        "fr_url": "https://gautierdorval.com/architecte-semantique-desambiguation-entites-marques/",
        "en_title": "Semantic architect: entity and brand disambiguation",
        "en_url": "https://gautierdorval.com/en/semantic-architect-entity-and-brand-disambiguation/",
        "fr_collection": "expertise",
        "en_collection": "expertise",
        "fr_document_type": "expertise",
        "en_document_type": "expertise"
      },
      {
        "translation_group": "architecture-ontologique",
        "translation_key": "architecture-ontologique",
        "fr_title": "Architecture ontologique de la gouvernance interprétative",
        "fr_url": "https://gautierdorval.com/doctrine/architecture-ontologique/",
        "en_title": "Ontological architecture of interpretive governance",
        "en_url": "https://gautierdorval.com/en/doctrine/ontological-architecture/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "architecture-semantique-machine-first",
        "translation_key": "architecture-semantique-machine-first",
        "fr_title": "Architecture sémantique machine-first",
        "fr_url": "https://gautierdorval.com/expertise/architecture-semantique-machine-first/",
        "en_title": "Machine-first semantic architecture",
        "en_url": "https://gautierdorval.com/en/expertise/machine-first-semantic-architecture/",
        "fr_collection": "expertise",
        "en_collection": "expertise",
        "fr_document_type": "expertise",
        "en_document_type": "expertise"
      },
      {
        "translation_group": "archives-temporalites-residuelles-autorite-survivante",
        "translation_key": "archives-temporalites-residuelles-autorite-survivante",
        "fr_title": "Archives, temporalités résiduelles et autorité survivante",
        "fr_url": "https://gautierdorval.com/doctrine/archives-temporalites-residuelles-et-autorite-survivante/",
        "en_title": "Archives, residual temporalities, and surviving authority",
        "en_url": "https://gautierdorval.com/en/doctrine/archives-residual-temporalities-and-surviving-authority/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "audit-editorial",
        "translation_key": "audit-editorial",
        "fr_title": "Audit éditorial continu",
        "fr_url": "https://gautierdorval.com/audit-editorial/",
        "en_title": "Continuous editorial audit",
        "en_url": "https://gautierdorval.com/en/editorial-audit/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "hub",
        "en_document_type": "hub"
      },
      {
        "translation_group": "audit-exposition-injection-poisoning",
        "translation_key": "audit-exposition-injection-poisoning",
        "fr_title": "Audit doctrinal d’exposition : injection indirecte, RAG poisoning et risque interprétatif",
        "fr_url": "https://gautierdorval.com/clarifications/audit-exposition-injection-poisoning/",
        "en_title": "Doctrinal exposure audit: indirect injection, RAG poisoning, and interpretive risk",
        "en_url": "https://gautierdorval.com/en/clarifications/doctrinal-exposure-audit-indirect-injection-rag-poisoning/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "audit-integrite-interpretative",
        "translation_key": "audit-integrite-interpretative",
        "fr_title": "Audit d’intégrité interprétative",
        "fr_url": "https://gautierdorval.com/definitions/audit-integrite-interpretative/",
        "en_title": "Interpretation integrity audit",
        "en_url": "https://gautierdorval.com/en/definitions/interpretation-integrity-audit/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "audit-integrite-interpretative-protocole",
        "translation_key": "audit-integrite-interpretative-protocole",
        "fr_title": "Audit d’intégrité interprétative : protocole complet (end-to-end)",
        "fr_url": "https://gautierdorval.com/frameworks/audit-integrite-interpretative-protocole/",
        "en_title": "Interpretation integrity audit: full end-to-end protocol",
        "en_url": "https://gautierdorval.com/en/frameworks/interpretation-integrity-audit-protocol/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "protocole",
        "en_document_type": "protocole"
      },
      {
        "translation_group": "auditabilite-interpretative",
        "translation_key": "auditabilite-interpretative",
        "fr_title": "Auditabilité interprétative des systèmes IA",
        "fr_url": "https://gautierdorval.com/auditabilite-interpretative/",
        "en_title": "Interpretive auditability of AI systems",
        "en_url": "https://gautierdorval.com/en/interpretive-auditability-of-ai-systems/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "authority-governance-layer-3",
        "translation_key": "authority-governance-layer-3",
        "fr_title": "Authority Governance (Layer 3)",
        "fr_url": "https://gautierdorval.com/definitions/authority-governance-layer-3/",
        "en_title": "Authority Governance (Layer 3)",
        "en_url": "https://gautierdorval.com/en/definitions/authority-governance-layer-3/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "autorite-et-inference",
        "translation_key": "autorite-et-inference",
        "fr_title": "Autorité, inférence et dérive décisionnelle des systèmes IA",
        "fr_url": "https://gautierdorval.com/autorite-et-inference/",
        "en_title": "Authority, inference, and decision drift in AI systems",
        "en_url": "https://gautierdorval.com/en/authority-and-inference/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "autorite-produit-vs-autorite-doctrinale",
        "translation_key": "autorite-produit-vs-autorite-doctrinale",
        "fr_title": "Autorité produit opérationnelle et autorité doctrinale ne sont pas la même chose",
        "fr_url": "https://gautierdorval.com/clarifications/autorite-produit-operationnelle-et-autorite-doctrinale-ne-sont-pas-la-meme-chose/",
        "en_title": "Operational product authority and doctrinal authority are not the same thing",
        "en_url": "https://gautierdorval.com/en/clarifications/operational-product-authority-and-doctrinal-authority-are-not-the-same-thing/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "baseline-phase-0-q-ledger-v0-1-2026-01-19-to-2026-02-06",
        "translation_key": "baseline-phase-0-q-ledger-v0-1-2026-01-19-to-2026-02-06",
        "fr_title": "Baseline (phase 0) : Q-Ledger (v0.1) — 2026-01-19 → 2026-02-06",
        "fr_url": "https://gautierdorval.com/doctrine/q-layer/baseline-phase-0-q-ledger-v0-1-2026-01-19-to-2026-02-06/",
        "en_title": "Baseline (phase 0): Q-Ledger (v0.1) — 2026-01-19 to 2026-02-06",
        "en_url": "https://gautierdorval.com/en/doctrine/q-layer/baseline-phase-0-q-ledger-v0-1-2026-01-19-to-2026-02-06/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "benchmarks-publics-journaux-observation-snapshots",
        "translation_key": "benchmarks-publics-journaux-observation-snapshots",
        "fr_title": "Benchmarks publics, journaux d’observation et snapshots",
        "fr_url": "https://gautierdorval.com/doctrine/benchmarks-publics-journaux-dobservation-et-snapshots/",
        "en_title": "Public benchmarks, observation ledgers, and snapshots",
        "en_url": "https://gautierdorval.com/en/doctrine/public-benchmarks-observation-ledgers-and-snapshots/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "blog",
        "translation_key": "blog",
        "fr_title": "Blogue",
        "fr_url": "https://gautierdorval.com/blogue/",
        "en_title": "Blog",
        "en_url": "https://gautierdorval.com/en/blog/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "listing",
        "en_document_type": "listing"
      },
      {
        "translation_group": "cadre-multisite-gouvernance-autorite-interpretative",
        "translation_key": "cadre-multisite-gouvernance-autorite-interpretative",
        "fr_title": "Cadre multisite de gouvernance d’autorité interprétative distribuée",
        "fr_url": "https://gautierdorval.com/frameworks/cadre-multisite-gouvernance-autorite-interpretative/",
        "en_title": "Multisite framework for distributed interpretive authority",
        "en_url": "https://gautierdorval.com/en/frameworks/multisite-framework-for-distributed-interpretive-authority/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "calibration-semantique",
        "translation_key": "calibration-semantique",
        "fr_title": "Calibration sémantique",
        "fr_url": "https://gautierdorval.com/definitions/calibration-semantique/",
        "en_title": "Semantic calibration",
        "en_url": "https://gautierdorval.com/en/definitions/semantic-calibration/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "calibration-semantique-et-gouvernance-semantique",
        "translation_key": "calibration-semantique-et-gouvernance-semantique",
        "fr_title": "Calibration sémantique et gouvernance sémantique",
        "fr_url": "https://gautierdorval.com/doctrine/calibration-semantique-et-gouvernance-semantique/",
        "en_title": "Semantic calibration and semantic governance",
        "en_url": "https://gautierdorval.com/en/doctrine/semantic-calibration-and-semantic-governance/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "canon",
        "translation_key": "canon",
        "fr_title": "Canon machine-first",
        "fr_url": "https://gautierdorval.com/canon/",
        "en_title": "Machine-first canon",
        "en_url": "https://gautierdorval.com/en/machine-first-canon/",
        "fr_collection": "governance",
        "en_collection": "governance",
        "fr_document_type": "canon",
        "en_document_type": "canon"
      },
      {
        "translation_group": "canon-vs-inference-preuve-fidelite",
        "translation_key": "canon-vs-inference-preuve-fidelite",
        "fr_title": "Mécanique « canon vs inférence » (traçabilité et preuve de fidélité)",
        "fr_url": "https://gautierdorval.com/frameworks/canon-vs-inference-preuve-fidelite/",
        "en_title": "Canon vs inference mechanics (traceability and proof of fidelity)",
        "en_url": "https://gautierdorval.com/en/frameworks/canon-vs-inference-proof-of-fidelity/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "capture-interpretative",
        "translation_key": "capture-interpretative",
        "fr_title": "Capture interprétative",
        "fr_url": "https://gautierdorval.com/definitions/capture-interpretative/",
        "en_title": "Interpretive capture",
        "en_url": "https://gautierdorval.com/en/definitions/interpretive-capture/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "cas-de-test-formalises-montages-interpretatifs",
        "translation_key": "cas-de-test-formalises-montages-interpretatifs",
        "fr_title": "Cas de test formalisés et montages interprétatifs minimaux",
        "fr_url": "https://gautierdorval.com/doctrine/cas-de-test-formalises-et-montages-interpretatifs/",
        "en_title": "Formalized test cases and interpretive fixtures",
        "en_url": "https://gautierdorval.com/en/doctrine/formalized-test-cases-and-interpretive-fixtures/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "charte-q-layer-editoriale",
        "translation_key": "charte-q-layer-editoriale",
        "fr_title": "Charte Q-layer éditoriale : 5 règles de publication",
        "fr_url": "https://gautierdorval.com/doctrine/charte-q-layer-editoriale/",
        "en_title": "Editorial Q-Layer charter: 5 publication rules",
        "en_url": "https://gautierdorval.com/en/doctrine/editorial-q-layer-charter/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "charte",
        "en_document_type": "charte"
      },
      {
        "translation_group": "citations-fidelite-interpretative",
        "translation_key": "citations-fidelite-interpretative",
        "fr_title": "Citations, inférence et distorsion : pourquoi la fidélité interprétative compte plus que la visibilité",
        "fr_url": "https://gautierdorval.com/frameworks/citations-fidelite-interpretative/",
        "en_title": "Citations, inference, and distortion: why interpretive fidelity matters more than visibility",
        "en_url": "https://gautierdorval.com/en/frameworks/citations-inference-distortion-interpretive-fidelity/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "clar-non-reponse-legitime",
        "translation_key": "clar-non-reponse-legitime",
        "fr_title": "Non-réponse légitime",
        "fr_url": "https://gautierdorval.com/clarifications/non-reponse-legitime/",
        "en_title": "Legitimate non-response",
        "en_url": "https://gautierdorval.com/en/clarifications/legitimate-non-response/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "clarifications",
        "translation_key": "clarifications",
        "fr_title": "Clarifications",
        "fr_url": "https://gautierdorval.com/clarifications/",
        "en_title": "Clarifications",
        "en_url": "https://gautierdorval.com/en/clarifications/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "hub",
        "en_document_type": "hub"
      },
      {
        "translation_group": "collision-interpretative",
        "translation_key": "collision-interpretative",
        "fr_title": "Collision interprétative",
        "fr_url": "https://gautierdorval.com/definitions/collision-interpretative/",
        "en_title": "Interpretive collision",
        "en_url": "https://gautierdorval.com/en/definitions/interpretive-collision/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "collisions-entites-graphe-interpretatif",
        "translation_key": "collisions-entites-graphe-interpretatif",
        "fr_title": "Collisions d’entités et graphe interprétatif : stabilisation avancée",
        "fr_url": "https://gautierdorval.com/frameworks/collisions-entites-graphe-interpretatif/",
        "en_title": "Entity collisions and the interpretive graph: advanced stabilization",
        "en_url": "https://gautierdorval.com/en/frameworks/entity-collisions-and-the-interpretive-graph/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "comparative-audits",
        "translation_key": "comparative-audits",
        "fr_title": "Audits comparatifs",
        "fr_url": "https://gautierdorval.com/expertise/audits-comparatifs/",
        "en_title": "Comparative audits",
        "en_url": "https://gautierdorval.com/en/expertise/comparative-audits/",
        "fr_collection": "expertise",
        "en_collection": "expertise",
        "fr_document_type": "expertise",
        "en_document_type": "expertise"
      },
      {
        "translation_group": "compression-semantique",
        "translation_key": "compression-semantique",
        "fr_title": "Compression sémantique",
        "fr_url": "https://gautierdorval.com/definitions/compression-semantique/",
        "en_title": "Semantic compression",
        "en_url": "https://gautierdorval.com/en/definitions/semantic-compression/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "conditions-de-reponse-agentiques",
        "translation_key": "conditions-de-reponse-agentiques",
        "fr_title": "Conditions de réponse opposables pour agents IA",
        "fr_url": "https://gautierdorval.com/frameworks/conditions-de-reponse-agentiques/",
        "en_title": "Enforceable response conditions for AI agents",
        "en_url": "https://gautierdorval.com/en/frameworks/enforceable-response-conditions-for-ai-agents/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "conditions-reponse",
        "translation_key": "conditions-reponse",
        "fr_title": "Conditions de réponse",
        "fr_url": "https://gautierdorval.com/definitions/conditions-reponse/",
        "en_title": "Response conditions",
        "en_url": "https://gautierdorval.com/en/definitions/response-conditions/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "configurations-interpretatives",
        "translation_key": "configurations-interpretatives",
        "fr_title": "Configurations interprétatives du IIP-Scoring™",
        "fr_url": "https://gautierdorval.com/configurations-interpretatives/",
        "en_title": "Interpretive configurations of IIP-Scoring™",
        "en_url": "https://gautierdorval.com/en/interpretive-configurations-of-iip-scoring/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "conflit-autorite",
        "translation_key": "conflit-autorite",
        "fr_title": "Conflit d’autorité",
        "fr_url": "https://gautierdorval.com/definitions/conflit-autorite/",
        "en_title": "Authority conflict",
        "en_url": "https://gautierdorval.com/en/definitions/authority-conflict/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "contact",
        "translation_key": "contact",
        "fr_title": "Contact",
        "fr_url": "https://gautierdorval.com/contact/",
        "en_title": "Contact",
        "en_url": "https://gautierdorval.com/en/contact/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "institutionnel",
        "en_document_type": "institutionnel"
      },
      {
        "translation_group": "contamination-voisinage",
        "translation_key": "contamination-voisinage",
        "fr_title": "Contamination de voisinage",
        "fr_url": "https://gautierdorval.com/definitions/contamination-voisinage/",
        "en_title": "Neighborhood contamination",
        "en_url": "https://gautierdorval.com/en/definitions/neighborhood-contamination/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "contre-capture-interpretative",
        "translation_key": "contre-capture-interpretative",
        "fr_title": "Contre-capture interprétative (défense contre saturation de signaux)",
        "fr_url": "https://gautierdorval.com/frameworks/contre-capture-interpretative/",
        "en_title": "Anti-interpretive capture (defense against signal saturation)",
        "en_url": "https://gautierdorval.com/en/frameworks/anti-interpretive-capture/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "correction-interpretative-resorption-dette",
        "translation_key": "correction-interpretative-resorption-dette",
        "fr_title": "Gestion de la correction interprétative (résorption de dette)",
        "fr_url": "https://gautierdorval.com/frameworks/correction-interpretative-resorption-dette/",
        "en_title": "Interpretive correction governance (debt resorption)",
        "en_url": "https://gautierdorval.com/en/frameworks/interpretive-correction-debt-resorption/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "couche-preuve",
        "translation_key": "couche-preuve",
        "fr_title": "Couche de preuve",
        "fr_url": "https://gautierdorval.com/preuves/",
        "en_title": "Evidence layer",
        "en_url": "https://gautierdorval.com/en/evidence-layer/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "hub",
        "en_document_type": "hub"
      },
      {
        "translation_group": "ctic",
        "translation_key": "ctic",
        "fr_title": "CTIC : cohérence transactionnelle inter-couches",
        "fr_url": "https://gautierdorval.com/frameworks/ctic/",
        "en_title": "CTIC: cross-layer transactional coherence",
        "en_url": "https://gautierdorval.com/en/frameworks/ctic-cross-layer-transactional-coherence/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "decouvrabilite-vs-entrainement",
        "translation_key": "decouvrabilite-vs-entrainement",
        "fr_title": "Découvrabilité vs entraînement",
        "fr_url": "https://gautierdorval.com/doctrine/decouvrabilite-vs-entrainement/",
        "en_title": "Discoverability vs training",
        "en_url": "https://gautierdorval.com/en/doctrine/discoverability-vs-training/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "decrochage-etat",
        "translation_key": "decrochage-etat",
        "fr_title": "Décrochage d’état",
        "fr_url": "https://gautierdorval.com/definitions/decrochage-etat/",
        "en_title": "State drift",
        "en_url": "https://gautierdorval.com/en/definitions/state-drift/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "definitions",
        "translation_key": "definitions",
        "fr_title": "Définitions",
        "fr_url": "https://gautierdorval.com/definitions/",
        "en_title": "Definitions",
        "en_url": "https://gautierdorval.com/en/definitions/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "hub",
        "en_document_type": "hub"
      },
      {
        "translation_group": "delegated-meaning",
        "translation_key": "delegated-meaning",
        "fr_title": "Sens délégué",
        "fr_url": "https://gautierdorval.com/definitions/sens-delegue/",
        "en_title": "Delegated meaning",
        "en_url": "https://gautierdorval.com/en/definitions/delegated-meaning/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "delegated-meaning-vs-silent-delegation-of-authority",
        "translation_key": "delegated-meaning-vs-silent-delegation-of-authority",
        "fr_title": "Sens délégué vs délégation silencieuse d’autorité",
        "fr_url": "https://gautierdorval.com/clarifications/sens-delegue-vs-delegation-silencieuse-dautorite/",
        "en_title": "Delegated meaning vs silent delegation of authority",
        "en_url": "https://gautierdorval.com/en/clarifications/delegated-meaning-vs-silent-delegation-of-authority/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "derive-conformite",
        "translation_key": "derive-conformite",
        "fr_title": "Dérive de conformité",
        "fr_url": "https://gautierdorval.com/definitions/derive-conformite/",
        "en_title": "Compliance drift",
        "en_url": "https://gautierdorval.com/en/definitions/compliance-drift/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "derives-interpretatives-agentiques",
        "translation_key": "derives-interpretatives-agentiques",
        "fr_title": "Typologie des dérives interprétatives en agentique",
        "fr_url": "https://gautierdorval.com/frameworks/derives-interpretatives-agentiques/",
        "en_title": "Typology of interpretive drifts in agentic systems",
        "en_url": "https://gautierdorval.com/en/frameworks/interpretive-drifts-in-agentic-systems/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "desambiguisation-entites",
        "translation_key": "desambiguisation-entites",
        "fr_title": "Désambiguïsation d’entités",
        "fr_url": "https://gautierdorval.com/expertise/desambiguisation-entites/",
        "en_title": "Entity disambiguation",
        "en_url": "https://gautierdorval.com/en/expertise/entity-disambiguation/",
        "fr_collection": "expertise",
        "en_collection": "expertise",
        "fr_document_type": "expertise",
        "en_document_type": "expertise"
      },
      {
        "translation_group": "desambiguisation-ia",
        "translation_key": "desambiguisation-ia",
        "fr_title": "Désambiguïsation IA",
        "fr_url": "https://gautierdorval.com/definitions/desambiguisation-ia/",
        "en_title": "AI disambiguation",
        "en_url": "https://gautierdorval.com/en/definitions/ai-disambiguation/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "dette-interpretative",
        "translation_key": "dette-interpretative",
        "fr_title": "Dette interprétative",
        "fr_url": "https://gautierdorval.com/definitions/dette-interpretative/",
        "en_title": "Interpretive debt",
        "en_url": "https://gautierdorval.com/en/definitions/interpretive-debt/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "dette-interpretative-analyse",
        "translation_key": "dette-interpretative-analyse",
        "fr_title": "Dette interprétative : cadre analytique",
        "fr_url": "https://gautierdorval.com/frameworks/dette-interpretative-analyse/",
        "en_title": "Interpretive debt: analytical framework",
        "en_url": "https://gautierdorval.com/en/frameworks/interpretive-debt-analytic-framework/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "dette-interpretative-extinction",
        "translation_key": "dette-interpretative-extinction",
        "fr_title": "Dette interprétative : dynamique d’accumulation et extinction (cadre opératoire complet)",
        "fr_url": "https://gautierdorval.com/frameworks/dette-interpretative-extinction/",
        "en_title": "Interpretive debt: accumulation dynamics and extinction (complete operating framework)",
        "en_url": "https://gautierdorval.com/en/frameworks/interpretive-debt-accumulation-and-extinction/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "discipline-version-release",
        "translation_key": "discipline-version-release",
        "fr_title": "Mise à jour et pouvoir de version (release discipline pour le web interprété)",
        "fr_url": "https://gautierdorval.com/frameworks/discipline-version-release/",
        "en_title": "Release discipline and version power for the interpreted web",
        "en_url": "https://gautierdorval.com/en/frameworks/release-discipline-and-version-power/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "distorsion-vs-inference",
        "translation_key": "distorsion-vs-inference",
        "fr_title": "Distorsion vs inférence",
        "fr_url": "https://gautierdorval.com/distorsion-vs-inference/",
        "en_title": "Distortion vs inference",
        "en_url": "https://gautierdorval.com/en/distortion-vs-inference/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "doc-agentique",
        "translation_key": "doc-agentique",
        "fr_title": "Agentique : gouverner l’IA qui agit (Web ouvert & environnements fermés)",
        "fr_url": "https://gautierdorval.com/agentique/",
        "en_title": "Agentic: governing AI that acts (open web & closed environments)",
        "en_url": "https://gautierdorval.com/en/agentic/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "doc-authority-governance-layer-3",
        "translation_key": "doc-authority-governance-layer-3",
        "fr_title": "Authority Governance (Layer 3) : doctrine et frontière de régime",
        "fr_url": "https://gautierdorval.com/doctrine/authority-governance-layer-3/",
        "en_title": "Authority Governance (Layer 3): doctrine and regime boundary",
        "en_url": "https://gautierdorval.com/en/doctrine/authority-governance-layer-3/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "doc-external-authority-control",
        "translation_key": "doc-external-authority-control",
        "fr_title": "External Authority Control (EAC)",
        "fr_url": "https://gautierdorval.com/doctrine/external-authority-control/",
        "en_title": "External Authority Control (EAC)",
        "en_url": "https://gautierdorval.com/en/doctrine/external-authority-control/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "doc-gouvernance-autorite-interpretative-distribuee",
        "translation_key": "doc-gouvernance-autorite-interpretative-distribuee",
        "fr_title": "Gouvernance d’autorité interprétative distribuée : doctrine multisite",
        "fr_url": "https://gautierdorval.com/doctrine/gouvernance-autorite-interpretative-distribuee/",
        "en_title": "Distributed interpretive authority governance: multisite doctrine",
        "en_url": "https://gautierdorval.com/en/doctrine/distributed-interpretive-authority-governance/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "doc-gouvernance-endogene",
        "translation_key": "doc-gouvernance-endogene",
        "fr_title": "Gouvernance endogène : canoniser l’entité on-site",
        "fr_url": "https://gautierdorval.com/doctrine/gouvernance-endogene/",
        "en_title": "Endogenous governance: canonizing the on-site entity",
        "en_url": "https://gautierdorval.com/en/doctrine/endogenous-governance/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "doc-gouvernance-exogene",
        "translation_key": "doc-gouvernance-exogene",
        "fr_title": "Gouvernance exogène : stabiliser le graphe externe d’une entité",
        "fr_url": "https://gautierdorval.com/doctrine/gouvernance-exogene/",
        "en_title": "Exogenous governance: stabilizing an entity’s external graph",
        "en_url": "https://gautierdorval.com/en/doctrine/exogenous-governance/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "doc-gouvernance-interpretative",
        "translation_key": "doc-gouvernance-interpretative",
        "fr_title": "Gouvernance interprétative : périmètre, négations, prévalence et Q-Layer",
        "fr_url": "https://gautierdorval.com/gouvernance-interpretative/",
        "en_title": "Interpretive governance: perimeter, negations, prevalence, and Q-Layer",
        "en_url": "https://gautierdorval.com/en/interpretive-governance/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "position"
      },
      {
        "translation_group": "doc-gouvernance-memoire",
        "translation_key": "doc-gouvernance-memoire",
        "fr_title": "Position doctrinale : gouvernance de la mémoire",
        "fr_url": "https://gautierdorval.com/doctrine/gouvernance-memoire/",
        "en_title": "Doctrinal position: memory governance",
        "en_url": "https://gautierdorval.com/en/doctrine/memory-governance/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "doc-negation-gouvernee",
        "translation_key": "doc-negation-gouvernee",
        "fr_title": "Négation gouvernée : gérer les conflits sans amplifier le bruit",
        "fr_url": "https://gautierdorval.com/doctrine/negation-gouvernee/",
        "en_title": "Governed negation: managing conflicts without amplifying noise",
        "en_url": "https://gautierdorval.com/en/doctrine/governed-negation/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "doc-observabilite-interpretative",
        "translation_key": "doc-observabilite-interpretative",
        "fr_title": "Observabilité interprétative : mesurer la stabilité des reconstructions",
        "fr_url": "https://gautierdorval.com/doctrine/observabilite-interpretative/",
        "en_title": "Interpretive observability: measuring the stability of reconstructions",
        "en_url": "https://gautierdorval.com/en/doctrine/interpretive-observability/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "doctrine",
        "translation_key": "doctrine",
        "fr_title": "Doctrine",
        "fr_url": "https://gautierdorval.com/doctrine/",
        "en_title": "Doctrine",
        "en_url": "https://gautierdorval.com/en/doctrine/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "hub",
        "en_document_type": "hub"
      },
      {
        "translation_group": "doctrine-visibilite-machine-first",
        "translation_key": "doctrine-visibilite-machine-first",
        "fr_title": "Doctrine de visibilité machine-first",
        "fr_url": "https://gautierdorval.com/doctrine/doctrine-visibilite-machine-first/",
        "en_title": "Machine-first visibility doctrine",
        "en_url": "https://gautierdorval.com/en/doctrine/machine-first-visibility-doctrine/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "dossiers-compares-contradictions-exemplaires",
        "translation_key": "dossiers-compares-contradictions-exemplaires",
        "fr_title": "Dossiers comparés et contradictions exemplaires",
        "fr_url": "https://gautierdorval.com/doctrine/dossiers-compares-et-contradictions-exemplaires/",
        "en_title": "Comparative dossiers and exemplary contradictions",
        "en_url": "https://gautierdorval.com/en/doctrine/comparative-dossiers-and-exemplary-contradictions/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "drift-detection",
        "translation_key": "drift-detection",
        "fr_title": "Détection de dérive sémantique",
        "fr_url": "https://gautierdorval.com/expertise/detection-de-derive-semantique/",
        "en_title": "Drift detection",
        "en_url": "https://gautierdorval.com/en/expertise/drift-detection/",
        "fr_collection": "expertise",
        "en_collection": "expertise",
        "fr_document_type": "expertise",
        "en_document_type": "expertise"
      },
      {
        "translation_group": "dynamiques-interpretatives-des-systemes-ia",
        "translation_key": "dynamiques-interpretatives-des-systemes-ia",
        "fr_title": "Dynamiques interprétatives des systèmes IA",
        "fr_url": "https://gautierdorval.com/dynamiques-interpretatives-des-systemes-ia/",
        "en_title": "Interpretive dynamics of AI systems",
        "en_url": "https://gautierdorval.com/en/interpretive-dynamics-of-ai-systems/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "position"
      },
      {
        "translation_group": "eac-decisions-minimales",
        "translation_key": "eac-decisions-minimales",
        "fr_title": "EAC : décisions doctrinales minimales",
        "fr_url": "https://gautierdorval.com/doctrine/eac-decisions-minimales/",
        "en_title": "EAC: minimum doctrinal decisions",
        "en_url": "https://gautierdorval.com/en/doctrine/eac-minimum-doctrinal-decisions/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "position"
      },
      {
        "translation_group": "eac-vs-layer-3",
        "translation_key": "eac-vs-layer-3",
        "fr_title": "EAC vs Layer 3 : frontière entre interprétation et exécution",
        "fr_url": "https://gautierdorval.com/doctrine/eac-vs-layer-3/",
        "en_title": "EAC vs Layer 3: boundary between interpretation and execution",
        "en_url": "https://gautierdorval.com/en/doctrine/eac-vs-layer-3/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "ecart-canon-sortie",
        "translation_key": "ecart-canon-sortie",
        "fr_title": "Écart canon-sortie",
        "fr_url": "https://gautierdorval.com/definitions/ecart-canon-sortie/",
        "en_title": "Canon-output gap",
        "en_url": "https://gautierdorval.com/en/definitions/canon-output-gap/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "echantillonnage-representativite-corpus-comparaison",
        "translation_key": "echantillonnage-representativite-corpus-comparaison",
        "fr_title": "Échantillonnage, représentativité et corpus de comparaison",
        "fr_url": "https://gautierdorval.com/doctrine/echantillonnage-representativite-et-corpus-de-comparaison/",
        "en_title": "Sampling, representativeness, and comparison corpora",
        "en_url": "https://gautierdorval.com/en/doctrine/sampling-representativeness-and-comparison-corpora/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "empoisonnement-donnees-entrainement",
        "translation_key": "empoisonnement-donnees-entrainement",
        "fr_title": "Empoisonnement des données d’entraînement : gouvernance des sources et provenance",
        "fr_url": "https://gautierdorval.com/clarifications/empoisonnement-donnees-entrainement/",
        "en_title": "Training data poisoning: source governance and provenance",
        "en_url": "https://gautierdorval.com/en/clarifications/training-data-poisoning/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "empoisonnement-rag",
        "translation_key": "empoisonnement-rag",
        "fr_title": "Empoisonnement RAG : contamination du corpus et dérive interprétative",
        "fr_url": "https://gautierdorval.com/clarifications/empoisonnement-rag/",
        "en_title": "RAG poisoning: corpus contamination and interpretive drift",
        "en_url": "https://gautierdorval.com/en/clarifications/rag-poisoning/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "ent-summary",
        "translation_key": "ent-summary",
        "fr_title": "Entity summary — Gautier Dorval",
        "fr_url": "https://gautierdorval.com/entite/summary/",
        "en_title": "Entity summary — Gautier Dorval",
        "en_url": "https://gautierdorval.com/en/entity/summary/",
        "fr_collection": "entity",
        "en_collection": "entity",
        "fr_document_type": "entity-summary",
        "en_document_type": "entity-summary"
      },
      {
        "translation_group": "entity",
        "translation_key": "entity",
        "fr_title": "Entité Gautier Dorval",
        "fr_url": "https://gautierdorval.com/entite/",
        "en_title": "Entity — Gautier Dorval",
        "en_url": "https://gautierdorval.com/en/entity/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "hub",
        "en_document_type": "hub"
      },
      {
        "translation_group": "epistemologie-mesure-interpretative",
        "translation_key": "epistemologie-mesure-interpretative",
        "fr_title": "Épistémologie de la mesure interprétative",
        "fr_url": "https://gautierdorval.com/epistemologie-mesure-interpretative/",
        "en_title": "Epistemology of interpretive measurement",
        "en_url": "https://gautierdorval.com/en/epistemology-of-interpretive-measurement/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "exclusions",
        "translation_key": "exclusions",
        "fr_title": "Exclusions globales",
        "fr_url": "https://gautierdorval.com/exclusions/",
        "en_title": "Global exclusions",
        "en_url": "https://gautierdorval.com/en/global-exclusions/",
        "fr_collection": "governance",
        "en_collection": "governance",
        "fr_document_type": "exclusion",
        "en_document_type": "exclusion"
      },
      {
        "translation_group": "exp-gouvernance-interpretative",
        "translation_key": "exp-gouvernance-interpretative",
        "fr_title": "Gouvernance interprétative",
        "fr_url": "https://gautierdorval.com/expertise/gouvernance-interpretative/",
        "en_title": "Interpretive governance",
        "en_url": "https://gautierdorval.com/en/expertise/interpretive-governance/",
        "fr_collection": "expertise",
        "en_collection": "expertise",
        "fr_document_type": "expertise",
        "en_document_type": "expertise"
      },
      {
        "translation_group": "exp-seo-interpretatif",
        "translation_key": "exp-seo-interpretatif",
        "fr_title": "SEO interprétatif",
        "fr_url": "https://gautierdorval.com/expertise/seo-interpretatif/",
        "en_title": "Interpretive SEO",
        "en_url": "https://gautierdorval.com/en/expertise/interpretive-seo/",
        "fr_collection": "expertise",
        "en_collection": "expertise",
        "fr_document_type": "expertise",
        "en_document_type": "expertise"
      },
      {
        "translation_group": "expertise",
        "translation_key": "expertise",
        "fr_title": "Expertise",
        "fr_url": "https://gautierdorval.com/expertise/",
        "en_title": "Expertise",
        "en_url": "https://gautierdorval.com/en/expertise/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "hub",
        "en_document_type": "hub"
      },
      {
        "translation_group": "external-authority-control",
        "translation_key": "external-authority-control",
        "fr_title": "External Authority Control (EAC)",
        "fr_url": "https://gautierdorval.com/definitions/external-authority-control/",
        "en_title": "External Authority Control (EAC)",
        "en_url": "https://gautierdorval.com/en/definitions/external-authority-control/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "fossilisation-interpretative",
        "translation_key": "fossilisation-interpretative",
        "fr_title": "Fossilisation interprétative",
        "fr_url": "https://gautierdorval.com/fossilisation-interpretative/",
        "en_title": "Interpretive fossilization",
        "en_url": "https://gautierdorval.com/en/interpretive-fossilization/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "fragilite-canonique",
        "translation_key": "fragilite-canonique",
        "fr_title": "Fragilité canonique",
        "fr_url": "https://gautierdorval.com/definitions/fragilite-canonique/",
        "en_title": "Canonical fragility",
        "en_url": "https://gautierdorval.com/en/definitions/canonical-fragility/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "frameworks",
        "translation_key": "frameworks",
        "fr_title": "Frameworks et cadres applicables",
        "fr_url": "https://gautierdorval.com/frameworks/",
        "en_title": "Applicable frameworks",
        "en_url": "https://gautierdorval.com/en/frameworks/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "hub",
        "en_document_type": "hub"
      },
      {
        "translation_group": "frontiere-autorite",
        "translation_key": "frontiere-autorite",
        "fr_title": "Frontière d’autorité",
        "fr_url": "https://gautierdorval.com/definitions/frontiere-autorite/",
        "en_title": "Authority boundary",
        "en_url": "https://gautierdorval.com/en/definitions/authority-boundary/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "gestion-collisions-entites",
        "translation_key": "gestion-collisions-entites",
        "fr_title": "Gestion des collisions d’entités (désambiguïsation défensive)",
        "fr_url": "https://gautierdorval.com/frameworks/gestion-collisions-entites/",
        "en_title": "Entity collision governance (defensive disambiguation)",
        "en_url": "https://gautierdorval.com/en/frameworks/entity-collision-governance/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "gouvernance-autorite-interpretative-distribuee",
        "translation_key": "gouvernance-autorite-interpretative-distribuee",
        "fr_title": "Gouvernance d’autorité interprétative distribuée",
        "fr_url": "https://gautierdorval.com/definitions/gouvernance-autorite-interpretative-distribuee/",
        "en_title": "Distributed interpretive authority governance",
        "en_url": "https://gautierdorval.com/en/definitions/distributed-interpretive-authority-governance/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "gouvernance-conflits-autorite-avancee",
        "translation_key": "gouvernance-conflits-autorite-avancee",
        "fr_title": "Gouvernance des conflits d’autorité : cadre avancé d’arbitrage interprétatif",
        "fr_url": "https://gautierdorval.com/frameworks/gouvernance-conflits-autorite-avancee/",
        "en_title": "Authority conflict governance: advanced interpretive arbitration",
        "en_url": "https://gautierdorval.com/en/frameworks/advanced-authority-conflict-governance/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "gouvernance-endogene",
        "translation_key": "gouvernance-endogene",
        "fr_title": "Gouvernance endogène",
        "fr_url": "https://gautierdorval.com/definitions/gouvernance-endogene/",
        "en_title": "Endogenous governance",
        "en_url": "https://gautierdorval.com/en/definitions/endogenous-governance/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "gouvernance-endogene-canonisation",
        "translation_key": "gouvernance-endogene-canonisation",
        "fr_title": "Gouvernance endogène : canoniser l’entité on-site (process)",
        "fr_url": "https://gautierdorval.com/frameworks/gouvernance-endogene-canonisation/",
        "en_title": "Endogenous governance: canonizing the on-site entity (process)",
        "en_url": "https://gautierdorval.com/en/frameworks/endogenous-governance-canonizing-the-on-site-entity/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "methode",
        "en_document_type": "methode"
      },
      {
        "translation_group": "gouvernance-environnements-fermes-controle-execution",
        "translation_key": "gouvernance-environnements-fermes-controle-execution",
        "fr_title": "Gouvernance des environnements fermés : enclave interprétative et contrôle d’exécution",
        "fr_url": "https://gautierdorval.com/frameworks/gouvernance-environnements-fermes-controle-execution/",
        "en_title": "Governance of closed environments: interpretive enclave and execution control",
        "en_url": "https://gautierdorval.com/en/frameworks/governance-of-closed-environments-and-execution-control/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "gouvernance-etats-dynamiques",
        "translation_key": "gouvernance-etats-dynamiques",
        "fr_title": "Gouvernance des états dynamiques : variables volatiles et vérité interprétative",
        "fr_url": "https://gautierdorval.com/frameworks/gouvernance-etats-dynamiques/",
        "en_title": "Governance of dynamic states: volatile variables and interpretive truth",
        "en_url": "https://gautierdorval.com/en/frameworks/dynamic-state-governance/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "gouvernance-exogene",
        "translation_key": "gouvernance-exogene",
        "fr_title": "Gouvernance exogène (définition abrégée)",
        "fr_url": "https://gautierdorval.com/definitions/gouvernance-exogene/",
        "en_title": "Exogenous governance (short definition)",
        "en_url": "https://gautierdorval.com/en/definitions/exogenous-governance/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "gouvernance-exogene-stabilisation-graphe",
        "translation_key": "gouvernance-exogene-stabilisation-graphe",
        "fr_title": "Gouvernance exogène : stabilisation du graphe externe (process)",
        "fr_url": "https://gautierdorval.com/frameworks/gouvernance-exogene-stabilisation-graphe/",
        "en_title": "Exogenous governance: external graph stabilization (process)",
        "en_url": "https://gautierdorval.com/en/frameworks/exogenous-governance-external-graph-stabilization/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "methode",
        "en_document_type": "methode"
      },
      {
        "translation_group": "gouvernance-identifiants-desambiguisation",
        "translation_key": "gouvernance-identifiants-desambiguisation",
        "fr_title": "Gouvernance des identifiants : désambiguïsation multi-graphes et ancrage machine-first",
        "fr_url": "https://gautierdorval.com/frameworks/gouvernance-identifiants-desambiguisation/",
        "en_title": "Governance of identifiers: multigraph disambiguation and machine-first anchoring",
        "en_url": "https://gautierdorval.com/en/frameworks/identifier-governance-multigraph-disambiguation/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "gouvernance-interpretative",
        "translation_key": "gouvernance-interpretative",
        "fr_title": "Gouvernance interprétative",
        "fr_url": "https://gautierdorval.com/definitions/gouvernance-interpretative/",
        "en_title": "Interpretive governance",
        "en_url": "https://gautierdorval.com/en/definitions/interpretive-governance/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "gouvernance-interpretative-agentique",
        "translation_key": "gouvernance-interpretative-agentique",
        "fr_title": "Gouvernance interprétative des agents IA (Web ouvert & environnements fermés)",
        "fr_url": "https://gautierdorval.com/frameworks/gouvernance-interpretative-agentique/",
        "en_title": "Interpretive governance for AI agents (open web & closed environments)",
        "en_url": "https://gautierdorval.com/en/frameworks/interpretive-governance-for-ai-agents/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "gouvernance-memoire",
        "translation_key": "gouvernance-memoire",
        "fr_title": "Gouvernance de la mémoire",
        "fr_url": "https://gautierdorval.com/definitions/gouvernance-memoire/",
        "en_title": "Memory governance",
        "en_url": "https://gautierdorval.com/en/definitions/memory-governance/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "gouvernance-rag-controle-retrieval",
        "translation_key": "gouvernance-rag-controle-retrieval",
        "fr_title": "Gouvernance RAG : contrôle du retrieval et de l’inférence",
        "fr_url": "https://gautierdorval.com/frameworks/gouvernance-rag-controle-retrieval/",
        "en_title": "RAG governance: retrieval and inference control",
        "en_url": "https://gautierdorval.com/en/frameworks/rag-governance-retrieval-and-inference-control/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "gouvernance-rag-vs-gouvernance-interpretative",
        "translation_key": "gouvernance-rag-vs-gouvernance-interpretative",
        "fr_title": "RAG governance vs gouvernance interprétative",
        "fr_url": "https://gautierdorval.com/frameworks/gouvernance-rag-vs-gouvernance-interpretative/",
        "en_title": "RAG governance vs interpretive governance",
        "en_url": "https://gautierdorval.com/en/frameworks/rag-governance-vs-interpretive-governance/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "graphe-coherence-externe",
        "translation_key": "graphe-coherence-externe",
        "fr_title": "Graphe de cohérence externe",
        "fr_url": "https://gautierdorval.com/definitions/graphe-coherence-externe/",
        "en_title": "External coherence graph",
        "en_url": "https://gautierdorval.com/en/definitions/external-coherence-graph/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "graphe-de-coherence-externe",
        "translation_key": "graphe-de-coherence-externe",
        "fr_title": "Graphe de coh\\u00e9rence externe : cartographier les sources actives d\\u2019une entit\\u00e9",
        "fr_url": "https://gautierdorval.com/doctrine/graphe-de-coherence-externe/",
        "en_title": "External coherence graph: mapping an entity’s active sources",
        "en_url": "https://gautierdorval.com/en/doctrine/external-coherence-graph/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "hallucination-interpretative",
        "translation_key": "hallucination-interpretative",
        "fr_title": "Hallucination interprétative",
        "fr_url": "https://gautierdorval.com/definitions/hallucination-interpretative/",
        "en_title": "Interpretive hallucination",
        "en_url": "https://gautierdorval.com/en/definitions/interpretive-hallucination/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "hallucinations-attribution-et-risque-interpretatif",
        "translation_key": "hallucinations-attribution-et-risque-interpretatif",
        "fr_title": "Clarification : hallucinations, attribution et risque interprétatif",
        "fr_url": "https://gautierdorval.com/clarifications/hallucinations-attribution-et-risque-interpretatif/",
        "en_title": "Clarification: hallucinations, attribution, and interpretive risk",
        "en_url": "https://gautierdorval.com/en/clarifications/hallucinations-attribution-and-interpretive-risk/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "hierarchie-sources-produit",
        "translation_key": "hierarchie-sources-produit",
        "fr_title": "Documentation, centre d’aide, tarification et changelog : hiérarchie des sources produit",
        "fr_url": "https://gautierdorval.com/doctrine/hierarchie-des-sources-produit/",
        "en_title": "Documentation, help center, pricing, and changelog: product source hierarchy",
        "en_url": "https://gautierdorval.com/en/doctrine/product-source-hierarchy/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "home",
        "translation_key": "home",
        "fr_title": "Accueil",
        "fr_url": "https://gautierdorval.com/",
        "en_title": "Semantic governance ecosystem",
        "en_url": "https://gautierdorval.com/en/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "institutionnel",
        "en_document_type": "institutionnel"
      },
      {
        "translation_group": "iip-scoring-cadre-doctrinal",
        "translation_key": "iip-scoring-cadre-doctrinal",
        "fr_title": "IIP-Scoring™ : cadre doctrinal du protocole de mesure de l’intégrité interprétative",
        "fr_url": "https://gautierdorval.com/iip-scoring-cadre-doctrinal/",
        "en_title": "IIP-Scoring™: doctrinal framework for the interpretive integrity measurement protocol",
        "en_url": "https://gautierdorval.com/en/iip-scoring-doctrinal-framework/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "iip-scoring-methode",
        "translation_key": "iip-scoring-methode",
        "fr_title": "IIP-Scoring™ : méthode opératoire (vue publique bornée)",
        "fr_url": "https://gautierdorval.com/frameworks/iip-scoring-methode/",
        "en_title": "IIP-Scoring™: operational method (bounded public view)",
        "en_url": "https://gautierdorval.com/en/frameworks/iip-scoring-operational-method/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "methode",
        "en_document_type": "methode"
      },
      {
        "translation_group": "independent-reporting",
        "translation_key": "independent-reporting",
        "fr_title": "Reporting indépendant et preuve opposable",
        "fr_url": "https://gautierdorval.com/expertise/reporting-independant/",
        "en_title": "Independent reporting and opposable evidence",
        "en_url": "https://gautierdorval.com/en/expertise/independent-reporting/",
        "fr_collection": "expertise",
        "en_collection": "expertise",
        "fr_document_type": "expertise",
        "en_document_type": "expertise"
      },
      {
        "translation_group": "indexation-vs-reponse-vs-entrainement",
        "translation_key": "indexation-vs-reponse-vs-entrainement",
        "fr_title": "Indexation vs réponse vs entraînement",
        "fr_url": "https://gautierdorval.com/doctrine/indexation-vs-reponse-vs-entrainement/",
        "en_title": "Indexing, answer generation, and training",
        "en_url": "https://gautierdorval.com/en/doctrine/indexing-answer-generation-and-training/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "inertie-interpretative",
        "translation_key": "inertie-interpretative",
        "fr_title": "Inertie interprétative",
        "fr_url": "https://gautierdorval.com/definitions/inertie-interpretative/",
        "en_title": "Interpretive inertia",
        "en_url": "https://gautierdorval.com/en/definitions/interpretive-inertia/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "injection-de-prompt",
        "translation_key": "injection-de-prompt",
        "fr_title": "Injection de prompt : menace d’autorité et confusion instruction/donnée",
        "fr_url": "https://gautierdorval.com/clarifications/injection-de-prompt/",
        "en_title": "Prompt injection: authority threat and instruction/data confusion",
        "en_url": "https://gautierdorval.com/en/clarifications/prompt-injection/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "injection-indirecte-resumer-contenu",
        "translation_key": "injection-indirecte-resumer-contenu",
        "fr_title": "Injection indirecte : quand « résume ce contenu » devient une surface d’attaque",
        "fr_url": "https://gautierdorval.com/clarifications/injection-indirecte-resumer-contenu/",
        "en_title": "Indirect injection: when “summarize this content” becomes an attack surface",
        "en_url": "https://gautierdorval.com/en/clarifications/indirect-injection-summarize-this-content/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "instabilite-recommandations-ia-gouvernance-interpretative",
        "translation_key": "instabilite-recommandations-ia-gouvernance-interpretative",
        "fr_title": "Instabilité des recommandations IA et gouvernance interprétative",
        "fr_url": "https://gautierdorval.com/frameworks/instabilite-recommandations-ia-gouvernance-interpretative/",
        "en_title": "Instability of AI recommendations and interpretive governance",
        "en_url": "https://gautierdorval.com/en/frameworks/instability-of-ai-recommendations-and-interpretive-governance/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "instruments-derives",
        "translation_key": "instruments-derives",
        "fr_title": "Instruments dérivés et surfaces non normatives",
        "fr_url": "https://gautierdorval.com/instruments-derives/",
        "en_title": "Derived instruments and non-normative surfaces",
        "en_url": "https://gautierdorval.com/en/derived-instruments-and-non-normative-surfaces/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "interpretation",
        "translation_key": "interpretation",
        "fr_title": "Interprétation des systèmes d’IA : gouvernance, silence et lecture canonique",
        "fr_url": "https://gautierdorval.com/interpretation/",
        "en_title": "Interpretation of AI systems: governance, silence, and canonical reading",
        "en_url": "https://gautierdorval.com/en/interpretation-of-ai-systems-governance-silence-and-canonical-reading/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "interpretive-evidence",
        "translation_key": "interpretive-evidence",
        "fr_title": "Preuve interprétative",
        "fr_url": "https://gautierdorval.com/definitions/preuve-interpretative/",
        "en_title": "Interpretive evidence",
        "en_url": "https://gautierdorval.com/en/definitions/interpretive-evidence/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "interpretive-evidence-vs-proof-of-fidelity",
        "translation_key": "interpretive-evidence-vs-proof-of-fidelity",
        "fr_title": "Preuve interprétative vs preuve de fidélité",
        "fr_url": "https://gautierdorval.com/clarifications/preuve-interpretative-vs-preuve-de-fidelite/",
        "en_title": "Interpretive evidence vs proof of fidelity",
        "en_url": "https://gautierdorval.com/en/clarifications/interpretive-evidence-vs-proof-of-fidelity/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "interpretive-risk-assessment",
        "translation_key": "interpretive-risk-assessment",
        "fr_title": "Évaluation du risque interprétatif",
        "fr_url": "https://gautierdorval.com/expertise/evaluation-du-risque-interpretatif/",
        "en_title": "Interpretive risk assessment",
        "en_url": "https://gautierdorval.com/en/expertise/interpretive-risk-assessment/",
        "fr_collection": "expertise",
        "en_collection": "expertise",
        "fr_document_type": "expertise",
        "en_document_type": "expertise"
      },
      {
        "translation_group": "invisibilisation-interpretative",
        "translation_key": "invisibilisation-interpretative",
        "fr_title": "Invisibilisation interprétative",
        "fr_url": "https://gautierdorval.com/definitions/invisibilisation-interpretative/",
        "en_title": "Interpretive invisibilization",
        "en_url": "https://gautierdorval.com/en/definitions/interpretive-invisibilization/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "jurisprudence-doctrinale-cas-limites",
        "translation_key": "jurisprudence-doctrinale-cas-limites",
        "fr_title": "Jurisprudence doctrinale : cas limites, exceptions et contre-exemples",
        "fr_url": "https://gautierdorval.com/doctrine/jurisprudence-doctrinale-cas-limites/",
        "en_title": "Doctrinal jurisprudence: limit cases, exceptions, and counterexamples",
        "en_url": "https://gautierdorval.com/en/doctrine/doctrinal-jurisprudence-limit-cases/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "lecture",
        "translation_key": "lecture",
        "fr_title": "lecture",
        "fr_url": "https://gautierdorval.com/doctrine/lecture/",
        "en_title": "Reading",
        "en_url": "https://gautierdorval.com/en/doctrine/reading/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "lexique",
        "translation_key": "lexique",
        "fr_title": "Lexique de la gouvernance interprétative",
        "fr_url": "https://gautierdorval.com/lexique/",
        "en_title": "Glossary",
        "en_url": "https://gautierdorval.com/en/glossary/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "hub",
        "en_document_type": "hub"
      },
      {
        "translation_group": "lexique-agentique-rag-environnements",
        "translation_key": "lexique-agentique-rag-environnements",
        "fr_title": "Lexique : agentique, RAG, environnements",
        "fr_url": "https://gautierdorval.com/lexique/lexique-agentique-rag-environnements/",
        "en_title": "Glossary: agentic, RAG, environments",
        "en_url": "https://gautierdorval.com/en/glossary/agentic-rag-environments/",
        "fr_collection": "lexique",
        "en_collection": "lexique",
        "fr_document_type": "lexique",
        "en_document_type": "lexique"
      },
      {
        "translation_group": "lexique-canon-autorite",
        "translation_key": "lexique-canon-autorite",
        "fr_title": "Lexique : canon, autorité, non-réponse",
        "fr_url": "https://gautierdorval.com/lexique/lexique-canon-autorite/",
        "en_title": "Glossary: canon, authority, non-response",
        "en_url": "https://gautierdorval.com/en/glossary/canon-authority-non-response/",
        "fr_collection": "lexique",
        "en_collection": "lexique",
        "fr_document_type": "lexique",
        "en_document_type": "lexique"
      },
      {
        "translation_group": "lexique-capture-contamination-collisions",
        "translation_key": "lexique-capture-contamination-collisions",
        "fr_title": "Lexique : capture, contamination, collisions",
        "fr_url": "https://gautierdorval.com/lexique/lexique-capture-contamination-collisions/",
        "en_title": "Glossary: capture, contamination, collisions",
        "en_url": "https://gautierdorval.com/en/glossary/capture-contamination-collisions/",
        "fr_collection": "lexique",
        "en_collection": "lexique",
        "fr_document_type": "lexique",
        "en_document_type": "lexique"
      },
      {
        "translation_group": "lexique-derives-inertie",
        "translation_key": "lexique-derives-inertie",
        "fr_title": "Lexique : dérives et inertie interprétative",
        "fr_url": "https://gautierdorval.com/lexique/lexique-derives-inertie/",
        "en_title": "Glossary: drifts and interpretive inertia",
        "en_url": "https://gautierdorval.com/en/glossary/drifts-and-interpretive-inertia/",
        "fr_collection": "lexique",
        "en_collection": "lexique",
        "fr_document_type": "lexique",
        "en_document_type": "lexique"
      },
      {
        "translation_group": "lexique-gouvernance-interpretative",
        "translation_key": "lexique-gouvernance-interpretative",
        "fr_title": "Lexique de la gouvernance interprétative",
        "fr_url": "https://gautierdorval.com/lexique/lexique-gouvernance-interpretative/",
        "en_title": "Glossary of interpretive governance",
        "en_url": "https://gautierdorval.com/en/glossary/interpretive-governance/",
        "fr_collection": "lexique",
        "en_collection": "lexique",
        "fr_document_type": "lexique",
        "en_document_type": "lexique"
      },
      {
        "translation_group": "lexique-preuve-audit-observabilite",
        "translation_key": "lexique-preuve-audit-observabilite",
        "fr_title": "Lexique : preuve, audit, observabilité",
        "fr_url": "https://gautierdorval.com/lexique/lexique-preuve-audit-observabilite/",
        "en_title": "Glossary: proof, audit, and observability",
        "en_url": "https://gautierdorval.com/en/glossary/glossary-proof-audit-observability/",
        "fr_collection": "lexique",
        "en_collection": "lexique",
        "fr_document_type": "lexique",
        "en_document_type": "lexique"
      },
      {
        "translation_group": "lexique-soutenabilite-dette-correction",
        "translation_key": "lexique-soutenabilite-dette-correction",
        "fr_title": "Lexique : soutenabilité, dette, correction",
        "fr_url": "https://gautierdorval.com/lexique/lexique-soutenabilite-dette-correction/",
        "en_title": "Glossary: sustainability, debt, correction",
        "en_url": "https://gautierdorval.com/en/glossary/sustainability-debt-correction/",
        "fr_collection": "lexique",
        "en_collection": "lexique",
        "fr_document_type": "lexique",
        "en_document_type": "lexique"
      },
      {
        "translation_group": "lissage-interpretatif",
        "translation_key": "lissage-interpretatif",
        "fr_title": "Lissage interprétatif",
        "fr_url": "https://gautierdorval.com/definitions/lissage-interpretatif/",
        "en_title": "Interpretive smoothing",
        "en_url": "https://gautierdorval.com/en/definitions/interpretive-smoothing/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "llm-visibility",
        "translation_key": "llm-visibility",
        "fr_title": "Visibilité LLM",
        "fr_url": "https://gautierdorval.com/definitions/visibilite-llm/",
        "en_title": "LLM visibility",
        "en_url": "https://gautierdorval.com/en/definitions/llm-visibility/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "llm-visibility-vs-citability-vs-recommendability",
        "translation_key": "llm-visibility-vs-citability-vs-recommendability",
        "fr_title": "Visibilité LLM vs citabilité vs recommandabilité",
        "fr_url": "https://gautierdorval.com/clarifications/visibilite-llm-vs-citabilite-vs-recommandabilite/",
        "en_title": "LLM visibility vs citability vs recommendability",
        "en_url": "https://gautierdorval.com/en/clarifications/llm-visibility-vs-citability-vs-recommendability/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "matrice-risques-agentiques",
        "translation_key": "matrice-risques-agentiques",
        "fr_title": "Matrice de risques agentiques (Web ouvert & environnements fermés)",
        "fr_url": "https://gautierdorval.com/frameworks/matrice-risques-agentiques/",
        "en_title": "Agentic risk matrix (open web & closed environments)",
        "en_url": "https://gautierdorval.com/en/frameworks/agentic-risk-matrix/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "matrice",
        "en_document_type": "matrice"
      },
      {
        "translation_group": "medias-citation-disparition-origine",
        "translation_key": "medias-citation-disparition-origine",
        "fr_title": "Médias, citation et disparition de l’origine",
        "fr_url": "https://gautierdorval.com/doctrine/medias-citation-et-disparition-de-lorigine/",
        "en_title": "Media, citation, and the disappearance of origin",
        "en_url": "https://gautierdorval.com/en/doctrine/media-citation-and-the-disappearance-of-origin/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "methode",
        "translation_key": "methode",
        "fr_title": "Rendre une réponse IA gouvernable : chaîne de responsabilité et légitimité interprétative",
        "fr_url": "https://gautierdorval.com/risque-interpretatif/methode/",
        "en_title": "Making an AI response governable: chain of responsibility and interpretive legitimacy",
        "en_url": "https://gautierdorval.com/en/interpretive-risk/method/",
        "fr_collection": "risque",
        "en_collection": "risque",
        "fr_document_type": "risque",
        "en_document_type": "risque"
      },
      {
        "translation_group": "metrics",
        "translation_key": "metrics",
        "fr_title": "Observabilité de la gouvernance interprétative",
        "fr_url": "https://gautierdorval.com/metrics/",
        "en_title": "Interpretive governance observability",
        "en_url": "https://gautierdorval.com/en/interpretive-governance-observability/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "metriques-geo-ne-pilotent-pas-representation",
        "translation_key": "metriques-geo-ne-pilotent-pas-representation",
        "fr_title": "Les métriques GEO ne pilotent pas la représentation",
        "fr_url": "https://gautierdorval.com/doctrine/metriques-geo-ne-pilotent-pas-la-representation/",
        "en_title": "GEO metrics do not govern representation",
        "en_url": "https://gautierdorval.com/en/doctrine/geo-metrics-do-not-govern-representation/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "milieux-proceduraux-opposabilite-hierarchie-sources",
        "translation_key": "milieux-proceduraux-opposabilite-hierarchie-sources",
        "fr_title": "Milieux procéduraux : admissibilité, opposabilité et hiérarchie des sources",
        "fr_url": "https://gautierdorval.com/doctrine/milieux-proceduraux-admissibilite-opposabilite-sources/",
        "en_title": "Procedural environments: admissibility, enforceability, and source hierarchy",
        "en_url": "https://gautierdorval.com/en/doctrine/procedural-environments-admissibility-enforceability-and-source-hierarchy/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "mode-operatoire-visibilite-machine-first",
        "translation_key": "mode-operatoire-visibilite-machine-first",
        "fr_title": "Mode opératoire de visibilité machine-first",
        "fr_url": "https://gautierdorval.com/frameworks/mode-operatoire-visibilite-machine-first/",
        "en_title": "Machine-first visibility operating model",
        "en_url": "https://gautierdorval.com/en/frameworks/machine-first-visibility-operating-model/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "modele-maturite-gouvernance-interpretative",
        "translation_key": "modele-maturite-gouvernance-interpretative",
        "fr_title": "Modèle de maturité en gouvernance interprétative : niveaux, preuves, exigences",
        "fr_url": "https://gautierdorval.com/frameworks/modele-maturite-gouvernance-interpretative/",
        "en_title": "Interpretive governance maturity model: levels, evidence, requirements",
        "en_url": "https://gautierdorval.com/en/frameworks/interpretive-governance-maturity-model/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "multi-agent-audits",
        "translation_key": "multi-agent-audits",
        "fr_title": "Audits multi-agents",
        "fr_url": "https://gautierdorval.com/expertise/audits-multi-agents/",
        "en_title": "Multi-agent audits",
        "en_url": "https://gautierdorval.com/en/expertise/multi-agent-audits/",
        "fr_collection": "expertise",
        "en_collection": "expertise",
        "fr_document_type": "expertise",
        "en_document_type": "expertise"
      },
      {
        "translation_group": "multilingue-traduction-hierarchie-versions",
        "translation_key": "multilingue-traduction-hierarchie-versions",
        "fr_title": "Multilingue, traduction et hiérarchie des versions",
        "fr_url": "https://gautierdorval.com/doctrine/multilingue-traduction-et-hierarchie-des-versions/",
        "en_title": "Multilingual corpora: translation and version hierarchy",
        "en_url": "https://gautierdorval.com/en/doctrine/multilingual-translation-and-version-hierarchy/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "multimodalite-surfaces-opaques",
        "translation_key": "multimodalite-surfaces-opaques",
        "fr_title": "Multimodalité, PDF, images, tableaux et vidéo : surfaces opaques de l’autorité",
        "fr_url": "https://gautierdorval.com/doctrine/multimodalite-et-surfaces-opaques/",
        "en_title": "Multimodality, PDFs, images, tables, and video: opaque surfaces of authority",
        "en_url": "https://gautierdorval.com/en/doctrine/multimodality-and-opaque-surfaces/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "negation-gouvernee",
        "translation_key": "negation-gouvernee",
        "fr_title": "Négation gouvernée",
        "fr_url": "https://gautierdorval.com/definitions/negation-gouvernee/",
        "en_title": "Governed negation",
        "en_url": "https://gautierdorval.com/en/definitions/governed-negation/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "non-reponse-legitime",
        "translation_key": "non-reponse-legitime",
        "fr_title": "Non-réponse légitime",
        "fr_url": "https://gautierdorval.com/definitions/non-reponse-legitime/",
        "en_title": "Legitimate non-response",
        "en_url": "https://gautierdorval.com/en/definitions/legitimate-non-response/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "observabilite-appliquee-surfaces-probatoires",
        "translation_key": "observabilite-appliquee-surfaces-probatoires",
        "fr_title": "Observabilité appliquée et surfaces probatoires publiées",
        "fr_url": "https://gautierdorval.com/doctrine/observabilite-appliquee-et-surfaces-probatoires/",
        "en_title": "Applied observability and published probative surfaces",
        "en_url": "https://gautierdorval.com/en/doctrine/applied-observability-and-probative-surfaces/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "observabilite-interpretative",
        "translation_key": "observabilite-interpretative",
        "fr_title": "Observabilité interprétative",
        "fr_url": "https://gautierdorval.com/definitions/observabilite-interpretative/",
        "en_title": "Interpretive observability",
        "en_url": "https://gautierdorval.com/en/definitions/interpretive-observability/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "observabilite-interpretative-metrics",
        "translation_key": "observabilite-interpretative-metrics",
        "fr_title": "Observabilité interprétative : métriques, journaux, preuves",
        "fr_url": "https://gautierdorval.com/frameworks/observabilite-interpretative-metrics/",
        "en_title": "Interpretive observability: metrics, logs, evidence",
        "en_url": "https://gautierdorval.com/en/frameworks/interpretive-observability-metrics-logs-evidence/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "observations",
        "translation_key": "observations",
        "fr_title": "Observations",
        "fr_url": "https://gautierdorval.com/observations/",
        "en_title": "Observations",
        "en_url": "https://gautierdorval.com/en/observations/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "hub",
        "en_document_type": "hub"
      },
      {
        "translation_group": "observations-baseline-q-ledger-q-metrics",
        "translation_key": "observations-baseline-q-ledger-q-metrics",
        "fr_title": "Observations (baseline) : Q-Ledger & Q-Metrics",
        "fr_url": "https://gautierdorval.com/doctrine/q-layer/observations-baseline-q-ledger-q-metrics/",
        "en_title": "Baseline observations: Q-Ledger and Q-Metrics",
        "en_url": "https://gautierdorval.com/en/doctrine/q-layer/baseline-observations-q-ledger-q-metrics/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "observations-synthetiques",
        "translation_key": "observations-synthetiques",
        "fr_title": "Observations empiriques synthétiques",
        "fr_url": "https://gautierdorval.com/observations-synthetiques/",
        "en_title": "Synthetic empirical observations",
        "en_url": "https://gautierdorval.com/en/synthetic-observations/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "position"
      },
      {
        "translation_group": "perimetre",
        "translation_key": "perimetre",
        "fr_title": "Ce cadre ne promet pas la vérité : périmètre, limites et responsabilités",
        "fr_url": "https://gautierdorval.com/risque-interpretatif/perimetre/",
        "en_title": "This framework does not promise truth: scope, limits, and responsibilities",
        "en_url": "https://gautierdorval.com/en/interpretive-risk/scope-and-limits/",
        "fr_collection": "risque",
        "en_collection": "risque",
        "fr_document_type": "risque",
        "en_document_type": "risque"
      },
      {
        "translation_group": "perimetre-interpretabilite",
        "translation_key": "perimetre-interpretabilite",
        "fr_title": "Périmètre d’interprétabilité",
        "fr_url": "https://gautierdorval.com/definitions/perimetre-interpretabilite/",
        "en_title": "Interpretability perimeter",
        "en_url": "https://gautierdorval.com/en/definitions/interpretability-perimeter/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "plateformes-tierces-annuaires-surfaces-locales",
        "translation_key": "plateformes-tierces-annuaires-surfaces-locales",
        "fr_title": "Plateformes tierces, annuaires et surfaces locales : stabilisation exogène de l’entité",
        "fr_url": "https://gautierdorval.com/doctrine/plateformes-tierces-annuaires-et-surfaces-locales/",
        "en_title": "Third-party platforms, directories, and local surfaces: exogenous stabilization of the entity",
        "en_url": "https://gautierdorval.com/en/doctrine/third-party-platforms-directories-and-local-surfaces/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "plausibilite-interdite",
        "translation_key": "plausibilite-interdite",
        "fr_title": "Hypothèses plausibles, inférence non gouvernée et abstention légitime",
        "fr_url": "https://gautierdorval.com/clarifications/plausibilite-interdite/",
        "en_title": "Plausible hypotheses, ungoverned inference, and legitimate abstention",
        "en_url": "https://gautierdorval.com/en/clarifications/forbidden-plausibility/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "positioning",
        "translation_key": "positioning",
        "fr_title": "Positionnement",
        "fr_url": "https://gautierdorval.com/positionnement/",
        "en_title": "Positioning",
        "en_url": "https://gautierdorval.com/en/positioning/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "institutionnel",
        "en_document_type": "institutionnel"
      },
      {
        "translation_group": "post-semantique-thinking-reasoning-gouvernance",
        "translation_key": "post-semantique-thinking-reasoning-gouvernance",
        "fr_title": "Post-sémantique (thinking & reasoning) vs gouvernance interprétative",
        "fr_url": "https://gautierdorval.com/definitions/post-semantique-thinking-reasoning-gouvernance/",
        "en_title": "Post-semantics (thinking & reasoning) vs interpretive governance",
        "en_url": "https://gautierdorval.com/en/definitions/post-semantics-thinking-reasoning-vs-interpretive-governance/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "pour-qui",
        "translation_key": "pour-qui",
        "fr_title": "Qui est exposé au risque interprétatif des systèmes IA",
        "fr_url": "https://gautierdorval.com/risque-interpretatif/pour-qui/",
        "en_title": "Who is exposed to interpretive risk in AI systems",
        "en_url": "https://gautierdorval.com/en/interpretive-risk/who-is-exposed/",
        "fr_collection": "risque",
        "en_collection": "risque",
        "fr_document_type": "risque",
        "en_document_type": "risque"
      },
      {
        "translation_group": "pourquoi-le-marche-ne-formule-pas-encore-cette-categorie",
        "translation_key": "pourquoi-le-marche-ne-formule-pas-encore-cette-categorie",
        "fr_title": "Pourquoi le marché ne formule pas encore cette catégorie",
        "fr_url": "https://gautierdorval.com/analyse/pourquoi-le-marche-ne-formule-pas-encore-cette-categorie/",
        "en_title": "Why the market does not yet formulate this category",
        "en_url": "https://gautierdorval.com/en/analysis/why-the-market-does-not-yet-formulate-this-category/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "position",
        "en_document_type": "position"
      },
      {
        "translation_group": "pourquoi-les-ia-citent-un-outil-sur-les-requetes-concretes-mais-pas-sur-les-requetes-doctrinales",
        "translation_key": "pourquoi-les-ia-citent-un-outil-sur-les-requetes-concretes-mais-pas-sur-les-requetes-doctrinales",
        "fr_title": "Pourquoi les IA citent un outil sur les requêtes concrètes mais pas sur les requêtes doctrinales",
        "fr_url": "https://gautierdorval.com/analyse/pourquoi-les-ia-citent-un-outil-sur-les-requetes-concretes-mais-pas-sur-les-requetes-doctrinales/",
        "en_title": "Why AI cite a tool on concrete queries but not on doctrinal ones",
        "en_url": "https://gautierdorval.com/en/analysis/why-ai-cite-a-tool-on-concrete-queries-but-not-on-doctrinal-ones/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "position",
        "en_document_type": "position"
      },
      {
        "translation_group": "pourquoi-robots-txt-n-est-pas-une-barriere",
        "translation_key": "pourquoi-robots-txt-n-est-pas-une-barriere",
        "fr_title": "Pourquoi robots.txt n’est pas une barrière",
        "fr_url": "https://gautierdorval.com/doctrine/pourquoi-robots-txt-n-est-pas-une-barriere/",
        "en_title": "Why robots.txt is not a barrier",
        "en_url": "https://gautierdorval.com/en/doctrine/why-robots-txt-is-not-a-barrier/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "pouvoir-de-version",
        "translation_key": "pouvoir-de-version",
        "fr_title": "Le pouvoir de version dans un web interprété par les IA",
        "fr_url": "https://gautierdorval.com/doctrine/pouvoir-de-version/",
        "en_title": "Version power in a web interpreted by AI",
        "en_url": "https://gautierdorval.com/en/doctrine/version-power/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "pouvoir-version",
        "translation_key": "pouvoir-version",
        "fr_title": "Pouvoir de version",
        "fr_url": "https://gautierdorval.com/definitions/pouvoir-version/",
        "en_title": "Version power",
        "en_url": "https://gautierdorval.com/en/definitions/version-power/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "pre-launch-semantic-analysis",
        "translation_key": "pre-launch-semantic-analysis",
        "fr_title": "Analyse sémantique pré-lancement",
        "fr_url": "https://gautierdorval.com/expertise/analyse-semantique-pre-lancement/",
        "en_title": "Pre-launch semantic analysis",
        "en_url": "https://gautierdorval.com/en/expertise/pre-launch-semantic-analysis/",
        "fr_collection": "expertise",
        "en_collection": "expertise",
        "fr_document_type": "expertise",
        "en_document_type": "expertise"
      },
      {
        "translation_group": "preuve-fidelite",
        "translation_key": "preuve-fidelite",
        "fr_title": "Preuve de fidélité",
        "fr_url": "https://gautierdorval.com/definitions/preuve-fidelite/",
        "en_title": "Proof of fidelity",
        "en_url": "https://gautierdorval.com/en/definitions/proof-of-fidelity/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "principes",
        "translation_key": "principes",
        "fr_title": "Principes SSA-E + A2 + Dual Web",
        "fr_url": "https://gautierdorval.com/principes/",
        "en_title": "SSA-E + A2 + Dual Web principles",
        "en_url": "https://gautierdorval.com/en/principles/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "privacy-policy",
        "translation_key": "privacy-policy",
        "fr_title": "Politique de confidentialité",
        "fr_url": "https://gautierdorval.com/privacy-policy/",
        "en_title": "Privacy policy",
        "en_url": "https://gautierdorval.com/en/privacy-policy/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "institutionnel",
        "en_document_type": "institutionnel"
      },
      {
        "translation_group": "protocole-non-reponse-legitime",
        "translation_key": "protocole-non-reponse-legitime",
        "fr_title": "Protocole de non-réponse légitime (règles + tests)",
        "fr_url": "https://gautierdorval.com/frameworks/protocole-non-reponse-legitime/",
        "en_title": "Legitimate non-response protocol (rules and tests)",
        "en_url": "https://gautierdorval.com/en/frameworks/legitimate-non-response-protocol/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "protocole",
        "en_document_type": "protocole"
      },
      {
        "translation_group": "q-layer",
        "translation_key": "q-layer",
        "fr_title": "Gouvernance des conditions de réponse (Q-Layer)",
        "fr_url": "https://gautierdorval.com/doctrine/q-layer/",
        "en_title": "Governance of response conditions (Q-Layer)",
        "en_url": "https://gautierdorval.com/en/doctrine/q-layer/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "q-layer-contre-injection",
        "translation_key": "q-layer-contre-injection",
        "fr_title": "Q-Layer face aux attaques d’injection : bornage des conditions de réponse",
        "fr_url": "https://gautierdorval.com/clarifications/q-layer-contre-injection/",
        "en_title": "Q-Layer against injection attacks: bounding response conditions",
        "en_url": "https://gautierdorval.com/en/clarifications/q-layer-against-injection/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "q-layer-gouvernance-conditions-reponse",
        "translation_key": "q-layer-gouvernance-conditions-reponse",
        "fr_title": "Q-Layer : gouvernance des conditions de réponse (cadre complet)",
        "fr_url": "https://gautierdorval.com/frameworks/q-layer-gouvernance-conditions-reponse/",
        "en_title": "Q-Layer: governance of response conditions (full framework)",
        "en_url": "https://gautierdorval.com/en/frameworks/q-layer-governance-of-response-conditions/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "q-ledger",
        "translation_key": "q-ledger",
        "fr_title": "Q-Ledger",
        "fr_url": "https://gautierdorval.com/doctrine/q-layer/q-ledger/",
        "en_title": "Q-Ledger",
        "en_url": "https://gautierdorval.com/en/doctrine/q-layer/q-ledger/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "q-metrics",
        "translation_key": "q-metrics",
        "fr_title": "Q-Metrics",
        "fr_url": "https://gautierdorval.com/doctrine/q-layer/q-metrics/",
        "en_title": "Q-Metrics",
        "en_url": "https://gautierdorval.com/en/doctrine/q-layer/q-metrics/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "quand-un-probleme-de-politique-devient-un-probleme-outil",
        "translation_key": "quand-un-probleme-de-politique-devient-un-probleme-outil",
        "fr_title": "Quand un problème de politique devient un problème-outil",
        "fr_url": "https://gautierdorval.com/analyse/quand-un-probleme-de-politique-devient-un-probleme-outil/",
        "en_title": "When a policy problem becomes a tool problem",
        "en_url": "https://gautierdorval.com/en/analysis/when-a-policy-problem-becomes-a-tool-problem/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "position",
        "en_document_type": "position"
      },
      {
        "translation_group": "reconstructable-evidence",
        "translation_key": "reconstructable-evidence",
        "fr_title": "Preuve reconstructible",
        "fr_url": "https://gautierdorval.com/definitions/preuve-reconstructible/",
        "en_title": "Reconstructable evidence",
        "en_url": "https://gautierdorval.com/en/definitions/reconstructable-evidence/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "rectification-retractation-supersession-doctrinale",
        "translation_key": "rectification-retractation-supersession-doctrinale",
        "fr_title": "Rectification, rétractation et supersession doctrinale",
        "fr_url": "https://gautierdorval.com/doctrine/rectification-retractation-et-supersession-doctrinale/",
        "en_title": "Rectification, retraction, and doctrinal supersession",
        "en_url": "https://gautierdorval.com/en/doctrine/rectification-retraction-and-doctrinal-supersession/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "reduction-collisions-semantiques",
        "translation_key": "reduction-collisions-semantiques",
        "fr_title": "Réduction des collisions sémantiques",
        "fr_url": "https://gautierdorval.com/expertise/reduction-collisions-semantiques/",
        "en_title": "Semantic collision reduction",
        "en_url": "https://gautierdorval.com/en/expertise/reduction-of-semantic-collisions/",
        "fr_collection": "expertise",
        "en_collection": "expertise",
        "fr_document_type": "expertise",
        "en_document_type": "expertise"
      },
      {
        "translation_group": "relations",
        "translation_key": "relations",
        "fr_title": "Relations",
        "fr_url": "https://gautierdorval.com/clarifications/relations/",
        "en_title": "Relational clarifications and exclusions",
        "en_url": "https://gautierdorval.com/en/clarifications/relations/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "remanence-interpretative",
        "translation_key": "remanence-interpretative",
        "fr_title": "Rémanence interprétative",
        "fr_url": "https://gautierdorval.com/definitions/remanence-interpretative/",
        "en_title": "Interpretive remanence",
        "en_url": "https://gautierdorval.com/en/definitions/interpretive-remanence/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "repo-demonstrateur",
        "translation_key": "repo-demonstrateur",
        "fr_title": "Clarification : dépôt démonstrateur “authority governance” (simulation-only)",
        "fr_url": "https://gautierdorval.com/clarifications/repo-demonstrateur/",
        "en_title": "Clarification: “authority governance” demonstrator repository (simulation-only)",
        "en_url": "https://gautierdorval.com/en/clarifications/demonstrator-repository/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "resonance-thematique",
        "translation_key": "resonance-thematique",
        "fr_title": "Résonance thématique",
        "fr_url": "https://gautierdorval.com/clarifications/resonance-thematique/",
        "en_title": "Thematic resonance",
        "en_url": "https://gautierdorval.com/en/clarifications/thematic-resonance/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "risk-lexique",
        "translation_key": "risk-lexique",
        "fr_title": "Lexique du risque interprétatif : hallucination, indétermination, légitimité",
        "fr_url": "https://gautierdorval.com/risque-interpretatif/lexique/",
        "en_title": "Glossary of interpretive risk: hallucination, indeterminacy, legitimacy",
        "en_url": "https://gautierdorval.com/en/interpretive-risk/glossary/",
        "fr_collection": "risque",
        "en_collection": "risque",
        "fr_document_type": "risque",
        "en_document_type": "risque"
      },
      {
        "translation_group": "risque-interpretatif",
        "translation_key": "risque-interpretatif",
        "fr_title": "Le risque interprétatif des IA",
        "fr_url": "https://gautierdorval.com/risque-interpretatif/",
        "en_title": "Interpretive risk in AI systems",
        "en_url": "https://gautierdorval.com/en/interpretive-risk/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "hub",
        "en_document_type": "hub"
      },
      {
        "translation_group": "role-legitimite-interpretative",
        "translation_key": "role-legitimite-interpretative",
        "fr_title": "Rôle de cadrage de la légitimité interprétative des systèmes IA",
        "fr_url": "https://gautierdorval.com/clarifications/role-legitimite-interpretative/",
        "en_title": "The framing role of interpretive legitimacy in AI systems",
        "en_url": "https://gautierdorval.com/en/clarifications/interpretive-legitimacy-framing-role/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "securite-agents-ia",
        "translation_key": "securite-agents-ia",
        "fr_title": "Sécurité des agents IA : permissions, outils, et non-réponse légitime",
        "fr_url": "https://gautierdorval.com/clarifications/securite-agents-ia/",
        "en_title": "AI agent security: permissions, tools, and legitimate non-response",
        "en_url": "https://gautierdorval.com/en/clarifications/ai-agent-security/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "semantic-accountability",
        "translation_key": "semantic-accountability",
        "fr_title": "Responsabilité sémantique",
        "fr_url": "https://gautierdorval.com/definitions/responsabilite-semantique/",
        "en_title": "Semantic accountability",
        "en_url": "https://gautierdorval.com/en/definitions/semantic-accountability/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "semantic-integrity",
        "translation_key": "semantic-integrity",
        "fr_title": "Intégrité sémantique",
        "fr_url": "https://gautierdorval.com/definitions/integrite-semantique/",
        "en_title": "Semantic integrity",
        "en_url": "https://gautierdorval.com/en/definitions/semantic-integrity/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "semantic-integrity-vs-interpretation-integrity",
        "translation_key": "semantic-integrity-vs-interpretation-integrity",
        "fr_title": "Intégrité sémantique vs intégrité interprétative",
        "fr_url": "https://gautierdorval.com/clarifications/integrite-semantique-vs-integrite-interpretative/",
        "en_title": "Semantic integrity vs interpretation integrity",
        "en_url": "https://gautierdorval.com/en/clarifications/semantic-integrity-vs-interpretation-integrity/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "seo-interpretatif",
        "translation_key": "seo-interpretatif",
        "fr_title": "SEO interprétatif",
        "fr_url": "https://gautierdorval.com/definitions/seo-interpretatif/",
        "en_title": "Interpretive SEO",
        "en_url": "https://gautierdorval.com/en/definitions/interpretive-seo/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "seo-interpretatif-entity-seo-geo-aeo",
        "translation_key": "seo-interpretatif-entity-seo-geo-aeo",
        "fr_title": "SEO interprétatif vs Entity SEO vs GEO vs AEO",
        "fr_url": "https://gautierdorval.com/definitions/seo-interpretatif-entity-seo-geo-aeo/",
        "en_title": "Interpretive SEO vs Entity SEO vs GEO vs AEO",
        "en_url": "https://gautierdorval.com/en/definitions/interpretive-seo-vs-entity-seo-vs-geo-vs-aeo/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "seo-systemes-generatifs",
        "translation_key": "seo-systemes-generatifs",
        "fr_title": "SEO, systèmes génératifs et transformation des conditions d’interprétation",
        "fr_url": "https://gautierdorval.com/clarifications/seo-systemes-generatifs/",
        "en_title": "SEO, generative systems, and the transformation of interpretive conditions",
        "en_url": "https://gautierdorval.com/en/clarifications/seo-and-generative-systems/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "signal-preuve-conformite",
        "translation_key": "signal-preuve-conformite",
        "fr_title": "Signal, preuve et conformité",
        "fr_url": "https://gautierdorval.com/doctrine/signal-preuve-conformite/",
        "en_title": "Signal, proof, and compliance",
        "en_url": "https://gautierdorval.com/en/doctrine/signal-proof-and-compliance/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "silence-canonique",
        "translation_key": "silence-canonique",
        "fr_title": "Silence canonique",
        "fr_url": "https://gautierdorval.com/definitions/silence-canonique/",
        "en_title": "Canonical silence",
        "en_url": "https://gautierdorval.com/en/definitions/canonical-silence/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "site-coherence-map",
        "translation_key": "site-coherence-map",
        "fr_title": "Carte de cohérence du site : couche de gouvernance des chemins interprétatifs",
        "fr_url": "https://gautierdorval.com/site-coherence-map/",
        "en_title": "Site coherence map: governance layer for interpretive paths",
        "en_url": "https://gautierdorval.com/en/site-coherence-map/",
        "fr_collection": "governance",
        "en_collection": "governance",
        "fr_document_type": "notice",
        "en_document_type": "notice"
      },
      {
        "translation_group": "site-role",
        "translation_key": "site-role",
        "fr_title": "Rôle du site",
        "fr_url": "https://gautierdorval.com/role-site/",
        "en_title": "Role of the site",
        "en_url": "https://gautierdorval.com/en/site-role/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "institutionnel",
        "en_document_type": "institutionnel"
      },
      {
        "translation_group": "soutenabilite-interpretative",
        "translation_key": "soutenabilite-interpretative",
        "fr_title": "Soutenabilité interprétative",
        "fr_url": "https://gautierdorval.com/definitions/soutenabilite-interpretative/",
        "en_title": "Interpretive sustainability",
        "en_url": "https://gautierdorval.com/en/definitions/interpretive-sustainability/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "soutenabilite-interpretative-analyse",
        "translation_key": "soutenabilite-interpretative-analyse",
        "fr_title": "Soutenabilité interprétative : cadre analytique et conditions de maintien",
        "fr_url": "https://gautierdorval.com/frameworks/soutenabilite-interpretative-analyse/",
        "en_title": "Interpretive sustainability: analytical framework and maintenance conditions",
        "en_url": "https://gautierdorval.com/en/frameworks/interpretive-sustainability-analytic-framework/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "soutenabilite-interpretative-budget-lts",
        "translation_key": "soutenabilite-interpretative-budget-lts",
        "fr_title": "Soutenabilité interprétative : budget de correction et gouvernance LTS",
        "fr_url": "https://gautierdorval.com/frameworks/soutenabilite-interpretative-budget-lts/",
        "en_title": "Interpretive sustainability: correction budget and LTS governance",
        "en_url": "https://gautierdorval.com/en/frameworks/interpretive-sustainability-correction-budget-and-lts-governance/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "specification-gouvernance-interpretative",
        "translation_key": "specification-gouvernance-interpretative",
        "fr_title": "Spécification publique de la gouvernance interprétative",
        "fr_url": "https://gautierdorval.com/specification-gouvernance-interpretative/",
        "en_title": "Public specification of interpretive governance",
        "en_url": "https://gautierdorval.com/en/public-specification-of-interpretive-governance/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "specification",
        "en_document_type": "specification"
      },
      {
        "translation_group": "ssa-e-a2-dual-web",
        "translation_key": "ssa-e-a2-dual-web",
        "fr_title": "SSA-E + A2 + Dual Web",
        "fr_url": "https://gautierdorval.com/definitions/ssa-e-a2-dual-web/",
        "en_title": "SSA-E + A2 + Dual Web",
        "en_url": "https://gautierdorval.com/en/definitions/ssa-e-a2-dual-web/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "ssa-e-r",
        "translation_key": "ssa-e-r",
        "fr_title": "SSA-E-R : module de restitution proportionnée sous contrainte Q-Layer",
        "fr_url": "https://gautierdorval.com/doctrine/ssa-e-r/",
        "en_title": "SSA-E-R: proportionate restitution module under Q-Layer constraint",
        "en_url": "https://gautierdorval.com/en/doctrine/ssa-e-r/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "stabilisation-multi-ia-coherence-intermodeles",
        "translation_key": "stabilisation-multi-ia-coherence-intermodeles",
        "fr_title": "Stabilisation multi-IA : cohérence inter-modèles",
        "fr_url": "https://gautierdorval.com/frameworks/stabilisation-multi-ia-coherence-intermodeles/",
        "en_title": "Multi-AI stabilization: inter-model coherence",
        "en_url": "https://gautierdorval.com/en/frameworks/multi-ai-stabilization-intermodel-coherence/",
        "fr_collection": "frameworks",
        "en_collection": "frameworks",
        "fr_document_type": "framework",
        "en_document_type": "framework"
      },
      {
        "translation_group": "surface-applicative-better-robots-txt",
        "translation_key": "surface-applicative-better-robots-txt",
        "fr_title": "Better Robots.txt comme surface applicative",
        "fr_url": "https://gautierdorval.com/surfaces-applicatives/better-robots-txt/",
        "en_title": "Better Robots.txt as an applied surface",
        "en_url": "https://gautierdorval.com/en/applied-surfaces/better-robots-txt/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "institutionnel",
        "en_document_type": "institutionnel"
      },
      {
        "translation_group": "surfaces-applicatives",
        "translation_key": "surfaces-applicatives",
        "fr_title": "Surfaces applicatives",
        "fr_url": "https://gautierdorval.com/surfaces-applicatives/",
        "en_title": "Applied surfaces",
        "en_url": "https://gautierdorval.com/en/applied-surfaces/",
        "fr_collection": "pages",
        "en_collection": "pages",
        "fr_document_type": "hub",
        "en_document_type": "hub"
      },
      {
        "translation_group": "surfaces-de-politique-machine",
        "translation_key": "surfaces-de-politique-machine",
        "fr_title": "Surfaces de politique machine",
        "fr_url": "https://gautierdorval.com/doctrine/surfaces-de-politique-machine/",
        "en_title": "Machine policy surfaces",
        "en_url": "https://gautierdorval.com/en/doctrine/machine-policy-surfaces/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "surfaces-synthese-reattribution-autorite",
        "translation_key": "surfaces-synthese-reattribution-autorite",
        "fr_title": "Surfaces de synthèse et réattribution silencieuse de l’autorité",
        "fr_url": "https://gautierdorval.com/doctrine/surfaces-de-synthese-et-reattribution-de-lautorite/",
        "en_title": "Synthesis surfaces and silent authority reallocation",
        "en_url": "https://gautierdorval.com/en/doctrine/synthesis-surfaces-and-silent-authority-reallocation/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "systemes-internes-delegation-autorite",
        "translation_key": "systemes-internes-delegation-autorite",
        "fr_title": "Systèmes internes, bases de connaissances et délégation silencieuse d’autorité",
        "fr_url": "https://gautierdorval.com/doctrine/systemes-internes-et-delegation-silencieuse-dautorite/",
        "en_title": "Internal systems, knowledge bases, and silent delegation of authority",
        "en_url": "https://gautierdorval.com/en/doctrine/internal-systems-and-silent-delegation-of-authority/",
        "fr_collection": "doctrine",
        "en_collection": "doctrine",
        "fr_document_type": "doctrine",
        "en_document_type": "doctrine"
      },
      {
        "translation_group": "systemes-non-agentiques",
        "translation_key": "systemes-non-agentiques",
        "fr_title": "Systèmes non-agentiques",
        "fr_url": "https://gautierdorval.com/definitions/systemes-non-agentiques/",
        "en_title": "Non-agentic systems",
        "en_url": "https://gautierdorval.com/en/definitions/non-agentic-systems/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "systemes-non-agentiques-et-gouvernance-interpretative",
        "translation_key": "systemes-non-agentiques-et-gouvernance-interpretative",
        "fr_title": "Clarification : systèmes non-agentiques et gouvernance interprétative",
        "fr_url": "https://gautierdorval.com/clarifications/systemes-non-agentiques-et-gouvernance-interpretative/",
        "en_title": "Clarification: non-agentic systems and interpretive governance",
        "en_url": "https://gautierdorval.com/en/clarifications/non-agentic-systems-and-interpretive-governance/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      },
      {
        "translation_group": "trace-interpretation",
        "translation_key": "trace-interpretation",
        "fr_title": "Trace d’interprétation",
        "fr_url": "https://gautierdorval.com/definitions/trace-interpretation/",
        "en_title": "Interpretation trace",
        "en_url": "https://gautierdorval.com/en/definitions/interpretation-trace/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "trainee-interpretative",
        "translation_key": "trainee-interpretative",
        "fr_title": "Traînée interprétative",
        "fr_url": "https://gautierdorval.com/definitions/trainee-interpretative/",
        "en_title": "Interpretive tail",
        "en_url": "https://gautierdorval.com/en/definitions/interpretive-trail/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "visibilite-machine-precoce",
        "translation_key": "visibilite-machine-precoce",
        "fr_title": "Visibilité machine précoce",
        "fr_url": "https://gautierdorval.com/definitions/visibilite-machine-precoce/",
        "en_title": "Early machine visibility",
        "en_url": "https://gautierdorval.com/en/definitions/early-machine-visibility/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "visibilite-structurelle",
        "translation_key": "visibilite-structurelle",
        "fr_title": "Visibilité structurelle",
        "fr_url": "https://gautierdorval.com/definitions/visibilite-structurelle/",
        "en_title": "Structural visibility",
        "en_url": "https://gautierdorval.com/en/definitions/structural-visibility/",
        "fr_collection": "definitions",
        "en_collection": "definitions",
        "fr_document_type": "definition",
        "en_document_type": "definition"
      },
      {
        "translation_group": "zero-click-souverainete",
        "translation_key": "zero-click-souverainete",
        "fr_title": "Zero-Click : perte de valeur ou déplacement de souveraineté ?",
        "fr_url": "https://gautierdorval.com/clarifications/zero-click-souverainete/",
        "en_title": "Zero-click: loss of value or a shift in sovereignty?",
        "en_url": "https://gautierdorval.com/en/clarifications/zero-click-sovereignty/",
        "fr_collection": "clarifications",
        "en_collection": "clarifications",
        "fr_document_type": "clarification",
        "en_document_type": "clarification"
      }
    ],
    "articles": [
      {
        "translation_group": "absence-de-signal-comme-signal",
        "translation_key": "absence-de-signal-comme-signal",
        "fr_title": "L’absence de signal comme signal",
        "fr_url": "https://gautierdorval.com/blogue/architecture-semantique/absence-de-signal-comme-signal/",
        "en_title": "The absence of signal as a signal",
        "en_url": "https://gautierdorval.com/en/blog/semantic-architecture/the-absence-of-signal-as-signal/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-architecture-semantique",
        "en_category_key": "cat-architecture-semantique"
      },
      {
        "translation_group": "absence-de-signal-declencheur-inference",
        "translation_key": "absence-de-signal-declencheur-inference",
        "fr_title": "L’absence de signal comme déclencheur d’inférence",
        "fr_url": "https://gautierdorval.com/blogue/observation-terrain/absence-de-signal-declencheur-inference/",
        "en_title": "The absence of signal as a trigger for inference",
        "en_url": "https://gautierdorval.com/en/blog/field-observations/the-absence-of-signal-as-a-trigger-for-inference/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-observation-terrain",
        "en_category_key": "cat-observation-terrain"
      },
      {
        "translation_group": "acheteur-force-gouvernance-exogene",
        "translation_key": "acheteur-force-gouvernance-exogene",
        "fr_title": "Quand l’acheteur devient une force de gouvernance exogène",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-exogene/acheteur-force-gouvernance-exogene/",
        "en_title": "When the buyer becomes an exogenous governance force",
        "en_url": "https://gautierdorval.com/en/blog/exogenous-governance/buyer-as-exogenous-governance-force/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-exogene",
        "en_category_key": "cat-gouvernance-exogene"
      },
      {
        "translation_group": "agent-devient-decideur-implicite-responsabilite-deplacee",
        "translation_key": "agent-devient-decideur-implicite-responsabilite-deplacee",
        "fr_title": "Quand l’agent devient décideur implicite : la responsabilité se déplace sans bruit",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/agent-devient-decideur-implicite-responsabilite-deplacee/",
        "en_title": "When the agent becomes an implicit decision-maker: responsibility shifts without noise",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/when-the-agent-becomes-an-implicit-decision-maker-responsibility-shifts-without-noise/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "agentique-environnement-ferme-donnees-propres-insuffisant",
        "translation_key": "agentique-environnement-ferme-donnees-propres-insuffisant",
        "fr_title": "Agentique en environnement fermé : pourquoi des données propres ne suffisent pas",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/agentique-environnement-ferme-donnees-propres-insuffisant/",
        "en_title": "Agentic systems in closed environments: why clean data is not enough",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/agentic-systems-closed-environments-why-clean-data-is-not-enough/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "agentique-non-reponse-regle-securite",
        "translation_key": "agentique-non-reponse-regle-securite",
        "fr_title": "Agentique : pourquoi la non-réponse devient une règle de sécurité",
        "fr_url": "https://gautierdorval.com/blogue/ere-agentique/agentique-non-reponse-regle-securite/",
        "en_title": "Why non-response becomes a security rule in agentic systems",
        "en_url": "https://gautierdorval.com/en/blog/agentic-era/agentic-non-response-security-rule/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-ere-agentique",
        "en_category_key": "cat-ere-agentique"
      },
      {
        "translation_group": "ai-act-index-interpretatif",
        "translation_key": "ai-act-index-interpretatif",
        "fr_title": "Atlas interprétatif du Web génératif : phénomènes, cartographies et gouvernabilité",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/ai-act-index-interpretatif/",
        "en_title": "Interpretive AI Act index: phenomena, maps, and governability",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/interpretive-ai-act-index/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "ai-poisoning-mot-valise",
        "translation_key": "ai-poisoning-mot-valise",
        "fr_title": "Pourquoi « AI poisoning » est devenu un mot-valise",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/ai-poisoning-mot-valise/",
        "en_title": "Why “AI poisoning” became a catch-all term",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/ai-poisoning-catch-all-term/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "anatomie-dilution-marque-inference-propagation",
        "translation_key": "anatomie-dilution-marque-inference-propagation",
        "fr_title": "Anatomie d’une dilution de marque : de l’inférence à la propagation",
        "fr_url": "https://gautierdorval.com/blogue/observation-terrain/anatomie-dilution-marque-inference-propagation/",
        "en_title": "Anatomy of brand dilution: from inference to propagation",
        "en_url": "https://gautierdorval.com/en/blog/field-observations/anatomy-of-brand-dilution-from-inference-to-propagation/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-observation-terrain",
        "en_category_key": "cat-observation-terrain"
      },
      {
        "translation_group": "arbitrage-autorite-hierarchisation-sources-credibles",
        "translation_key": "arbitrage-autorite-hierarchisation-sources-credibles",
        "fr_title": "Arbitrage d’autorité : comment les IA hiérarchisent des sources crédibles",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/arbitrage-autorite-hierarchisation-sources-credibles/",
        "en_title": "Authority arbitration: how AI hierarchizes credible sources",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/authority-arbitration-how-ai-hierarchizes-credible-sources/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "arbitrage-probabiliste-formulations-concurrentes",
        "translation_key": "arbitrage-probabiliste-formulations-concurrentes",
        "fr_title": "L’arbitrage probabiliste : comment une IA choisit entre deux formulations concurrentes",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/arbitrage-probabiliste-formulations-concurrentes/",
        "en_title": "Probabilistic arbitration: how an AI chooses between two competing formulations",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/arbitrage-probabiliste-formulations-concurrentes/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "arbitrage-sources-contradictoires-verite",
        "translation_key": "arbitrage-sources-contradictoires-verite",
        "fr_title": "Quand l’IA arbitre entre des sources contradictoires et fabrique une vérité",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/arbitrage-sources-contradictoires-verite/",
        "en_title": "When AI arbitrates between contradictory sources and manufactures a truth",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/when-ai-arbitrates-between-contradictory-sources-and-manufactures-a-truth/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "architecture-seo-condition-gouvernance",
        "translation_key": "architecture-seo-condition-gouvernance",
        "fr_title": "Pourquoi une architecture SEO solide est une condition préalable à toute gouvernance interprétative",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/architecture-seo-condition-gouvernance/",
        "en_title": "Why a solid SEO architecture is a prerequisite for any interpretive governance",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/why-a-solid-seo-architecture-is-a-prerequisite-for-any-interpretive-governance/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "assertions-sans-tracabilite-plausibilite-passif",
        "translation_key": "assertions-sans-tracabilite-plausibilite-passif",
        "fr_title": "Quand l’IA produit des assertions sans traçabilité : de la plausibilité au passif",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/assertions-sans-tracabilite-plausibilite-passif/",
        "en_title": "When AI produces untraceable assertions: from plausibility to liability",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/untraceable-assertions-from-plausibility-to-liability/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "atlas-interpretatif-web-generatif",
        "translation_key": "atlas-interpretatif-web-generatif",
        "fr_title": "Atlas interprétatif du web génératif : les six champs de gouvernabilité du sens",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/atlas-interpretatif-web-generatif/",
        "en_title": "Interpretive atlas of the generative web: the six fields of meaning governability",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/interpretive-atlas-six-fields-of-meaning-governability/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "atlas-interpretatif-web-generatif-ai-act",
        "translation_key": "atlas-interpretatif-web-generatif-ai-act",
        "fr_title": "Atlas interprétatif du Web génératif : phénomènes, cartographies et gouvernabilité",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/atlas-interpretatif-web-generatif-ai-act/",
        "en_title": "Interpretive atlas of the generative web: phenomena, maps, and governability",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/interpretive-atlas-generative-web-ai-act/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "auteur-organisation-service-niveaux-attribution",
        "translation_key": "auteur-organisation-service-niveaux-attribution",
        "fr_title": "Auteur, organisation, service : pourquoi les IA mélangent les niveaux d’attribution",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/auteur-organisation-service-niveaux-attribution/",
        "en_title": "Author, organization, service: why AI mixes levels of attribution",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/author-organization-service-why-ai-mixes-levels-of-attribution/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "autorite-admissible-vs-verite",
        "translation_key": "autorite-admissible-vs-verite",
        "fr_title": "Une autorité admissible n’est pas une vérité : ce que EAC qualifie réellement",
        "fr_url": "https://gautierdorval.com/blogue/interpretation-ia/autorite-admissible-vs-verite/",
        "en_title": "An admissible authority is not truth: what EAC actually qualifies",
        "en_url": "https://gautierdorval.com/en/blog/interpretation-ai/admissible-authority-vs-truth/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-interpretation-ia",
        "en_category_key": "cat-interpretation-ia"
      },
      {
        "translation_group": "autorite-reputation-signaux-faibles",
        "translation_key": "autorite-reputation-signaux-faibles",
        "fr_title": "Autorité et signaux faibles : comment les IA arbitrent sans vérité centrale",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/autorite-reputation-signaux-faibles/",
        "en_title": "Authority and weak signals: how AI arbitrates without a central truth",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/authority-reputation-and-weak-signals-how-ai-arbitrates-without-a-central-truth/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "avis-forums-mentions-signaux-dominants",
        "translation_key": "avis-forums-mentions-signaux-dominants",
        "fr_title": "Avis, forums, mentions : pourquoi quelques signaux peuvent dominer une synthèse",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/avis-forums-mentions-signaux-dominants/",
        "en_title": "Reviews, forums, mentions: why a few signals can dominate a synthesis",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/reviews-forums-mentions-why-a-few-signals-can-dominate-a-synthesis/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "baseline-publie-phase-0-observation-vs-preuve",
        "translation_key": "baseline-publie-phase-0-observation-vs-preuve",
        "fr_title": "Baseline publié (phase 0) : ce que l’observation montre, et ce qu’elle ne prouve pas",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-ai/baseline-publie-phase-0-observation-vs-preuve/",
        "en_title": "Published baseline (phase 0): what observation shows, and what it does not prove",
        "en_url": "https://gautierdorval.com/en/blog/ai-governance/published-baseline-phase-0-what-observation-shows-and-what-it-does-not-prove/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-ai",
        "en_category_key": "cat-gouvernance-ai"
      },
      {
        "translation_group": "better-robots-txt-visibilite-ia-precoce",
        "translation_key": "better-robots-txt-visibilite-ia-precoce",
        "fr_title": "Better Robots.txt et la visibilité IA précoce",
        "fr_url": "https://gautierdorval.com/blogue/observation-terrain/better-robots-txt-visibilite-ia-precoce/",
        "en_title": "Better Robots.txt and early AI visibility",
        "en_url": "https://gautierdorval.com/en/blog/field-observations/better-robots-txt-a-case-of-early-ai-visibility/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-observation-terrain",
        "en_category_key": "cat-observation-terrain"
      },
      {
        "translation_group": "bien-reference-mal-compris",
        "translation_key": "bien-reference-mal-compris",
        "fr_title": "Quand un site est bien référencé mais mal compris par les IA",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/bien-reference-mal-compris/",
        "en_title": "When a site is well ranked but poorly understood by AI",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/when-a-site-is-well-ranked-but-poorly-understood-by-ai/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "biometrie-ia-confusion-identification-verification-surveillance",
        "translation_key": "biometrie-ia-confusion-identification-verification-surveillance",
        "fr_title": "Biométrie : quand l’IA confond identification, vérification et surveillance",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/biometrie-ia-confusion-identification-verification-surveillance/",
        "en_title": "Biometrics: when AI confuses identification, verification, and surveillance",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/biometrics-when-ai-confuses-identification-verification-and-surveillance/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "boucles-auto-validantes-et-cristallisation-du-sens",
        "translation_key": "boucles-auto-validantes-et-cristallisation-du-sens",
        "fr_title": "Boucles auto-validantes et cristallisation du sens",
        "fr_url": "https://gautierdorval.com/blogue/dynamiques-interpretatives/boucles-auto-validantes-et-cristallisation-du-sens/",
        "en_title": "Self-validating loops and the crystallization of meaning",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-dynamics/self-validating-loops-and-the-crystallization-of-meaning/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-dynamiques-interpretatives",
        "en_category_key": "cat-dynamiques-interpretatives"
      },
      {
        "translation_group": "bundles-options-offres-complexes",
        "translation_key": "bundles-options-offres-complexes",
        "fr_title": "Bundles et options : pourquoi les offres complexes sont systématiquement mal interprétées",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/bundles-options-offres-complexes/",
        "en_title": "Bundles and options: why complex offerings are systematically misinterpreted",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/bundles-and-options-why-complex-offerings-are-systematically-misinterpreted/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "capture-interpretative-saturation-signaux",
        "translation_key": "capture-interpretative-saturation-signaux",
        "fr_title": "Capture interprétative : saturation de signaux et détournement de vérité",
        "fr_url": "https://gautierdorval.com/blogue/dynamiques-interpretatives/capture-interpretative-saturation-signaux/",
        "en_title": "Interpretive capture: signal saturation and the diversion of truth",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-dynamics/interpretive-capture-signal-saturation-and-the-diversion-of-truth/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-dynamiques-interpretatives",
        "en_category_key": "cat-dynamiques-interpretatives"
      },
      {
        "translation_group": "cartographie-desalignement-onsite-offsite",
        "translation_key": "cartographie-desalignement-onsite-offsite",
        "fr_title": "Cartographie du désalignement : réduire les contradictions on-site / off-site",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/cartographie-desalignement-onsite-offsite/",
        "en_title": "Misalignment map: reducing on-site / off-site contradictions",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/misalignment-map-reducing-on-site-off-site-contradictions/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "ce-que-fait-chaque-fichier-de-gouvernance",
        "translation_key": "ce-que-fait-chaque-fichier-de-gouvernance",
        "fr_title": "Ce que fait vraiment chaque fichier de gouvernance",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-ai/ce-que-fait-vraiment-chaque-fichier-de-gouvernance/",
        "en_title": "What each governance file actually does",
        "en_url": "https://gautierdorval.com/en/blog/ai-governance/what-each-governance-file-actually-does/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-ai",
        "en_category_key": "cat-gouvernance-ai"
      },
      {
        "translation_group": "ce-que-fait-une-ia-quand-deux-sources-se-contre-disent-sur-une-marque",
        "translation_key": "ce-que-fait-une-ia-quand-deux-sources-se-contre-disent-sur-une-marque",
        "fr_title": "Ce que fait une IA quand deux sources se contredisent sur une marque",
        "fr_url": "https://gautierdorval.com/blogue/interpretation-ia/ce-que-fait-une-ia-quand-deux-sources-se-contre-disent-sur-une-marque/",
        "en_title": "What an AI does when two sources contradict each other about a brand",
        "en_url": "https://gautierdorval.com/en/blog/interpretation-ai/what-an-ai-does-when-two-sources-contradict-each-other-about-a-brand/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-interpretation-ia",
        "en_category_key": "cat-interpretation-ia"
      },
      {
        "translation_group": "ce-que-lia-revele-des-failles-du-web-actuel",
        "translation_key": "ce-que-lia-revele-des-failles-du-web-actuel",
        "fr_title": "Ce que l’IA révèle des failles du web actuel",
        "fr_url": "https://gautierdorval.com/blogue/reflexions-perspectives/ce-que-lia-revele-des-failles-du-web-actuel/",
        "en_title": "What AI reveals about the flaws of today’s web",
        "en_url": "https://gautierdorval.com/en/blog/reflections-and-perspectives/what-ai-reveals-about-the-flaws-of-todays-web/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-reflexions-perspectives",
        "en_category_key": "cat-reflexions-perspectives"
      },
      {
        "translation_group": "ce-que-non-indique-signifie-reellement-dans-une-reponse-d-ia",
        "translation_key": "ce-que-non-indique-signifie-reellement-dans-une-reponse-d-ia",
        "fr_title": "Ce que “non indiqué” signifie réellement dans une réponse d’IA",
        "fr_url": "https://gautierdorval.com/blogue/interpretation-ia/ce-que-non-indique-signifie-reellement-dans-une-reponse-d-ia/",
        "en_title": "What “not indicated” really means in an AI response",
        "en_url": "https://gautierdorval.com/en/blog/interpretation-ai/what-not-indicated-really-means-in-an-ai-response/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-interpretation-ia",
        "en_category_key": "cat-interpretation-ia"
      },
      {
        "translation_group": "changement-offre-refonte-pivot",
        "translation_key": "changement-offre-refonte-pivot",
        "fr_title": "Changement d’offre, refonte, pivot : pourquoi les IA restent bloquées dans le passé",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/changement-offre-refonte-pivot/",
        "en_title": "Offering change, redesign, pivot: why AI stays stuck in the past",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/offering-change-redesign-pivot-why-ai-stays-stuck-in-the-past/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "claim-time-scope-eac",
        "translation_key": "claim-time-scope-eac",
        "fr_title": "Claim-scoped, time-scoped, scope-bound : la grammaire minimale de EAC",
        "fr_url": "https://gautierdorval.com/blogue/interpretation-ia/claim-time-scope-eac/",
        "en_title": "Claim-scoped, time-scoped, scope-bound: the minimal grammar of EAC",
        "en_url": "https://gautierdorval.com/en/blog/interpretation-ai/claim-scoped-time-scoped-scope-bound-eac/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-interpretation-ia",
        "en_category_key": "cat-interpretation-ia"
      },
      {
        "translation_group": "collision-interpretative-fusion-entites",
        "translation_key": "collision-interpretative-fusion-entites",
        "fr_title": "Collision interprétative : fusion d’entités et hallucinations de synthèse",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/collision-interpretative-fusion-entites/",
        "en_title": "Interpretive collision: entity fusion and synthesis hallucinations",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/interpretive-collision-entity-fusion-and-synthesis-hallucinations/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "comment-ia-decide-marque-citable",
        "translation_key": "comment-ia-decide-marque-citable",
        "fr_title": "Comment une IA décide qu’une marque est citable ou non",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-ai/comment-ia-decide-marque-citable/",
        "en_title": "How an AI decides whether a brand is citable",
        "en_url": "https://gautierdorval.com/en/blog/ai-governance/how-an-ai-decides-whether-a-brand-is-citable-or-not/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-ai",
        "en_category_key": "cat-gouvernance-ai"
      },
      {
        "translation_group": "comment-une-ia-arbitre-entre-definition-canonique-et-rumeurs-publiques",
        "translation_key": "comment-une-ia-arbitre-entre-definition-canonique-et-rumeurs-publiques",
        "fr_title": "Comment une IA arbitre entre définition canonique et rumeurs publiques",
        "fr_url": "https://gautierdorval.com/blogue/interpretation-ia/comment-une-ia-arbitre-entre-definition-canonique-et-rumeurs-publiques/",
        "en_title": "How an AI arbitrates between canonical definition and public rumors",
        "en_url": "https://gautierdorval.com/en/blog/interpretation-ai/how-an-ai-arbitrates-between-canonical-definition-and-public-rumors/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-interpretation-ia",
        "en_category_key": "cat-interpretation-ia"
      },
      {
        "translation_group": "communication-publique-ia-position-officielle",
        "translation_key": "communication-publique-ia-position-officielle",
        "fr_title": "Communication publique : quand une réponse IA devient une position officiellle",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/communication-publique-ia-position-officielle/",
        "en_title": "Public communication: when an AI response becomes an official position",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/public-communication-when-an-ai-response-becomes-an-official-position/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "compression-semantique-disparition-information",
        "translation_key": "compression-semantique-disparition-information",
        "fr_title": "La compression sémantique : pourquoi certaines informations disparaissent toujours",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/compression-semantique-disparition-information/",
        "en_title": "Semantic compression: why certain information always disappears",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/compression-semantic-disparition-information/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "conflit-autorite-arbitrage",
        "translation_key": "conflit-autorite-arbitrage",
        "fr_title": "Conflit d’autorité : que faire quand deux sources « fortes » s’opposent",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-exogene/conflit-autorite-arbitrage/",
        "en_title": "Authority conflict: what to do when two strong sources contradict each other",
        "en_url": "https://gautierdorval.com/en/blog/exogenous-governance/conflict-authority-arbitrage/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-exogene",
        "en_category_key": "cat-gouvernance-exogene"
      },
      {
        "translation_group": "conformite-declaree-sans-presedence",
        "translation_key": "conformite-declaree-sans-presedence",
        "fr_title": "Conformité déclarée sans préséance : pourquoi une règle externe ne stabilise rien",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-exogene/conformite-declaree-sans-presedence/",
        "en_title": "Declared compliance without precedence: why an external rule stabilizes nothing",
        "en_url": "https://gautierdorval.com/en/blog/exogenous-governance/declared-compliance-without-precedence/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-exogene",
        "en_category_key": "cat-gouvernance-exogene"
      },
      {
        "translation_group": "confusion-de-role-expert-fondateur-auteur",
        "translation_key": "confusion-de-role-expert-fondateur-auteur",
        "fr_title": "La confusion de rôle : expert, fondateur, porte-parole, auteur",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/confusion-de-role-expert-fondateur-auteur/",
        "en_title": "Role confusion: expert, founder, spokesperson, author",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/role-confusion-expert-founder-spokesperson-author/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "confusion-personne-marque-produit",
        "translation_key": "confusion-personne-marque-produit",
        "fr_title": "Confusion personne, marque, produit : anatomie d’une identité numérique mal définie",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/confusion-personne-marque-produit/",
        "en_title": "Person-brand-product confusion: anatomy of a poorly defined digital identity",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/person-brand-product-confusion-anatomy-of-a-poorly-defined-digital-identity/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "contestation-journalisation-contraintes-design",
        "translation_key": "contestation-journalisation-contraintes-design",
        "fr_title": "Contestation et journalisation : quand le recours devient une contrainte de design",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-exogene/contestation-journalisation-contraintes-design/",
        "en_title": "Contestability and logging: when appeal becomes a design constraint",
        "en_url": "https://gautierdorval.com/en/blog/exogenous-governance/contestability-logging-design-constraints/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-exogene",
        "en_category_key": "cat-gouvernance-exogene"
      },
      {
        "translation_group": "contradictions-sources-credibles-arbitrage-silencieux",
        "translation_key": "contradictions-sources-credibles-arbitrage-silencieux",
        "fr_title": "Sources crédibles contradictoires : quand l’arbitrage devient silencieux",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/contradictions-sources-credibles-arbitrage-silencieux/",
        "en_title": "Contradictory credible sources: when arbitration becomes silent",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/contradictory-credible-sources-when-arbitration-becomes-silent/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "contraintes-explicites-et-reduction-de-l-inference",
        "translation_key": "contraintes-explicites-et-reduction-de-l-inference",
        "fr_title": "Contraintes explicites et réduction de l’inférence",
        "fr_url": "https://gautierdorval.com/blogue/dynamiques-interpretatives/contraintes-explicites-et-reduction-de-l-inference/",
        "en_title": "Explicit constraints and the reduction of inference",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-dynamics/explicit-constraints-reducing-inference/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-dynamiques-interpretatives",
        "en_category_key": "cat-dynamiques-interpretatives"
      },
      {
        "translation_group": "credit-ia-scoring-implicite-durcissement-acces",
        "translation_key": "credit-ia-scoring-implicite-durcissement-acces",
        "fr_title": "Crédit : quand l’IA “score” sans le dire et durcit l’accès",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/credit-ia-scoring-implicite-durcissement-acces/",
        "en_title": "Credit: when AI “scores” without saying so and hardens access",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/credit-when-ai-scores-without-saying-so-and-hardens-access/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "de-la-page-a-l-entite",
        "translation_key": "de-la-page-a-l-entite",
        "fr_title": "De la page à l’entité : ce que les IA calculent réellement lorsqu’elles « comprennent » un site",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/de-la-page-a-l-entite/",
        "en_title": "From page to entity: what AI actually computes when it “understands” a site",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/from-page-to-entity-what-ai-actually-computes-when-it-understands-a-site/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "de-linformation-a-laction",
        "translation_key": "de-linformation-a-laction",
        "fr_title": "De l’information à l’action : entrer dans l’ère agentique",
        "fr_url": "https://gautierdorval.com/blogue/ere-agentique/de-linformation-a-laction/",
        "en_title": "From information to action: entering the agentic era",
        "en_url": "https://gautierdorval.com/en/blog/agentic-era/from-information-to-action-entering-the-agentic-era/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-ere-agentique",
        "en_category_key": "cat-ere-agentique"
      },
      {
        "translation_group": "decrochage-etat-ia",
        "translation_key": "decrochage-etat-ia",
        "fr_title": "Décrochage d’état : quand l’IA fige un état périmé (prix, stock, politique)",
        "fr_url": "https://gautierdorval.com/blogue/observation-terrain/decrochage-etat-ia/",
        "en_title": "State drift: when AI freezes an outdated state (price, inventory, policy)",
        "en_url": "https://gautierdorval.com/en/blog/field-observations/state-drift-when-ai-freezes-an-outdated-state/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-observation-terrain",
        "en_category_key": "cat-observation-terrain"
      },
      {
        "translation_group": "derive-temporelle-version-obsolete-citee",
        "translation_key": "derive-temporelle-version-obsolete-citee",
        "fr_title": "La dérive temporelle : quand une version obsolète continue d’être citée",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/derive-temporelle-version-obsolete-citee/",
        "en_title": "Temporal drift: when an obsolete version keeps being cited",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/temporal-drift-when-an-obsolete-version-keeps-being-cited/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "desambiguisation-de-marque",
        "translation_key": "desambiguisation-de-marque",
        "fr_title": "Désambiguïsation de marque : un problème structurel",
        "fr_url": "https://gautierdorval.com/blogue/architecture-semantique/desambiguisation-de-marque/",
        "en_title": "Brand disambiguation: a structural problem",
        "en_url": "https://gautierdorval.com/en/blog/semantic-architecture/brand-disambiguation-a-structural-problem/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-architecture-semantique",
        "en_category_key": "cat-architecture-semantique"
      },
      {
        "translation_group": "desambiguisation-probleme-seo",
        "translation_key": "desambiguisation-probleme-seo",
        "fr_title": "Désambiguïsation : le problème que le SEO n’a jamais vraiment traité",
        "fr_url": "https://gautierdorval.com/blogue/seo-avance/desambiguisation-probleme-seo/",
        "en_title": "Disambiguation: the problem SEO never really addressed",
        "en_url": "https://gautierdorval.com/en/blog/advanced-seo/disambiguation-the-problem-seo-never-really-addressed/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-seo-avance",
        "en_category_key": "cat-seo-avance"
      },
      {
        "translation_group": "detection-vs-legitimite",
        "translation_key": "detection-vs-legitimite",
        "fr_title": "Détection ≠ légitimité : limites des défenses uniquement « filtrage »",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/detection-vs-legitimite/",
        "en_title": "Detection is not legitimacy: the limits of filtering-only defenses",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/detection-vs-legitimacy/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "dette-interpretative-accumulation",
        "translation_key": "dette-interpretative-accumulation",
        "fr_title": "Dette interprétative : comment elle s’accumule sans erreur spectaculaire",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/dette-interpretative-accumulation/",
        "en_title": "Interpretive debt: how it accumulates without spectacular failure",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/interpretive-debt-accumulation/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "diagnostic-sans-questionner-llm-signaux-indirects",
        "translation_key": "diagnostic-sans-questionner-llm-signaux-indirects",
        "fr_title": "Diagnostic sans questionner un LLM : identifier une mauvaise interprétation par signaux indirects",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/diagnostic-sans-questionner-llm-signaux-indirects/",
        "en_title": "Diagnosis without questioning an LLM: identifying a misinterpretation through indirect signals",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/diagnosis-without-questioning-an-llm-identifying-a-misinterpretation-through-indirect-signals/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "dissonance-entite-environnement-contredit-source",
        "translation_key": "dissonance-entite-environnement-contredit-source",
        "fr_title": "Dissonance d’entité : quand l’environnement contredit la source officielle",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/dissonance-entite-environnement-contredit-source/",
        "en_title": "Entity dissonance: when the environment contradicts the official source",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/entity-dissonance-when-the-environment-contradicts-the-official-source/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "distinguer-observation-analyse-et-perspective",
        "translation_key": "distinguer-observation-analyse-et-perspective",
        "fr_title": "Contraintes explicites et réduction de l’inférence",
        "fr_url": "https://gautierdorval.com/blogue/dynamiques-interpretatives/distinguer-observation-analyse-et-perspective/",
        "en_title": "Distinguishing observation, analysis, and perspective",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-dynamics/distinguishing-observation-analysis-and-perspective/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-dynamiques-interpretatives",
        "en_category_key": "cat-dynamiques-interpretatives"
      },
      {
        "translation_group": "domination-source-tierce-perte-autorite-site",
        "translation_key": "domination-source-tierce-perte-autorite-site",
        "fr_title": "Domination d’une source tierce : quand le site source perd l’autorité interprétative",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/domination-source-tierce-perte-autorite-site/",
        "en_title": "Dominance of a third-party source: when the source site loses interpretive authority",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/dominance-of-a-third-party-source-when-the-source-site-loses-interpretive-authority/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "donnees-structurees-etre-compris",
        "translation_key": "donnees-structurees-etre-compris",
        "fr_title": "Données structurées : structurer pour être compris",
        "fr_url": "https://gautierdorval.com/blogue/seo-avance/donnees-structurees-etre-compris/",
        "en_title": "Structured data: structuring to be understood",
        "en_url": "https://gautierdorval.com/en/blog/advanced-seo/structured-data-structuring-to-be-understood/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-seo-avance",
        "en_category_key": "cat-seo-avance"
      },
      {
        "translation_group": "drift-de-perimetre-elargissement-offre",
        "translation_key": "drift-de-perimetre-elargissement-offre",
        "fr_title": "Le drift de périmètre : quand l’IA élargit une offre au-delà de ce qui est réellement vendu",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/drift-de-perimetre-elargissement-offre/",
        "en_title": "Perimeter drift: when AI expands an offering beyond what is actually sold",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/perimeter-drift-when-ai-expands-an-offering-beyond-what-is-actually-sold/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "dupliques-strategiques-variantes-fr-en-moyennisation-sens",
        "translation_key": "dupliques-strategiques-variantes-fr-en-moyennisation-sens",
        "fr_title": "Duplications stratégiques : quand les variantes FR/EN moyennisent le sens",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/dupliques-strategiques-variantes-fr-en-moyennisation-sens/",
        "en_title": "Strategic duplications: when FR/EN variants average out meaning",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/strategic-duplications-when-fr-en-variants-average-out-meaning/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "eac-a2-q-layer-layer-3",
        "translation_key": "eac-a2-q-layer-layer-3",
        "fr_title": "EAC, A2, Q-Layer, Layer 3 : qui fait quoi dans la gouvernance",
        "fr_url": "https://gautierdorval.com/blogue/interpretation-ia/eac-a2-q-layer-layer-3/",
        "en_title": "EAC, A2, Q-Layer, Layer 3: who does what in governance",
        "en_url": "https://gautierdorval.com/en/blog/interpretation-ai/eac-a2-q-layer-layer-3/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-interpretation-ia",
        "en_category_key": "cat-interpretation-ia"
      },
      {
        "translation_group": "eac-vs-eac-gap",
        "translation_key": "eac-vs-eac-gap",
        "fr_title": "EAC n’est pas EAC-gap : distinguer la couche du différentiel mesuré",
        "fr_url": "https://gautierdorval.com/blogue/interpretation-ia/eac-vs-eac-gap/",
        "en_title": "EAC is not EAC-gap: distinguishing the layer from the measured differential",
        "en_url": "https://gautierdorval.com/en/blog/interpretation-ai/eac-vs-eac-gap/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-interpretation-ia",
        "en_category_key": "cat-interpretation-ia"
      },
      {
        "translation_group": "ecart-canon-sortie-mesure-distortion",
        "translation_key": "ecart-canon-sortie-mesure-distortion",
        "fr_title": "Écart canon-sortie : mesurer la distorsion plutôt que débattre du « vrai »",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/ecart-canon-sortie-mesure-distortion/",
        "en_title": "Canon-output gap: measuring distortion instead of debating the “true”",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/canon-output-gap-measuring-distortion/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "education-ia-recommandations-decisions-implicites",
        "translation_key": "education-ia-recommandations-decisions-implicites",
        "fr_title": "Éducation : quand l’IA transforme des recommandations en décisions implicites",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/education-ia-recommandations-decisions-implicites/",
        "en_title": "Education: when AI turns recommendations into implicit decisions",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/education-when-ai-turns-recommendations-into-implicit-decisions/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "effet-template-generalisations-ia",
        "translation_key": "effet-template-generalisations-ia",
        "fr_title": "L’effet template : comment les structures répétées induisent de fausses généralisations IA",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/effet-template-generalisations-ia/",
        "en_title": "The template effect: how repeated structures induce false AI generalizations",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/effet-template-generalisations-ia/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "empathie-simulee-et-stabilisation-du-dialogue",
        "translation_key": "empathie-simulee-et-stabilisation-du-dialogue",
        "fr_title": "Empathie simulée et stabilisation du dialogue",
        "fr_url": "https://gautierdorval.com/blogue/dynamiques-interpretatives/empathie-simulee-et-stabilisation-du-dialogue/",
        "en_title": "Simulated empathy and the stabilization of dialogue",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-dynamics/simulated-empathy-and-the-stabilization-of-dialogue/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-dynamiques-interpretatives",
        "en_category_key": "cat-dynamiques-interpretatives"
      },
      {
        "translation_group": "entites-knowledge-graph-google",
        "translation_key": "entites-knowledge-graph-google",
        "fr_title": "Entités et Knowledge Graph : ce que Google comprend vraiment",
        "fr_url": "https://gautierdorval.com/blogue/seo-avance/entites-knowledge-graph-google/",
        "en_title": "Entities and the Knowledge Graph: what Google really understands",
        "en_url": "https://gautierdorval.com/en/blog/advanced-seo/entities-and-the-knowledge-graph-what-google-really-understands/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-seo-avance",
        "en_category_key": "cat-seo-avance"
      },
      {
        "translation_group": "environnement-multisite-coherence-ne-suffit-plus",
        "translation_key": "environnement-multisite-coherence-ne-suffit-plus",
        "fr_title": "Environnement multisite : pourquoi la cohérence ne suffit plus",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-ai/environnement-multisite-coherence-ne-suffit-plus/",
        "en_title": "Why coherence is not enough in a multisite ecosystem",
        "en_url": "https://gautierdorval.com/en/blog/ai-governance/why-coherence-is-not-enough-in-a-multisite-ecosystem/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-ai",
        "en_category_key": "cat-gouvernance-ai"
      },
      {
        "translation_group": "environnements-interpretables",
        "translation_key": "environnements-interpretables",
        "fr_title": "Architecture sémantique : concevoir des environnements interprétables",
        "fr_url": "https://gautierdorval.com/blogue/architecture-semantique/environnements-interpretables/",
        "en_title": "Semantic architecture: designing interpretable environments",
        "en_url": "https://gautierdorval.com/en/blog/semantic-architecture/designing-interpretable-environments/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-architecture-semantique",
        "en_category_key": "cat-architecture-semantique"
      },
      {
        "translation_group": "etre-cite-sans-etre-clique",
        "translation_key": "etre-cite-sans-etre-clique",
        "fr_title": "Être cité sans être cliqué",
        "fr_url": "https://gautierdorval.com/blogue/ere-agentique/etre-cite-sans-etre-clique/",
        "en_title": "Being cited without being clicked",
        "en_url": "https://gautierdorval.com/en/blog/agentic-era/being-cited-without-being-clicked/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-ere-agentique",
        "en_category_key": "cat-ere-agentique"
      },
      {
        "translation_group": "etre-en-avance-sans-devenir-inaudible",
        "translation_key": "etre-en-avance-sans-devenir-inaudible",
        "fr_title": "Être en avance sans devenir inaudible",
        "fr_url": "https://gautierdorval.com/blogue/reflexions-perspectives/etre-en-avance-sans-devenir-inaudible/",
        "en_title": "Being ahead without becoming inaudible",
        "en_url": "https://gautierdorval.com/en/blog/reflections-and-perspectives/being-ahead-without-becoming-inaudible/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-reflexions-perspectives",
        "en_category_key": "cat-reflexions-perspectives"
      },
      {
        "translation_group": "etude-de-cas-stabilisation-dune-identite",
        "translation_key": "etude-de-cas-stabilisation-dune-identite",
        "fr_title": "Étude de cas : stabilisation d’une identité par gouvernance exogène",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-exogene/etude-de-cas-stabilisation-dune-identite/",
        "en_title": "Case study: stabilizing an identity through exogenous governance",
        "en_url": "https://gautierdorval.com/en/blog/exogenous-governance/case-study-stabilizing-an-identity-through-exogenous-governance/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-exogene",
        "en_category_key": "cat-gouvernance-exogene"
      },
      {
        "translation_group": "facettes-filtres-pagination-dilution-interpretative",
        "translation_key": "facettes-filtres-pagination-dilution-interpretative",
        "fr_title": "Facettes, filtres et pagination : quand la structure e-commerce dilue l’interprétation",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/facettes-filtres-pagination-dilution-interpretative/",
        "en_title": "Facets, filters, and pagination: when e-commerce structure dilutes interpretation",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/facets-filters-and-pagination-when-e-commerce-structure-dilutes-interpretation/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "faux-diagnostic-seo-biais-ia",
        "translation_key": "faux-diagnostic-seo-biais-ia",
        "fr_title": "Pourquoi le problème n’est pas le SEO, ni un biais des IA",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-ai/faux-diagnostic-seo-biais-ia/",
        "en_title": "Why the problem is neither SEO nor AI bias",
        "en_url": "https://gautierdorval.com/en/blog/ai-governance/why-the-problem-is-neither-seo-nor-ai-bias/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-ai",
        "en_category_key": "cat-gouvernance-ai"
      },
      {
        "translation_group": "figement-des-attributs-verite-stable",
        "translation_key": "figement-des-attributs-verite-stable",
        "fr_title": "Le figement des attributs : quand une description devient une vérité stable",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/figement-des-attributs-verite-stable/",
        "en_title": "Attribute fixation: when a description becomes a stable truth",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/attribute-fixation-when-a-description-becomes-a-stable-truth/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "frontiere-autorite-deduction-inference",
        "translation_key": "frontiere-autorite-deduction-inference",
        "fr_title": "Frontière d’autorité : ce que l’IA peut déduire, et ce qu’elle ne doit pas inférer",
        "fr_url": "https://gautierdorval.com/blogue/architecture-semantique/frontiere-autorite-deduction-inference/",
        "en_title": "Authority boundary: what AI can deduce, and what it must not infer",
        "en_url": "https://gautierdorval.com/en/blog/semantic-architecture/authority-boundary-what-ai-can-deduce-and-what-it-must-not-infer/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-architecture-semantique",
        "en_category_key": "cat-architecture-semantique"
      },
      {
        "translation_group": "fusion-acquisition-rebrand-gouverner-identite-changement",
        "translation_key": "fusion-acquisition-rebrand-gouverner-identite-changement",
        "fr_title": "Fusion, acquisition, rebrand : gouverner l’identité pendant un changement structurel",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/fusion-acquisition-rebrand-gouverner-identite-changement/",
        "en_title": "Merger, acquisition, rebrand: governing identity during structural change",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/merger-acquisition-rebrand-governing-identity-during-structural-change/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "geographie-implicite-zone-desservie-inventee",
        "translation_key": "geographie-implicite-zone-desservie-inventee",
        "fr_title": "Géographie implicite : quand l’IA invente des zones desservies",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/geographie-implicite-zone-desservie-inventee/",
        "en_title": "Implicit geography: when AI invents served areas",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/geographie-implicite-zone-desservie-inventee/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "ghost-404s-and-site-coherence-map",
        "translation_key": "ghost-404s-and-site-coherence-map",
        "fr_title": "Pourquoi une sitemap XML ne suffit plus : vers une carte de cohérence du site pour les agents IA",
        "fr_url": "https://gautierdorval.com/blogue/architecture-semantique/pourquoi-une-sitemap-xml-ne-suffit-plus/",
        "en_title": "Why an XML sitemap is no longer enough: toward a site coherence map for AI agents",
        "en_url": "https://gautierdorval.com/en/blog/semantic-architecture/why-an-xml-sitemap-is-no-longer-enough/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-architecture-semantique",
        "en_category_key": "cat-architecture-semantique"
      },
      {
        "translation_group": "gouvernance-biometrie-bornes-interdits-transparence-non-actions",
        "translation_key": "gouvernance-biometrie-bornes-interdits-transparence-non-actions",
        "fr_title": "Gouvernance biométrie : bornes, interdits, transparence, non-actions",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/gouvernance-biometrie-bornes-interdits-transparence-non-actions/",
        "en_title": "Biometrics governance: boundaries, prohibitions, transparency, and legitimate non-action",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/biometrics-governance-boundaries-prohibitions-transparency-non-action/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "gouvernance-credit-facteurs-negations-justification-temporalite",
        "translation_key": "gouvernance-credit-facteurs-negations-justification-temporalite",
        "fr_title": "Gouvernance crédit : facteurs, négations, justification, temporalité",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/gouvernance-credit-facteurs-negations-justification-temporalite/",
        "en_title": "Credit governance: factors, negations, justification, and temporality",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/credit-governance-factors-negations-justification-temporality/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "gouvernance-ecommerce-attributs-negations-variantes-preuves",
        "translation_key": "gouvernance-ecommerce-attributs-negations-variantes-preuves",
        "fr_title": "Gouvernance e-commerce : attributs, négations, variantes, preuves",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/gouvernance-ecommerce-attributs-negations-variantes-preuves/",
        "en_title": "E-commerce governance: attributes, negations, variants, and evidence",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/e-commerce-governance-attributes-negations-variants-evidence/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "gouvernance-education-seuils-preuves-non-actions-legitimes",
        "translation_key": "gouvernance-education-seuils-preuves-non-actions-legitimes",
        "fr_title": "Gouvernance éducation : seuils, preuves, non-actions légitimes",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/gouvernance-education-seuils-preuves-non-actions-legitimes/",
        "en_title": "Education governance: thresholds, evidence, and legitimate non-action",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/education-governance-thresholds-evidence-legitimate-non-action/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "gouvernance-ia-fonction-strategique",
        "translation_key": "gouvernance-ia-fonction-strategique",
        "fr_title": "Nous n’en sommes qu’au début : pourquoi la gouvernance IA devient une fonction stratégique",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-ai/gouvernance-ia-fonction-strategique/",
        "en_title": "We are only at the beginning: why AI governance is becoming a strategic function",
        "en_url": "https://gautierdorval.com/en/blog/ai-governance/we-are-only-at-the-beginning-why-ai-governance-is-becoming-a-strategic-function/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-ai",
        "en_category_key": "cat-gouvernance-ai"
      },
      {
        "translation_group": "gouvernance-interpretative-carte-complete",
        "translation_key": "gouvernance-interpretative-carte-complete",
        "fr_title": "Gouvernance interprétative : carte complète, phénomènes et mécanismes",
        "fr_url": "https://gautierdorval.com/blogue/reflexions-perspectives/gouvernance-interpretative-carte-complete/",
        "en_title": "Interpretive governance: complete map, phenomena, and mechanisms",
        "en_url": "https://gautierdorval.com/en/blog/reflections-and-perspectives/interpretive-governance-complete-map-phenomena-and-mechanisms/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-reflexions-perspectives",
        "en_category_key": "cat-reflexions-perspectives"
      },
      {
        "translation_group": "gouvernance-interpretative-exigence-economique-juridique",
        "translation_key": "gouvernance-interpretative-exigence-economique-juridique",
        "fr_title": "Pourquoi la gouvernance interprétative devient une exigence économique et juridique",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/gouvernance-interpretative-exigence-economique-juridique/",
        "en_title": "Why interpretive governance is becoming an economic and legal requirement",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/why-interpretive-governance-is-becoming-an-economic-and-legal-requirement/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "gouvernance-legal-juridictions-exceptions-validite-temporelle",
        "translation_key": "gouvernance-legal-juridictions-exceptions-validite-temporelle",
        "fr_title": "Gouvernance légal : juridictions, exceptions, validité temporelle",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/gouvernance-legal-juridictions-exceptions-validite-temporelle/",
        "en_title": "Legal governance: jurisdictions, exceptions, and temporal validity",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/legal-governance-jurisdictions-exceptions-temporal-validity/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "gouvernance-rh-criteres-exclusions-biais-tracabilite",
        "translation_key": "gouvernance-rh-criteres-exclusions-biais-tracabilite",
        "fr_title": "Gouvernance RH : critères, exclusions, biais, traçabilité",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/gouvernance-rh-criteres-exclusions-biais-tracabilite/",
        "en_title": "HR governance: criteria, exclusions, bias, and traceability",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/hr-governance-criteria-exclusions-bias-traceability/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "gouvernance-sante-prudence-sources-limites-escalade-humaine",
        "translation_key": "gouvernance-sante-prudence-sources-limites-escalade-humaine",
        "fr_title": "Gouvernance santé : prudence, sources, limites, escalade humaine",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/gouvernance-sante-prudence-sources-limites-escalade-humaine/",
        "en_title": "Health governance: prudence, sources, limits, and human escalation",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/health-governance-prudence-sources-limits-human-escalation/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "gouvernance-secteur-public-criteres-preuves-recours-transparence",
        "translation_key": "gouvernance-secteur-public-criteres-preuves-recours-transparence",
        "fr_title": "Gouvernance secteur public : critères, preuves, recours, transparence",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/gouvernance-secteur-public-criteres-preuves-recours-transparence/",
        "en_title": "Public sector governance: criteria, evidence, remedies, and transparency",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/public-sector-governance-criteria-evidence-remedies-and-transparency/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "gouvernance-temporelle",
        "translation_key": "gouvernance-temporelle",
        "fr_title": "Gouvernance temporelle : déclarer ce qui est valide, périmé ou conditionnel",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/gouvernance-temporelle/",
        "en_title": "Temporal governance: declaring what is valid, obsolete, or conditional",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/temporal-governance-declaring-what-is-valid-obsolete-or-conditional/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "gouverner-agent-gouverner-organisation-par-proxy",
        "translation_key": "gouverner-agent-gouverner-organisation-par-proxy",
        "fr_title": "Gouverner l’agent, c’est gouverner l’organisation par proxy",
        "fr_url": "https://gautierdorval.com/blogue/reflexions-perspectives/gouverner-agent-gouverner-organisation-par-proxy/",
        "en_title": "Governing the agent means governing the organization by proxy",
        "en_url": "https://gautierdorval.com/en/blog/reflections-and-perspectives/governing-the-agent-means-governing-the-organization-by-proxy/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-reflexions-perspectives",
        "en_category_key": "cat-reflexions-perspectives"
      },
      {
        "translation_group": "gouverner-interpretation",
        "translation_key": "gouverner-interpretation",
        "fr_title": "Gouverner l’interprétation sans sur-optimiser",
        "fr_url": "https://gautierdorval.com/blogue/architecture-semantique/gouverner-interpretation/",
        "en_title": "Governing interpretation without over-optimizing",
        "en_url": "https://gautierdorval.com/en/blog/semantic-architecture/governing-interpretation-without-over-optimizing/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-architecture-semantique",
        "en_category_key": "cat-architecture-semantique"
      },
      {
        "translation_group": "graphe-identite-gouvernee",
        "translation_key": "graphe-identite-gouvernee",
        "fr_title": "Graphe d’identité gouvernée : relations, rôles et périmètres",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/graphe-identite-gouvernee/",
        "en_title": "Governed identity graph: relationships, roles, and perimeters",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/governed-identity-graph-relationships-roles-and-perimeters/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "grok-et-la-fabrication-dautorite",
        "translation_key": "grok-et-la-fabrication-dautorite",
        "fr_title": "Cas d’observation : Grok et la fabrication d’autorité",
        "fr_url": "https://gautierdorval.com/blogue/observation-terrain/grok-et-la-fabrication-dautorite/",
        "en_title": "Observation case: Grok and the manufacture of authority",
        "en_url": "https://gautierdorval.com/en/blog/field-observations/observation-case-grok-and-the-manufacture-of-authority/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-observation-terrain",
        "en_category_key": "cat-observation-terrain"
      },
      {
        "translation_group": "hallucination-absence-legitimite-interpretative",
        "translation_key": "hallucination-absence-legitimite-interpretative",
        "fr_title": "L’hallucination n’est pas le problème : l’absence de légitimité interprétative",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/hallucination-absence-legitimite-interpretative/",
        "en_title": "Hallucination is not the problem: the absence of interpretive legitimacy",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/hallucination-is-not-the-problem-the-absence-of-interpretive-legitimacy/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "hallucination-echec-structuration-amont",
        "translation_key": "hallucination-echec-structuration-amont",
        "fr_title": "L’hallucination comme échec de structuration amont, pas comme bug du modèle",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/hallucination-echec-structuration-amont/",
        "en_title": "Hallucination as an upstream structuring failure, not as a model bug",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/hallucination-echec-structuration-amont/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "hallucinations-coherentes-vrai-risque",
        "translation_key": "hallucinations-coherentes-vrai-risque",
        "fr_title": "Hallucinations cohérentes : le vrai risque",
        "fr_url": "https://gautierdorval.com/blogue/observation-terrain/hallucinations-coherentes-vrai-risque/",
        "en_title": "Coherent hallucinations: the real risk",
        "en_url": "https://gautierdorval.com/en/blog/field-observations/coherent-hallucinations-the-real-risk/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-observation-terrain",
        "en_category_key": "cat-observation-terrain"
      },
      {
        "translation_group": "heritage-informationnel-ancienne-identite-domine",
        "translation_key": "heritage-informationnel-ancienne-identite-domine",
        "fr_title": "Héritage informationnel : quand une ancienne identité continue de dominer",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/heritage-informationnel-ancienne-identite-domine/",
        "en_title": "Informational legacy: when a former identity continues to dominate",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/informational-legacy-when-a-former-identity-continues-to-dominate/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "hierarchie-des-sources",
        "translation_key": "hierarchie-des-sources",
        "fr_title": "Hiérarchie des sources : organiser les conflits interprétatifs",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/hierarchie-des-sources/",
        "en_title": "Source hierarchy: organizing interpretive conflicts",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/source-hierarchy-organizing-interpretive-conflicts/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "hierarchie-information-acte-de-gouvernance",
        "translation_key": "hierarchie-information-acte-de-gouvernance",
        "fr_title": "La hiérarchie de l’information comme acte de gouvernance",
        "fr_url": "https://gautierdorval.com/blogue/architecture-semantique/hierarchie-information-acte-de-gouvernance/",
        "en_title": "The hierarchy of information as an act of governance",
        "en_url": "https://gautierdorval.com/en/blog/semantic-architecture/the-hierarchy-of-information-as-an-act-of-governance/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-architecture-semantique",
        "en_category_key": "cat-architecture-semantique"
      },
      {
        "translation_group": "hierarchie-sources-opposabilite-ia",
        "translation_key": "hierarchie-sources-opposabilite-ia",
        "fr_title": "Hiérarchie des sources : la condition minimale d’opposabilité d’une réponse IA",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/hierarchie-sources-opposabilite-ia/",
        "en_title": "Source hierarchy: the minimum condition for an enforceable AI response",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/source-hierarchy-the-minimum-condition-for-the-enforceability-of-an-ai-response/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "historique-dominant-ancien-emporte-nouveau",
        "translation_key": "historique-dominant-ancien-emporte-nouveau",
        "fr_title": "Historique dominant : quand l’ancien l’emporte toujours sur le nouveau",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/historique-dominant-ancien-emporte-nouveau/",
        "en_title": "Dominant history: when the old still overrides the new",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/dominant-history-when-the-old-still-overrides-the-new/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "homonymie-collisions-entites-partageant-nom",
        "translation_key": "homonymie-collisions-entites-partageant-nom",
        "fr_title": "Homonymie et collisions d’entités : quand plusieurs réalités partagent un même nom",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/homonymie-collisions-entites-partageant-nom/",
        "en_title": "Homonymy and entity collisions: when several realities share the same name",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/homonymy-and-entity-collisions-when-several-realities-share-the-same-name/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "hype-geo-fausses-solutions-optimisation-ia",
        "translation_key": "hype-geo-fausses-solutions-optimisation-ia",
        "fr_title": "GEO, optimisation IA : pourquoi les réponses tactiques arrivent trop tard",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-ai/hype-geo-fausses-solutions-optimisation-ia/",
        "en_title": "GEO and AI optimization: why tactical responses arrive too late",
        "en_url": "https://gautierdorval.com/en/blog/ai-governance/geo-ai-optimization-why-tactical-responses-arrive-too-late/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-ai",
        "en_category_key": "cat-gouvernance-ai"
      },
      {
        "translation_group": "ia-erreur-probleme-juridique",
        "translation_key": "ia-erreur-probleme-juridique",
        "fr_title": "Quand une IA se trompe avec assurance : pourquoi l’erreur devient un problème juridique",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/ia-erreur-probleme-juridique/",
        "en_title": "When AI is confidently wrong: why error becomes a legal problem",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/when-ai-is-confidently-wrong-why-an-error-becomes-a-legal-problem/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "ia-extrapolent-perimetre-flou",
        "translation_key": "ia-extrapolent-perimetre-flou",
        "fr_title": "Pourquoi les IA extrapolent quand le périmètre est flou",
        "fr_url": "https://gautierdorval.com/blogue/architecture-semantique/ia-extrapolent-perimetre-flou/",
        "en_title": "Why AI extrapolates when the perimeter is unclear",
        "en_url": "https://gautierdorval.com/en/blog/semantic-architecture/why-ai-extrapolates-when-the-perimeter-is-blurry/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-architecture-semantique",
        "en_category_key": "cat-architecture-semantique"
      },
      {
        "translation_group": "illusion-comparateur-donnees-non-comparables",
        "translation_key": "illusion-comparateur-donnees-non-comparables",
        "fr_title": "L’illusion du comparateur : comment l’IA crée des comparaisons sans données comparables",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/illusion-comparateur-donnees-non-comparables/",
        "en_title": "The comparison-engine illusion: how AI creates comparisons without comparable data",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/illusion-comparateur-data-non-comparables/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "indexation-vs-interpretation",
        "translation_key": "indexation-vs-interpretation",
        "fr_title": "Indexation et interprétation : deux problèmes différents",
        "fr_url": "https://gautierdorval.com/blogue/seo-avance/indexation-vs-interpretation/",
        "en_title": "Indexing and interpretation: two different problems",
        "en_url": "https://gautierdorval.com/en/blog/advanced-seo/indexation-and-interpretation-two-different-problems/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-seo-avance",
        "en_category_key": "cat-seo-avance"
      },
      {
        "translation_group": "indice-drift-mesurer-variance-formulation",
        "translation_key": "indice-drift-mesurer-variance-formulation",
        "fr_title": "Indice de drift : mesurer la variance de formulation dans le temps",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/indice-drift-mesurer-variance-formulation/",
        "en_title": "Drift index: measuring formulation variance over time",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/drift-index-measuring-formulation-variance-over-time/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "inertie-interpretative-correction",
        "translation_key": "inertie-interpretative-correction",
        "fr_title": "Inertie interprétative : pourquoi les corrections ne “prennent” pas",
        "fr_url": "https://gautierdorval.com/blogue/dynamiques-interpretatives/inertie-interpretative-correction/",
        "en_title": "Interpretive inertia: why corrections do not stick",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-dynamics/inertia-interpretive-correction/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-dynamiques-interpretatives",
        "en_category_key": "cat-dynamiques-interpretatives"
      },
      {
        "translation_group": "invisibilisation-interpretative-info-invisible",
        "translation_key": "invisibilisation-interpretative-info-invisible",
        "fr_title": "Invisibilisation interprétative : quand l’info existe mais disparaît de la réponse",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/invisibilisation-interpretative-info-invisible/",
        "en_title": "Interpretive invisibilization: when information exists but disappears from the response",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/interpretive-invisibilization-when-information-exists-but-disappears-from-the-response/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "invisibilisation-marques-reponses-ia",
        "translation_key": "invisibilisation-marques-reponses-ia",
        "fr_title": "De l’invisibilisation des marques dans les réponses IA : un phénomène mal nommé",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-ai/invisibilisation-marques-reponses-ia/",
        "en_title": "Brand invisibilization in AI responses: a badly named phenomenon",
        "en_url": "https://gautierdorval.com/en/blog/ai-governance/on-the-invisibilization-of-brands-in-ai-responses-a-badly-named-phenomenon/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-ai",
        "en_category_key": "cat-gouvernance-ai"
      },
      {
        "translation_group": "invisibilisation-risque-economique-systemique",
        "translation_key": "invisibilisation-risque-economique-systemique",
        "fr_title": "Quand l’invisibilisation devient un risque économique systémique",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-ai/invisibilisation-risque-economique-systemique/",
        "en_title": "When invisibilization becomes a systemic economic risk",
        "en_url": "https://gautierdorval.com/en/blog/ai-governance/when-invisibilization-becomes-a-systemic-economic-risk/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-ai",
        "en_category_key": "cat-gouvernance-ai"
      },
      {
        "translation_group": "le-mythe-du-bon-contenu-pourquoi-la-qualite-editoriale-ne-suffit-plus",
        "translation_key": "le-mythe-du-bon-contenu-pourquoi-la-qualite-editoriale-ne-suffit-plus",
        "fr_title": "Le mythe du « bon contenu » : pourquoi la qualité éditoriale ne suffit plus",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/le-mythe-du-bon-contenu-pourquoi-la-qualite-editoriale-ne-suffit-plus/",
        "en_title": "The myth of “good content”: why editorial quality is no longer enough",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/the-myth-of-good-content-why-editorial-quality-is-no-longer-enough/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "le-silence-n-est-pas-encore-gouverne",
        "translation_key": "le-silence-n-est-pas-encore-gouverne",
        "fr_title": "Le silence n’est pas encore gouverné",
        "fr_url": "https://gautierdorval.com/blogue/dynamiques-interpretatives/le-silence-n-est-pas-encore-gouverne/",
        "en_title": "Silence is not yet governed",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-dynamics/silence-is-not-yet-governed/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-dynamiques-interpretatives",
        "en_category_key": "cat-dynamiques-interpretatives"
      },
      {
        "translation_group": "lecture-interpretative-adolescence-technology",
        "translation_key": "lecture-interpretative-adolescence-technology",
        "fr_title": "Lecture interprétative de The Adolescence of Technology",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/lecture-interpretative-adolescence-technology/",
        "en_title": "An interpretive reading of The Adolescence of Technology",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/an-interpretive-reading-of-the-adolescence-of-technology/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "legal-ia-universalisation-regle-locale-precedent",
        "translation_key": "legal-ia-universalisation-regle-locale-precedent",
        "fr_title": "Légal : quand l’IA universalise une règle locale ou un précédent",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/legal-ia-universalisation-regle-locale-precedent/",
        "en_title": "Legal: when AI universalizes a local rule or a precedent",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/legal-when-ai-universalizes-a-local-rule-or-a-precedent/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "lexique-controle",
        "translation_key": "lexique-controle",
        "fr_title": "Lexique contrôlé : noms officiels des phénomènes et définitions non ambiguës",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/lexique-controle/",
        "en_title": "Controlled lexicon: official phenomenon names and unambiguous definitions",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/controlled-lexicon-official-phenomenon-names-and-unambiguous-definitions/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "lire-logs-ia-chemins-crawl-interpretation",
        "translation_key": "lire-logs-ia-chemins-crawl-interpretation",
        "fr_title": "Lire les logs IA : ce que révèlent les chemins de crawl et les revisites",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/lire-logs-ia-chemins-crawl-interpretation/",
        "en_title": "Reading AI logs: what crawl paths and revisits reveal",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/reading-ai-logs-what-crawl-paths-and-revisits-reveal/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "lissage-interpretatif-standardisation",
        "translation_key": "lissage-interpretatif-standardisation",
        "fr_title": "Lissage interprétatif : pourquoi l’IA standardise ta pensée",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/lissage-interpretatif-standardisation/",
        "en_title": "Interpretive smoothing: why AI standardizes your thinking",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/smoothing-interpretive-standardisation/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "machine-first-ne-suffit-pas-fichiers-gouvernance",
        "translation_key": "machine-first-ne-suffit-pas-fichiers-gouvernance",
        "fr_title": "Le machine-first ne suffit pas : pourquoi les fichiers de gouvernance changent le régime de lecture",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-ai/le-machine-first-ne-suffit-pas-fichiers-de-gouvernance-regime-de-lecture/",
        "en_title": "Machine-first is not enough: why governance files change the reading regime",
        "en_url": "https://gautierdorval.com/en/blog/ai-governance/machine-first-is-not-enough-why-governance-files-change-the-reading-regime/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-ai",
        "en_category_key": "cat-gouvernance-ai"
      },
      {
        "translation_group": "maillage-interne-graphe-de-sens",
        "translation_key": "maillage-interne-graphe-de-sens",
        "fr_title": "Maillage interne : du lien au graphe de sens",
        "fr_url": "https://gautierdorval.com/blogue/seo-avance/maillage-interne-graphe-de-sens/",
        "en_title": "Internal linking: from links to a graph of meaning",
        "en_url": "https://gautierdorval.com/en/blog/advanced-seo/internal-linking-from-links-to-the-graph-of-meaning/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-seo-avance",
        "en_category_key": "cat-seo-avance"
      },
      {
        "translation_group": "maillage-interne-second-hop-dependance-documentaire",
        "translation_key": "maillage-interne-second-hop-dependance-documentaire",
        "fr_title": "Le maillage interne à l’ère du second hop : du lien à la dépendance documentaire",
        "fr_url": "https://gautierdorval.com/blogue/seo-avance/maillage-interne-second-hop-dependance-documentaire/",
        "en_title": "Internal linking in the age of the second hop: from links to documentary dependency",
        "en_url": "https://gautierdorval.com/en/blog/advanced-seo/internal-linking-second-hop-documentary-dependency/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-seo-avance",
        "en_category_key": "cat-seo-avance"
      },
      {
        "translation_group": "matrice-des-mecanismes-generatifs",
        "translation_key": "matrice-des-mecanismes-generatifs",
        "fr_title": "Matrice des mécanismes génératifs : compression, arbitrage, figement, temporalité",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/matrice-des-mecanismes-generatifs/",
        "en_title": "Matrix of generative mechanisms: compression, arbitration, fixation, and temporality",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/matrix-of-generative-mechanisms-compression-arbitration-fixation-and-temporality/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "matrice-des-phenomenes",
        "translation_key": "matrice-des-phenomenes",
        "fr_title": "Matrice des phénomènes : classer les dérives par couche dominante",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/matrice-des-phenomenes/",
        "en_title": "Phenomena matrix: classifying drifts by dominant layer",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/phenomena-matrix-classifying-drifts-by-dominant-layer/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "matrice-des-phenomenes-couche-affectee",
        "translation_key": "matrice-des-phenomenes-couche-affectee",
        "fr_title": "Matrice des phénomènes : cartographier les dérives par couche affectée",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/matrice-des-phenomenes-couche-affectee/",
        "en_title": "Phenomena matrix: mapping drifts by affected layer",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/phenomena-matrix-mapping-drifts-by-affected-layer/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "medias-contenus-resumes-sans-citation",
        "translation_key": "medias-contenus-resumes-sans-citation",
        "fr_title": "Médias et contenus résumés sans citation : quand l’origine disparaît",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/medias-contenus-resumes-sans-citation/",
        "en_title": "Media and content summarized without citation: when origin disappears",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/medias-contenus-resumes-without-citation/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "memoire-agentique-change-risque",
        "translation_key": "memoire-agentique-change-risque",
        "fr_title": "La mémoire agentique change le risque : ce qui persiste guide l’action suivante",
        "fr_url": "https://gautierdorval.com/blogue/ere-agentique/memoire-agentique-change-risque/",
        "en_title": "Agentic memory changes the risk: what persists guides the next action",
        "en_url": "https://gautierdorval.com/en/blog/agentic-era/agentic-memory-changes-risk/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-ere-agentique",
        "en_category_key": "cat-ere-agentique"
      },
      {
        "translation_group": "mesurer-invisibilisation-audit-presence-reponses-ia",
        "translation_key": "mesurer-invisibilisation-audit-presence-reponses-ia",
        "fr_title": "Mesurer l’invisibilisation : comment auditer une présence dans les réponses IA sans se tromper",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-ai/mesurer-invisibilisation-audit-presence-reponses-ia/",
        "en_title": "Measuring invisibilization: how to audit presence in AI responses without getting it wrong",
        "en_url": "https://gautierdorval.com/en/blog/ai-governance/measuring-invisibilization-how-to-audit-presence-in-ai-responses-without-getting-it-wrong/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-ai",
        "en_category_key": "cat-gouvernance-ai"
      },
      {
        "translation_group": "metriques-geo-effet-pas-conditions",
        "translation_key": "metriques-geo-effet-pas-conditions",
        "fr_title": "Les métriques GEO voient l’effet, pas les conditions",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-ai/les-metriques-geo-voient-l-effet-pas-les-conditions/",
        "en_title": "GEO metrics see the effect, not the conditions",
        "en_url": "https://gautierdorval.com/en/blog/ai-governance/geo-metrics-see-the-effect-not-the-conditions/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-ai",
        "en_category_key": "cat-gouvernance-ai"
      },
      {
        "translation_group": "mise-a-jour-vs-correction-ne-suffit-pas",
        "translation_key": "mise-a-jour-vs-correction-ne-suffit-pas",
        "fr_title": "Mise à jour vs correction : pourquoi corriger un contenu ne suffit pas",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/mise-a-jour-vs-correction-ne-suffit-pas/",
        "en_title": "Update vs correction: why correcting content is not enough",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/mise-a-jour-vs-correction-ne-suffit-pas/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "modele-de-negations",
        "translation_key": "modele-de-negations",
        "fr_title": "Modèle de négations : ce qu’une entité est, n’est pas, exclut, refuse",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/modele-de-negations/",
        "en_title": "Negation model: what an entity is, is not, excludes, and refuses",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/negation-model-entity-boundaries-exclusions-and-refusals/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "multilingue-temporalite-versions-fr-en",
        "translation_key": "multilingue-temporalite-versions-fr-en",
        "fr_title": "Multilingue et temporalité : quand les versions FR et EN ne vieillissent pas ensemble",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/multilingue-temporalite-versions-fr-en/",
        "en_title": "Multilingualism and temporality: when FR and EN versions do not age together",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/multilingue-temporalite-versions-fr-en/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "narration-automatique-comme-strategie-de-stabilite",
        "translation_key": "narration-automatique-comme-strategie-de-stabilite",
        "fr_title": "Narration automatique comme stratégie de stabilité",
        "fr_url": "https://gautierdorval.com/blogue/dynamiques-interpretatives/narration-automatique-comme-strategie-de-stabilite/",
        "en_title": "Automatic narration as a strategy of stability",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-dynamics/automatic-narration-as-a-strategy-of-stability/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-dynamiques-interpretatives",
        "en_category_key": "cat-dynamiques-interpretatives"
      },
      {
        "translation_group": "niveaux-d-assertion",
        "translation_key": "niveaux-d-assertion",
        "fr_title": "Niveaux d’assertion : fait observé, inférence, hypothèse, opinion",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/niveaux-d-assertion/",
        "en_title": "Levels of assertion: observed fact, inference, hypothesis, and opinion",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/levels-of-assertion-observed-fact-inference-hypothesis-and-opinion/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "non-reponse-legitime-securite",
        "translation_key": "non-reponse-legitime-securite",
        "fr_title": "Non-réponse légitime : une mesure de sécurité, pas un aveu d’échec",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/non-reponse-legitime-securite/",
        "en_title": "Legitimate non-response: a security measure, not an admission of failure",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/legitimate-non-response-security/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "observabilite-interpretative-metrics-minimales",
        "translation_key": "observabilite-interpretative-metrics-minimales",
        "fr_title": "Observabilité interprétative : les métriques minimales à journaliser",
        "fr_url": "https://gautierdorval.com/blogue/architecture-semantique/observabilite-interpretative-metrics-minimales/",
        "en_title": "Interpretive observability: the minimum metrics to log",
        "en_url": "https://gautierdorval.com/en/blog/semantic-architecture/interpretive-observability-minimum-metrics/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-architecture-semantique",
        "en_category_key": "cat-architecture-semantique"
      },
      {
        "translation_group": "observabilite-interpretative-metrics-protocole",
        "translation_key": "observabilite-interpretative-metrics-protocole",
        "fr_title": "Observabilité interprétative : métriques minimales et protocole de validation",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/observabilite-interpretative-metrics-protocole/",
        "en_title": "Interpretive observability: minimum metrics and validation protocol",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/interpretive-observability-minimum-metrics-and-validation-protocol/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "observation-vs-attestation-q-ledger",
        "translation_key": "observation-vs-attestation-q-ledger",
        "fr_title": "Observation vs attestation : pourquoi Q-Ledger est volontairement faible",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-ai/observation-vs-attestation-q-ledger/",
        "en_title": "Observation vs attestation: why Q-Ledger is deliberately weak",
        "en_url": "https://gautierdorval.com/en/blog/ai-governance/observation-vs-attestation-why-q-ledger-is-deliberately-weak/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-ai",
        "en_category_key": "cat-gouvernance-ai"
      },
      {
        "translation_group": "offre-gouvernable",
        "translation_key": "offre-gouvernable",
        "fr_title": "Cartographie de l’offre gouvernable : attributs stables, variables et négations",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/offre-gouvernable/",
        "en_title": "Map of the governable offering: stable attributes, variables, and negations",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/map-of-the-governable-offering-stable-attributes-variables-and-negations/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "offre-simplifiee-par-l-ia",
        "translation_key": "offre-simplifiee-par-l-ia",
        "fr_title": "Quand une offre est simplifiée par l’IA : mécanismes de réduction et pertes de fidélité",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/offre-simplifiee-par-l-ia/",
        "en_title": "When an offering is simplified by AI: mechanisms of reduction and losses of fidelity",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/when-an-offering-is-simplified-by-ai-mechanisms-of-reduction-and-losses-of-fidelity/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "outils-delegation-escalade-point-de-decision",
        "translation_key": "outils-delegation-escalade-point-de-decision",
        "fr_title": "Outils, délégation, escalade : où se situe vraiment le point de décision d’un agent",
        "fr_url": "https://gautierdorval.com/blogue/ere-agentique/outils-delegation-escalade-point-de-decision/",
        "en_title": "Tools, delegation, escalation: where an agent’s point of decision actually sits",
        "en_url": "https://gautierdorval.com/en/blog/agentic-era/tools-delegation-escalation-point-of-decision/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-ere-agentique",
        "en_category_key": "cat-ere-agentique"
      },
      {
        "translation_group": "pas-de-solution-technique-aux-derives-interpretatives",
        "translation_key": "pas-de-solution-technique-aux-derives-interpretatives",
        "fr_title": "Pourquoi il n’existe pas de solution technologique aux dérives interprétatives",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/pas-de-solution-technique-aux-derives-interpretatives/",
        "en_title": "Why there is no technological solution to interpretive drift",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/why-there-is-no-technological-solution-to-interpretive-drifts/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "patterns-crawl-non-humains",
        "translation_key": "patterns-crawl-non-humains",
        "fr_title": "Ce que révèlent les patterns de crawl non humains",
        "fr_url": "https://gautierdorval.com/blogue/observation-terrain/patterns-crawl-non-humains/",
        "en_title": "What non-human crawl patterns reveal",
        "en_url": "https://gautierdorval.com/en/blog/field-observations/what-non-human-crawl-patterns-reveal/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-observation-terrain",
        "en_category_key": "cat-observation-terrain"
      },
      {
        "translation_group": "post-semantique-derives-autorite-defaut-juridiction",
        "translation_key": "post-semantique-derives-autorite-defaut-juridiction",
        "fr_title": "Post-sémantique : la dérive d’autorité comme défaut de juridiction",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/post-semantique-derives-autorite-defaut-juridiction/",
        "en_title": "Post-semantic: authority drift as a jurisdictional defect",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/post-semantic-drifts-authority-defaut-jurisdiction/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "post-semantique-thinking-reasoning-gouvernance-interpretative",
        "translation_key": "post-semantique-thinking-reasoning-gouvernance-interpretative",
        "fr_title": "Post-sémantique : quand l’IA pense, décide et outrepasse le texte",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/post-semantique-thinking-reasoning-gouvernance-interpretative/",
        "en_title": "Post-semantic: when AI thinks, decides, and overrides the text",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/post-semantic-when-ai-thinks-decides-and-overrides-the-text/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "post-semantique-web-ouvert-gouverner-sortie-insuffisant",
        "translation_key": "post-semantique-web-ouvert-gouverner-sortie-insuffisant",
        "fr_title": "Post-sémantique sur le Web ouvert : pourquoi gouverner la sortie ne suffit pas",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/post-semantique-web-ouvert-gouverner-sortie-insuffisant/",
        "en_title": "Post-semantic on the open web: why governing output is not enough",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/post-semantic-open-web-why-governing-output-is-not-enough/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "pourquoi-l-architecture-d-un-site-influence-plus-l-ia-que-son-trafic",
        "translation_key": "pourquoi-l-architecture-d-un-site-influence-plus-l-ia-que-son-trafic",
        "fr_title": "Pourquoi l’architecture d’un site influence plus l’IA que son trafic",
        "fr_url": "https://gautierdorval.com/blogue/interpretation-ia/pourquoi-l-architecture-d-un-site-influence-plus-l-ia-que-son-trafic/",
        "en_title": "Why a site’s architecture influences AI more than its traffic",
        "en_url": "https://gautierdorval.com/en/blog/interpretation-ai/why-a-site-s-architecture-influences-ai-more-than-its-traffic/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-interpretation-ia",
        "en_category_key": "cat-interpretation-ia"
      },
      {
        "translation_group": "pourquoi-la-gouvernance-semantique-nest-pas-une-option",
        "translation_key": "pourquoi-la-gouvernance-semantique-nest-pas-une-option",
        "fr_title": "Pourquoi la gouvernance sémantique n’est pas une option",
        "fr_url": "https://gautierdorval.com/blogue/reflexions-perspectives/pourquoi-la-gouvernance-semantique-nest-pas-une-option/",
        "en_title": "Why semantic governance is not optional",
        "en_url": "https://gautierdorval.com/en/blog/reflections-and-perspectives/why-semantic-governance-is-not-optional/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-reflexions-perspectives",
        "en_category_key": "cat-reflexions-perspectives"
      },
      {
        "translation_group": "pourquoi-les-sites-d-avis-tiers-reconfigurent-l-autorite-d-entite-sans-gouvernance",
        "translation_key": "pourquoi-les-sites-d-avis-tiers-reconfigurent-l-autorite-d-entite-sans-gouvernance",
        "fr_title": "Pourquoi les sites d'avis tiers reconfigurent l'autorite d'entite sans gouvernance",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-exogene/pourquoi-les-sites-d-avis-tiers-reconfigurent-l-autorite-d-entite-sans-gouvernance/",
        "en_title": "Why third-party review sites reshape entity authority without governance",
        "en_url": "https://gautierdorval.com/en/blog/exogenous-governance/why-third-party-review-sites-reshape-entity-authority-without-governance/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-exogene",
        "en_category_key": "cat-gouvernance-exogene"
      },
      {
        "translation_group": "pourquoi-une-ia-prefere-une-source-claire-a-une-source-populaire",
        "translation_key": "pourquoi-une-ia-prefere-une-source-claire-a-une-source-populaire",
        "fr_title": "Pourquoi une IA préfère une source claire à une source populaire",
        "fr_url": "https://gautierdorval.com/blogue/interpretation-ia/pourquoi-une-ia-prefere-une-source-claire-a-une-source-populaire/",
        "en_title": "Why an AI prefers a clear source over a popular one",
        "en_url": "https://gautierdorval.com/en/blog/interpretation-ai/why-an-ai-prefers-a-clear-source-over-a-popular-one/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-interpretation-ia",
        "en_category_key": "cat-interpretation-ia"
      },
      {
        "translation_group": "pourquoi-une-ia-se-tait-plutot-que-d-inventer",
        "translation_key": "pourquoi-une-ia-se-tait-plutot-que-d-inventer",
        "fr_title": "Pourquoi une IA se tait plutôt que d’inventer",
        "fr_url": "https://gautierdorval.com/blogue/interpretation-ia/pourquoi-une-ia-se-tait-plutot-que-d-inventer/",
        "en_title": "Why an AI remains silent rather than inventing",
        "en_url": "https://gautierdorval.com/en/blog/interpretation-ai/why-an-ai-remains-silent-rather-than-inventing/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-interpretation-ia",
        "en_category_key": "cat-interpretation-ia"
      },
      {
        "translation_group": "pourquoi-une-marque-peut-disparaitre-des-reponses-ia-sans-avoir-perdu-son-seo",
        "translation_key": "pourquoi-une-marque-peut-disparaitre-des-reponses-ia-sans-avoir-perdu-son-seo",
        "fr_title": "Pourquoi une marque peut disparaître des réponses d’IA sans avoir perdu son SEO",
        "fr_url": "https://gautierdorval.com/blogue/interpretation-ia/pourquoi-une-marque-peut-disparaitre-des-reponses-ia-sans-avoir-perdu-son-seo/",
        "en_title": "Why a brand can disappear from AI responses without having lost its SEO",
        "en_url": "https://gautierdorval.com/en/blog/interpretation-ai/why-a-brand-can-disappear-from-ai-responses-without-having-lost-its-seo/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-interpretation-ia",
        "en_category_key": "cat-interpretation-ia"
      },
      {
        "translation_group": "pouvoir-de-version-correction",
        "translation_key": "pouvoir-de-version-correction",
        "fr_title": "Pouvoir de version : pourquoi la correction doit être versionnée comme du logiciel",
        "fr_url": "https://gautierdorval.com/blogue/architecture-semantique/pouvoir-de-version-correction/",
        "en_title": "Version power: why correction must be versioned like software",
        "en_url": "https://gautierdorval.com/en/blog/semantic-architecture/version-power-correction/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-architecture-semantique",
        "en_category_key": "cat-architecture-semantique"
      },
      {
        "translation_group": "preuve-exterieure-reconfigure-architecture",
        "translation_key": "preuve-exterieure-reconfigure-architecture",
        "fr_title": "Quand la preuve vient de l’extérieur, l’architecture doit changer",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-exogene/preuve-exterieure-reconfigure-architecture/",
        "en_title": "When evidence comes from outside, architecture must change",
        "en_url": "https://gautierdorval.com/en/blog/exogenous-governance/external-evidence-reconfigures-architecture/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-exogene",
        "en_category_key": "cat-gouvernance-exogene"
      },
      {
        "translation_group": "preuve-fidelite-citation-insuffisante",
        "translation_key": "preuve-fidelite-citation-insuffisante",
        "fr_title": "Preuve de fidélité : pourquoi une citation ne suffit plus",
        "fr_url": "https://gautierdorval.com/blogue/architecture-semantique/preuve-fidelite-citation-insuffisante/",
        "en_title": "Proof of fidelity: why a citation is no longer enough",
        "en_url": "https://gautierdorval.com/en/blog/semantic-architecture/proof-fidelity-citation-insuffisante/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-architecture-semantique",
        "en_category_key": "cat-architecture-semantique"
      },
      {
        "translation_group": "prix-options-ecommerce-simplification-erreurs-ia",
        "translation_key": "prix-options-ecommerce-simplification-erreurs-ia",
        "fr_title": "Prix et options en e-commerce : pourquoi les IA simplifient et se trompent",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/prix-options-ecommerce-simplification-erreurs-ia/",
        "en_title": "Pricing and options in e-commerce: why AI simplifies and gets it wrong",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/pricing-and-options-in-e-commerce-why-ai-simplifies-and-gets-it-wrong/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "prix-options-exceptions",
        "translation_key": "prix-options-exceptions",
        "fr_title": "Prix, options, exceptions : pourquoi les IA se trompent presque toujours sans gouvernance",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/prix-options-exceptions/",
        "en_title": "Pricing, options, exceptions: why AI is almost always wrong without governance",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/pricing-options-exceptions-why-ai-is-almost-always-wrong-without-governance/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "prompt-shields-microsoft-lecture-gouvernance",
        "translation_key": "prompt-shields-microsoft-lecture-gouvernance",
        "fr_title": "Lecture doctrinale : Prompt Shields (Microsoft) et ce que ça ne remplace pas",
        "fr_url": "https://gautierdorval.com/blogue/observation-terrain/prompt-shields-microsoft-lecture-gouvernance/",
        "en_title": "Doctrinal reading: Prompt Shields (Microsoft) and what it does not replace",
        "en_url": "https://gautierdorval.com/en/blog/field-observations/prompt-shields-microsoft-doctrinal-reading/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-observation-terrain",
        "en_category_key": "cat-observation-terrain"
      },
      {
        "translation_group": "protocole-validation-cross-modeles-entite",
        "translation_key": "protocole-validation-cross-modeles-entite",
        "fr_title": "Protocole de validation cross-modèles : tester une entité sans biais",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/protocole-validation-cross-modeles-entite/",
        "en_title": "Cross-model validation protocol: testing an entity without bias",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/cross-model-validation-protocol-testing-an-entity-without-bias/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "quand-corriger-le-contenu-ne-corrige-rien",
        "translation_key": "quand-corriger-le-contenu-ne-corrige-rien",
        "fr_title": "Quand corriger le contenu ne corrige rien",
        "fr_url": "https://gautierdorval.com/blogue/seo-avance/quand-corriger-le-contenu-ne-corrige-rien/",
        "en_title": "When correcting content changes nothing",
        "en_url": "https://gautierdorval.com/en/blog/advanced-seo/when-correcting-content-changes-nothing/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-seo-avance",
        "en_category_key": "cat-seo-avance"
      },
      {
        "translation_group": "quand-le-seo-devient-une-discipline-darchitecture",
        "translation_key": "quand-le-seo-devient-une-discipline-darchitecture",
        "fr_title": "Quand le SEO devient une discipline d’architecture",
        "fr_url": "https://gautierdorval.com/blogue/seo-avance/quand-le-seo-devient-une-discipline-darchitecture/",
        "en_title": "When SEO becomes a discipline of architecture",
        "en_url": "https://gautierdorval.com/en/blog/advanced-seo/when-seo-becomes-a-discipline-of-architecture/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-seo-avance",
        "en_category_key": "cat-seo-avance"
      },
      {
        "translation_group": "quand-le-silence-d-une-ia-est-un-signal-de-fiabilite",
        "translation_key": "quand-le-silence-d-une-ia-est-un-signal-de-fiabilite",
        "fr_title": "Quand le silence d’une IA est un signal de fiabilité",
        "fr_url": "https://gautierdorval.com/blogue/interpretation-ia/quand-le-silence-d-une-ia-est-un-signal-de-fiabilite/",
        "en_title": "When an AI’s silence is a signal of reliability",
        "en_url": "https://gautierdorval.com/en/blog/interpretation-ai/when-an-ai-s-silence-is-a-signal-of-reliability/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-interpretation-ia",
        "en_category_key": "cat-interpretation-ia"
      },
      {
        "translation_group": "quand-les-modeles-deviennent-plus-confiants-que-leurs-sources",
        "translation_key": "quand-les-modeles-deviennent-plus-confiants-que-leurs-sources",
        "fr_title": "Quand les modèles deviennent plus confiants que leurs sources",
        "fr_url": "https://gautierdorval.com/blogue/reflexions-perspectives/quand-les-modeles-deviennent-plus-confiants-que-leurs-sources/",
        "en_title": "When models become more confident than their sources",
        "en_url": "https://gautierdorval.com/en/blog/reflections-and-perspectives/when-models-become-more-confident-than-their-sources/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-reflexions-perspectives",
        "en_category_key": "cat-reflexions-perspectives"
      },
      {
        "translation_group": "quand-les-moteurs-interpretent-correctement-et-quand-ils-se-trompent",
        "translation_key": "quand-les-moteurs-interpretent-correctement-et-quand-ils-se-trompent",
        "fr_title": "Quand les moteurs interprètent correctement… et quand ils se trompent",
        "fr_url": "https://gautierdorval.com/blogue/observation-terrain/quand-les-moteurs-interpretent-correctement-et-quand-ils-se-trompent/",
        "en_title": "When engines interpret correctly, and when they get it wrong",
        "en_url": "https://gautierdorval.com/en/blog/field-observations/when-engines-interpret-correctly-and-when-they-get-it-wrong/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-observation-terrain",
        "en_category_key": "cat-observation-terrain"
      },
      {
        "translation_group": "quand-linformation-devient-decision",
        "translation_key": "quand-linformation-devient-decision",
        "fr_title": "Quand l’information devient décision",
        "fr_url": "https://gautierdorval.com/blogue/ere-agentique/quand-linformation-devient-decision/",
        "en_title": "When information becomes a decision",
        "en_url": "https://gautierdorval.com/en/blog/agentic-era/when-information-becomes-decision/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-ere-agentique",
        "en_category_key": "cat-ere-agentique"
      },
      {
        "translation_group": "quand-un-agent-delegue-a-un-autre-agent-autorite-interpretative-chaines-multi-agents",
        "translation_key": "quand-un-agent-delegue-a-un-autre-agent-autorite-interpretative-chaines-multi-agents",
        "fr_title": "Quand un agent delegue a un autre agent : l'autorite interpretative dans les chaines multi-agents",
        "fr_url": "https://gautierdorval.com/blogue/ere-agentique/quand-un-agent-delegue-a-un-autre-agent-autorite-interpretative-chaines-multi-agents/",
        "en_title": "When an agent delegates to another agent: interpretive authority in multi-agent chains",
        "en_url": "https://gautierdorval.com/en/blog/agentic-era/when-an-agent-delegates-to-another-agent-interpretive-authority-in-multi-agent-chains/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-ere-agentique",
        "en_category_key": "cat-ere-agentique"
      },
      {
        "translation_group": "quand-une-ia-demande-une-definition-avant-dinferer",
        "translation_key": "quand-une-ia-demande-une-definition-avant-dinferer",
        "fr_title": "Quand une IA demande une définition avant d’inférer",
        "fr_url": "https://gautierdorval.com/blogue/observation-terrain/quand-une-ia-demande-une-definition-avant-dinferer/",
        "en_title": "When an AI asks for a definition before inferring",
        "en_url": "https://gautierdorval.com/en/blog/field-observations/when-an-ai-asks-for-a-definition-before-inferring/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-observation-terrain",
        "en_category_key": "cat-observation-terrain"
      },
      {
        "translation_group": "quand-une-ia-produit-du-recit-sans-demande-humaine",
        "translation_key": "quand-une-ia-produit-du-recit-sans-demande-humaine",
        "fr_title": "Quand une IA produit du récit sans demande humaine",
        "fr_url": "https://gautierdorval.com/blogue/dynamiques-interpretatives/quand-une-ia-produit-du-recit-sans-demande-humaine/",
        "en_title": "When an AI produces narrative without human request",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-dynamics/when-an-ai-produces-narrative-without-human-request/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-dynamiques-interpretatives",
        "en_category_key": "cat-dynamiques-interpretatives"
      },
      {
        "translation_group": "question-politique-pas-encore-categorie-outil",
        "translation_key": "question-politique-pas-encore-categorie-outil",
        "fr_title": "Quand une question de politique n’est pas encore devenue une catégorie d’outil",
        "fr_url": "https://gautierdorval.com/blogue/observation-terrain/quand-une-question-de-politique-nest-pas-encore-devenue-une-categorie-doutil/",
        "en_title": "When a policy question has not yet become a tool category",
        "en_url": "https://gautierdorval.com/en/blog/field-observations/when-a-policy-question-has-not-yet-become-a-tool-category/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-observation-terrain",
        "en_category_key": "cat-observation-terrain"
      },
      {
        "translation_group": "qui-est-responsable-quand-ia-repond-sans-legitimite",
        "translation_key": "qui-est-responsable-quand-ia-repond-sans-legitimite",
        "fr_title": "Qui est responsable quand une IA répond sans légitimité ?",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/qui-est-responsable-quand-ia-repond-sans-legitimite/",
        "en_title": "Who is responsible when an AI responds without legitimacy?",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/who-is-responsible-when-an-ai-responds-without-legitimacy/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "rag-contamination-propriete-systeme",
        "translation_key": "rag-contamination-propriete-systeme",
        "fr_title": "RAG : la contamination n’est pas un bug, c’est une propriété du système",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/rag-contamination-propriete-systeme/",
        "en_title": "RAG contamination is not a bug: it is a property of the system",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/rag-contamination-system-property/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "rag-fiable-probleme-de-limites",
        "translation_key": "rag-fiable-probleme-de-limites",
        "fr_title": "RAG fiable : pourquoi la gouvernance est un problème de limites, pas de retrieval",
        "fr_url": "https://gautierdorval.com/blogue/architecture-semantique/rag-fiable-probleme-de-limites/",
        "en_title": "Reliable RAG: why governance is a problem of limits, not retrieval",
        "en_url": "https://gautierdorval.com/en/blog/semantic-architecture/reliable-rag-problem-of-limits/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-architecture-semantique",
        "en_category_key": "cat-architecture-semantique"
      },
      {
        "translation_group": "rag-gouverne-inference-non-gouvernee-point-aveugle",
        "translation_key": "rag-gouverne-inference-non-gouvernee-point-aveugle",
        "fr_title": "RAG gouverné, inférence non gouvernée : le point aveugle des agents métiers",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/rag-gouverne-inference-non-gouvernee-point-aveugle/",
        "en_title": "Governed RAG, ungoverned inference: the blind spot of business agents",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/governed-rag-ungoverned-inference-the-blind-spot-of-business-agents/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "recrutement-ia-inference-criteres-non-declares",
        "translation_key": "recrutement-ia-inference-criteres-non-declares",
        "fr_title": "Recrutement : quand l’IA infère des critères non déclarés",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/recrutement-ia-inference-criteres-non-declares/",
        "en_title": "Recruitment: when AI infers undeclared criteria",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/recruitment-when-ai-infers-undeclared-criteria/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "reduire-espace-erreur",
        "translation_key": "reduire-espace-erreur",
        "fr_title": "Réduire l’espace d’erreur des systèmes algorithmiques",
        "fr_url": "https://gautierdorval.com/blogue/architecture-semantique/reduire-espace-erreur/",
        "en_title": "Reducing the error space of algorithmic systems",
        "en_url": "https://gautierdorval.com/en/blog/semantic-architecture/reducing-the-error-space-of-algorithmic-systems/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-architecture-semantique",
        "en_category_key": "cat-architecture-semantique"
      },
      {
        "translation_group": "rendre-la-gouvernance-mesurable-q-metrics",
        "translation_key": "rendre-la-gouvernance-mesurable-q-metrics",
        "fr_title": "Rendre la gouvernance mesurable : Q-Metrics",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-ai/rendre-la-gouvernance-mesurable-q-metrics/",
        "en_title": "Making governance measurable: Q-Metrics",
        "en_url": "https://gautierdorval.com/en/blog/ai-governance/making-governance-measurable-q-metrics/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-ai",
        "en_category_key": "cat-gouvernance-ai"
      },
      {
        "translation_group": "reputation-signaux-faibles",
        "translation_key": "reputation-signaux-faibles",
        "fr_title": "Réputation et signaux faibles : comment les IA arbitrent sans vérité centrale",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/reputation-signaux-faibles/",
        "en_title": "Reputation and weak signals: how AI arbitrates without a central truth",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/reputation-and-weak-signals-how-ai-arbitrates-without-a-central-truth/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "responsible-ai-ne-rend-pas-opposable",
        "translation_key": "responsible-ai-ne-rend-pas-opposable",
        "fr_title": "Pourquoi Responsible AI ne rend pas une réponse opposable",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/responsible-ai-ne-rend-pas-opposable/",
        "en_title": "Why Responsible AI does not make a response enforceable",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/why-responsible-ai-does-not-make-a-response-enforceable/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "resume-fonctions-surface-attaque",
        "translation_key": "resume-fonctions-surface-attaque",
        "fr_title": "Le piège des fonctions « résume-moi » : l’attaque par mélange des rôles",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/resume-fonctions-surface-attaque/",
        "en_title": "The trap of “summarize this for me” functions: attacks through role mixing",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/the-trap-of-summarize-this-for-me-functions-the-attack-by-role-mixing/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "retrieval-multi-hop-sources-structurent-reponses-ia",
        "translation_key": "retrieval-multi-hop-sources-structurent-reponses-ia",
        "fr_title": "Le retrieval multi-hop : pourquoi certaines sources ne se classent pas, mais structurent les réponses IA",
        "fr_url": "https://gautierdorval.com/blogue/architecture-semantique/retrieval-multi-hop-sources-structurent-reponses-ia/",
        "en_title": "Multi-hop retrieval: why some sources do not rank, but structure AI responses",
        "en_url": "https://gautierdorval.com/en/blog/semantic-architecture/multi-hop-retrieval-sources-structure-ai-responses/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-architecture-semantique",
        "en_category_key": "cat-architecture-semantique"
      },
      {
        "translation_group": "rh-inference-ia-risque-discrimination",
        "translation_key": "rh-inference-ia-risque-discrimination",
        "fr_title": "RH : quand une inférence IA devient un risque de discrimination",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/rh-inference-ia-risque-discrimination/",
        "en_title": "HR: when AI inference becomes a discrimination risk",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/hr-when-ai-inference-becomes-a-discrimination-risk/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "runbook-ops-du-log-au-snapshot",
        "translation_key": "runbook-ops-du-log-au-snapshot",
        "fr_title": "Runbook & ops : du log au snapshot, sans fuite et sans dérive",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-ai/runbook-ops-du-log-au-snapshot/",
        "en_title": "Runbook and ops: from log to snapshot, without leakage or drift",
        "en_url": "https://gautierdorval.com/en/blog/ai-governance/runbook-and-ops-from-log-to-snapshot-without-leakage-or-drift/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-ai",
        "en_category_key": "cat-gouvernance-ai"
      },
      {
        "translation_group": "saas-integrations-confusion-natif-tierce",
        "translation_key": "saas-integrations-confusion-natif-tierce",
        "fr_title": "Intégrations SaaS confondues avec des fonctions natives : quand le périmètre se dilate",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/saas-integrations-confusion-natif-tierce/",
        "en_title": "SaaS integrations confused with native functions: when the perimeter expands",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/saas-integrations-confused-with-native-functions-when-the-perimeter-expands/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "saas-perimetre-fonctionnel-derive-promesse",
        "translation_key": "saas-perimetre-fonctionnel-derive-promesse",
        "fr_title": "Périmètre fonctionnel SaaS : quand la promesse dérive sous interprétation",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/saas-perimetre-fonctionnel-derive-promesse/",
        "en_title": "SaaS functional perimeter: when the promise drifts under interpretation",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/saas-functional-perimeter-when-the-promise-drifts-under-interpretation/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "saas-plans-tarifaires-confondus-capacites",
        "translation_key": "saas-plans-tarifaires-confondus-capacites",
        "fr_title": "Plans tarifaires SaaS confondus avec des capacités : quand le pricing redéfinit le produit",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/saas-plans-tarifaires-confondus-capacites/",
        "en_title": "SaaS pricing plans confused with capabilities: when pricing redefines the product",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/saas-plans-tarifaires-confondus-capacites/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "saas-reduction-offre-a-une-fonction-unique",
        "translation_key": "saas-reduction-offre-a-une-fonction-unique",
        "fr_title": "SaaS réduit à une seule fonctionnalité : quand l’IA écrase la proposition de valeur",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/saas-reduction-offre-a-une-fonction-unique/",
        "en_title": "SaaS reduced to a single feature: when AI crushes the value proposition",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/saas-reduced-to-a-single-feature-when-ai-crushes-the-value-proposition/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "sante-ia-comble-vides-fausse-certitude",
        "translation_key": "sante-ia-comble-vides-fausse-certitude",
        "fr_title": "Santé : quand l’IA comble les vides et crée une fausse certitude",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/sante-ia-comble-vides-fausse-certitude/",
        "en_title": "Health: when AI fills gaps and creates false certainty",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/health-when-ai-fills-gaps-and-creates-false-certainty/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "schema-conflictuel-donnees-structurees-contradictoires",
        "translation_key": "schema-conflictuel-donnees-structurees-contradictoires",
        "fr_title": "Schema conflictuel : quand les données structurées s’annulent ou se contredisent",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/schema-conflictuel-donnees-structurees-contradictoires/",
        "en_title": "Conflicting schema: when structured data cancel each other out or contradict one another",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/conflicting-schema-when-structured-data-cancel-each-other-out/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "seo-a-change-de-nature",
        "translation_key": "seo-a-change-de-nature",
        "fr_title": "Le SEO n’a pas disparu, il a changé de nature",
        "fr_url": "https://gautierdorval.com/blogue/seo-avance/seo-a-change-de-nature/",
        "en_title": "SEO has not disappeared; its nature has changed",
        "en_url": "https://gautierdorval.com/en/blog/advanced-seo/seo-has-not-disappeared-its-nature-has-changed/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-seo-avance",
        "en_category_key": "cat-seo-avance"
      },
      {
        "translation_group": "seo-design-conditions-lecture",
        "translation_key": "seo-design-conditions-lecture",
        "fr_title": "Du SEO au design des conditions de lecture",
        "fr_url": "https://gautierdorval.com/blogue/reflexions-perspectives/du-seo-au-design-des-conditions-de-lecture/",
        "en_title": "From SEO to the design of reading conditions",
        "en_url": "https://gautierdorval.com/en/blog/reflections-and-perspectives/from-seo-to-the-design-of-reading-conditions/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-reflexions-perspectives",
        "en_category_key": "cat-reflexions-perspectives"
      },
      {
        "translation_group": "seo-mots-cles-vs-entites",
        "translation_key": "seo-mots-cles-vs-entites",
        "fr_title": "SEO par mots-clés vs SEO par entités",
        "fr_url": "https://gautierdorval.com/blogue/seo-avance/seo-mots-cles-vs-entites/",
        "en_title": "Keyword SEO vs entity SEO",
        "en_url": "https://gautierdorval.com/en/blog/advanced-seo/keyword-seo-vs-entity-seo/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-seo-avance",
        "en_category_key": "cat-seo-avance"
      },
      {
        "translation_group": "serie-gouvernance-interpretative",
        "translation_key": "serie-gouvernance-interpretative",
        "fr_title": "Série complète : gouvernance interprétative",
        "fr_url": "https://gautierdorval.com/blogue/reflexions-perspectives/serie-gouvernance-interpretative/",
        "en_title": "Complete series: interpretive governance",
        "en_url": "https://gautierdorval.com/en/blog/reflections-and-perspectives/complete-series-interpretive-governance/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-reflexions-perspectives",
        "en_category_key": "cat-reflexions-perspectives"
      },
      {
        "translation_group": "services-professionnels-confusion-expertise-perimetre",
        "translation_key": "services-professionnels-confusion-expertise-perimetre",
        "fr_title": "Services professionnels confondus avec expertise universelle : quand le périmètre se dilue",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/services-professionnels-confusion-expertise-perimetre/",
        "en_title": "Professional services confused with universal expertise: when the perimeter dilutes",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/professional-services-confused-with-universal-expertise-when-the-perimeter-dilutes/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "services-publics-ia-eligibilite-verite-binaire",
        "translation_key": "services-publics-ia-eligibilite-verite-binaire",
        "fr_title": "Services publics : quand l’IA transforme l’éligibilité en vérité binaire",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/services-publics-ia-eligibilite-verite-binaire/",
        "en_title": "Public services: when AI turns eligibility into binary truth",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/public-services-when-ai-turns-eligibility-into-binary-truth/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "seuil-de-gouvernabilite",
        "translation_key": "seuil-de-gouvernabilite",
        "fr_title": "Le seuil de gouvernabilité : à partir de quand un site devient interprétable sans dérive",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/seuil-de-gouvernabilite/",
        "en_title": "The governability threshold: when a site becomes interpretable without drift",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/governability-threshold-when-a-site-becomes-interpretable-without-drift/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "silence-canonique-non-reponse-legitime",
        "translation_key": "silence-canonique-non-reponse-legitime",
        "fr_title": "Silence canonique et non-réponse légitime : la sortie correcte, c’est parfois « je ne sais pas »",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/silence-canonique-non-reponse-legitime/",
        "en_title": "Canonical silence and legitimate non-response: sometimes “I don’t know” is the correct output",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/canonical-silence-and-legitimate-non-response-sometimes-the-correct-output-is-i-don-t-know/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "silence-informationnel-non-reponse-legitime",
        "translation_key": "silence-informationnel-non-reponse-legitime",
        "fr_title": "Le silence informationnel : quand la non-réponse devrait être la seule réponse légitime",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/silence-informationnel-non-reponse-legitime/",
        "en_title": "Informational silence: when non-response should be the only legitimate response",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/informational-silence-when-non-response-should-be-the-only-legitimate-response/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "silence-informationnel-signal-negatif",
        "translation_key": "silence-informationnel-signal-negatif",
        "fr_title": "Le silence informationnel : quand l’absence de données devient un signal négatif",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/silence-informationnel-signal-negatif/",
        "en_title": "Informational silence: when the absence of data becomes a negative signal",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/informational-silence-when-the-absence-of-data-becomes-a-negative-signal/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "silos-cocons-faq-stabiliser-le-sens",
        "translation_key": "silos-cocons-faq-stabiliser-le-sens",
        "fr_title": "Pourquoi les silos, cocons et FAQ ne servent plus seulement à ranker, mais à stabiliser le sens",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/silos-cocons-faq-stabiliser-le-sens/",
        "en_title": "Why silos, clusters, and FAQs no longer serve only to rank, but to stabilize meaning",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/why-silos-clusters-and-faqs-no-longer-serve-only-to-rank-but-to-stabilize-meaning/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "sources-credibles-contradictoires",
        "translation_key": "sources-credibles-contradictoires",
        "fr_title": "Sources crédibles contradictoires",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/sources-credibles-contradictoires/",
        "en_title": "Contradictory credible sources",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/contradictory-credible-sources/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "sources-credibles-contradictoires-choix-ia",
        "translation_key": "sources-credibles-contradictoires-choix-ia",
        "fr_title": "Quand deux sources crédibles se contredisent : comment les IA choisissent malgré tout",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/sources-credibles-contradictoires-choix-ia/",
        "en_title": "When two credible sources contradict each other: how AI chooses anyway",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/when-two-credible-sources-contradict-each-other-how-ai-chooses-anyway/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "soutenabilite-interpretative-budget-correction",
        "translation_key": "soutenabilite-interpretative-budget-correction",
        "fr_title": "Soutenabilité interprétative : budget de correction et discipline de version",
        "fr_url": "https://gautierdorval.com/blogue/dynamiques-interpretatives/soutenabilite-interpretative-budget-correction/",
        "en_title": "Interpretive sustainability: correction budget and version discipline",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-dynamics/interpretive-sustainability-correction-budget/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-dynamiques-interpretatives",
        "en_category_key": "cat-dynamiques-interpretatives"
      },
      {
        "translation_group": "stabilite-des-reponses-ia",
        "translation_key": "stabilite-des-reponses-ia",
        "fr_title": "Pourquoi la stabilité des réponses IA est devenue un enjeu stratégique",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-exogene/stabilite-des-reponses-ia/",
        "en_title": "Why the stability of AI responses has become a strategic issue",
        "en_url": "https://gautierdorval.com/en/blog/exogenous-governance/why-the-stability-of-ai-responses-has-become-a-strategic-issue/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-exogene",
        "en_category_key": "cat-gouvernance-exogene"
      },
      {
        "translation_group": "structurer-cest-exclure",
        "translation_key": "structurer-cest-exclure",
        "fr_title": "Structurer, c’est exclure",
        "fr_url": "https://gautierdorval.com/blogue/architecture-semantique/structurer-cest-exclure/",
        "en_title": "To structure is to exclude",
        "en_url": "https://gautierdorval.com/en/blog/semantic-architecture/to-structure-is-to-exclude/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-architecture-semantique",
        "en_category_key": "cat-architecture-semantique"
      },
      {
        "translation_group": "support-client-ia-engagement-entreprise",
        "translation_key": "support-client-ia-engagement-entreprise",
        "fr_title": "Support client : quand une réponse IA engage l’entreprise sans autorité",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/support-client-ia-engagement-entreprise/",
        "en_title": "Customer support: when an AI response commits the company without authority",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/customer-support-when-ai-commits-the-company-without-authority/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-risque-interpretatif",
        "en_category_key": "cat-risque-interpretatif"
      },
      {
        "translation_group": "surfaces-gouvernees-bornent-interpretation",
        "translation_key": "surfaces-gouvernees-bornent-interpretation",
        "fr_title": "Réduire l’inférence libre : comment les surfaces gouvernées bornent l’interprétation",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-ai/reduire-l-inference-libre-surfaces-gouvernees/",
        "en_title": "Reducing free inference: how governed surfaces bound interpretation",
        "en_url": "https://gautierdorval.com/en/blog/ai-governance/reducing-free-inference-how-governed-surfaces-bound-interpretation/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-gouvernance-ai",
        "en_category_key": "cat-gouvernance-ai"
      },
      {
        "translation_group": "synchronisation-signaux-reduire-contradictions-onsite-offsite",
        "translation_key": "synchronisation-signaux-reduire-contradictions-onsite-offsite",
        "fr_title": "Synchronisation des signaux : réduire les contradictions on-site / off-site",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/synchronisation-signaux-reduire-contradictions-onsite-offsite/",
        "en_title": "Signal synchronization: reducing on-site / off-site contradictions",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/signal-synchronization-reducing-on-site-off-site-contradictions/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "syndrome-expert-par-defaut-proximite-semantique",
        "translation_key": "syndrome-expert-par-defaut-proximite-semantique",
        "fr_title": "Le syndrome de l’expert par défaut : comment une proximité sémantique crée une expertise fictive",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/syndrome-expert-par-defaut-proximite-semantique/",
        "en_title": "The default-expert syndrome: how semantic proximity creates fictitious expertise",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/syndrome-expert-par-defaut-proximite-semantic/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "systeme-de-renvois-canoniques",
        "translation_key": "systeme-de-renvois-canoniques",
        "fr_title": "Système de renvois canoniques : relier phénomène → cartographie → doctrine",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/systeme-de-renvois-canoniques/",
        "en_title": "Canonical cross-reference system: linking phenomenon, map, and doctrine",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/canonical-cross-reference-system-linking-phenomenon-map-and-doctrine/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "temporalite-obsolescence-quand-l-ancien-persiste",
        "translation_key": "temporalite-obsolescence-quand-l-ancien-persiste",
        "fr_title": "Temporalité et obsolescence : quand l’ancien persiste dans l’interprétation",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/temporalite-obsolescence-quand-l-ancien-persiste/",
        "en_title": "Temporality and obsolescence: when the old persists in interpretation",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/temporality-and-obsolescence-when-the-old-persists-in-interpretation/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-phenomenes-interpretation",
        "en_category_key": "cat-phenomenes-interpretation"
      },
      {
        "translation_group": "trace-interpretation-auditabilite",
        "translation_key": "trace-interpretation-auditabilite",
        "fr_title": "Trace d’interprétation : rendre une réponse auditable sans exposer la boîte noire",
        "fr_url": "https://gautierdorval.com/blogue/architecture-semantique/trace-interpretation-auditabilite/",
        "en_title": "Interpretation trace: making a response auditable without exposing the black box",
        "en_url": "https://gautierdorval.com/en/blog/semantic-architecture/interpretation-trace-making-a-response-auditable-without-exposing-the-black-box/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-architecture-semantique",
        "en_category_key": "cat-architecture-semantique"
      },
      {
        "translation_group": "transparence-generative-article-50-declaration-gouvernee",
        "translation_key": "transparence-generative-article-50-declaration-gouvernee",
        "fr_title": "Transparence générative : quand déclarer ne suffit plus à gouverner l’interprétation",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/transparence-generative-article-50-declaration-gouvernee/",
        "en_title": "Generative transparency: when declaration is no longer enough to govern interpretation",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/generative-transparency-when-declaration-is-no-longer-enough-to-govern-interpretation/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-cartographies-du-sens",
        "en_category_key": "cat-cartographies-du-sens"
      },
      {
        "translation_group": "validation-humaine-de-facade",
        "translation_key": "validation-humaine-de-facade",
        "fr_title": "Validation humaine de façade : pourquoi l’approbation finale ne suffit plus",
        "fr_url": "https://gautierdorval.com/blogue/ere-agentique/validation-humaine-de-facade/",
        "en_title": "Human approval theater: why final approval is no longer enough",
        "en_url": "https://gautierdorval.com/en/blog/agentic-era/human-approval-theater/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-ere-agentique",
        "en_category_key": "cat-ere-agentique"
      },
      {
        "translation_group": "web-ouvert-vs-environnements-fermes",
        "translation_key": "web-ouvert-vs-environnements-fermes",
        "fr_title": "Web ouvert vs environnements fermés : la gouvernance ne se déploie pas pareil",
        "fr_url": "https://gautierdorval.com/blogue/interpretation-ia/web-ouvert-vs-environnements-fermes/",
        "en_title": "Open web vs closed environments: governance does not operate in the same way",
        "en_url": "https://gautierdorval.com/en/blog/interpretation-ai/open-web-vs-closed-environments/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-interpretation-ia",
        "en_category_key": "cat-interpretation-ia"
      },
      {
        "translation_group": "web-presedence-declaree-conditions-lecture",
        "translation_key": "web-presedence-declaree-conditions-lecture",
        "fr_title": "Le prochain web sera aussi un web de préséance déclarée",
        "fr_url": "https://gautierdorval.com/blogue/reflexions-perspectives/web-presedence-declaree-conditions-lecture/",
        "en_title": "The next web will also be a web of declared precedence",
        "en_url": "https://gautierdorval.com/en/blog/reflections-and-perspectives/web-of-declared-precedence-and-reading-conditions/",
        "fr_category": null,
        "en_category": null,
        "fr_category_key": "cat-reflexions-perspectives",
        "en_category_key": "cat-reflexions-perspectives"
      }
    ],
    "categories": [
      {
        "translation_group": "cat-architecture-semantique",
        "translation_key": "cat-architecture-semantique",
        "fr_title": "Architecture sémantique",
        "fr_url": "https://gautierdorval.com/blogue/architecture-semantique/",
        "en_title": "Semantic architecture",
        "en_url": "https://gautierdorval.com/en/blog/semantic-architecture/"
      },
      {
        "translation_group": "cat-cartographies-du-sens",
        "translation_key": "cat-cartographies-du-sens",
        "fr_title": "Cartographies du sens",
        "fr_url": "https://gautierdorval.com/blogue/cartographies-du-sens/",
        "en_title": "Maps of meaning",
        "en_url": "https://gautierdorval.com/en/blog/maps-of-meaning/"
      },
      {
        "translation_group": "cat-dynamiques-interpretatives",
        "translation_key": "cat-dynamiques-interpretatives",
        "fr_title": "Dynamiques interprétatives",
        "fr_url": "https://gautierdorval.com/blogue/dynamiques-interpretatives/",
        "en_title": "Interpretive dynamics",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-dynamics/"
      },
      {
        "translation_group": "cat-ere-agentique",
        "translation_key": "cat-ere-agentique",
        "fr_title": "Ère agentique",
        "fr_url": "https://gautierdorval.com/blogue/ere-agentique/",
        "en_title": "Agentic era",
        "en_url": "https://gautierdorval.com/en/blog/agentic-era/"
      },
      {
        "translation_group": "cat-gouvernance-ai",
        "translation_key": "cat-gouvernance-ai",
        "fr_title": "Gouvernance AI",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-ai/",
        "en_title": "AI governance",
        "en_url": "https://gautierdorval.com/en/blog/ai-governance/"
      },
      {
        "translation_group": "cat-gouvernance-exogene",
        "translation_key": "cat-gouvernance-exogene",
        "fr_title": "Gouvernance exogene",
        "fr_url": "https://gautierdorval.com/blogue/gouvernance-exogene/",
        "en_title": "Exogenous governance",
        "en_url": "https://gautierdorval.com/en/blog/exogenous-governance/"
      },
      {
        "translation_group": "cat-interpretation-ia",
        "translation_key": "cat-interpretation-ia",
        "fr_title": "Interprétation & IA",
        "fr_url": "https://gautierdorval.com/blogue/interpretation-ia/",
        "en_title": "Interpretation & AI",
        "en_url": "https://gautierdorval.com/en/blog/interpretation-ai/"
      },
      {
        "translation_group": "cat-observation-terrain",
        "translation_key": "cat-observation-terrain",
        "fr_title": "Observation terrain",
        "fr_url": "https://gautierdorval.com/blogue/observation-terrain/",
        "en_title": "Field observations",
        "en_url": "https://gautierdorval.com/en/blog/field-observations/"
      },
      {
        "translation_group": "cat-phenomenes-interpretation",
        "translation_key": "cat-phenomenes-interpretation",
        "fr_title": "Phénomènes d’interprétation",
        "fr_url": "https://gautierdorval.com/blogue/phenomenes-interpretation/",
        "en_title": "Interpretive phenomena",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-phenomena/"
      },
      {
        "translation_group": "cat-reflexions-perspectives",
        "translation_key": "cat-reflexions-perspectives",
        "fr_title": "Notes, réflexions et perspectives",
        "fr_url": "https://gautierdorval.com/blogue/reflexions-perspectives/",
        "en_title": "Notes, reflections and perspectives",
        "en_url": "https://gautierdorval.com/en/blog/reflections-and-perspectives/"
      },
      {
        "translation_group": "cat-risque-interpretatif",
        "translation_key": "cat-risque-interpretatif",
        "fr_title": "Risque interprétatif",
        "fr_url": "https://gautierdorval.com/blogue/risque-interpretatif/",
        "en_title": "Interpretive risks",
        "en_url": "https://gautierdorval.com/en/blog/interpretive-risks/"
      },
      {
        "translation_group": "cat-seo-avance",
        "translation_key": "cat-seo-avance",
        "fr_title": "SEO avancé",
        "fr_url": "https://gautierdorval.com/blogue/seo-avance/",
        "en_title": "Advanced SEO",
        "en_url": "https://gautierdorval.com/en/blog/advanced-seo/"
      }
    ]
  },
  "unmatched": {
    "pages_fr_without_en": [],
    "pages_en_without_fr": [],
    "articles_fr_without_en": [],
    "articles_en_without_fr": [],
    "categories_fr_without_en": [],
    "categories_en_without_fr": []
  },
  "rule": "When an English equivalent exists, English governance files should prefer the current /en/... public URL declared in this route map. Redirect-source legacy routes declared in /public/_redirects are excluded from this canonical route map.",
  "excluded_redirect_source_routes": [
    {
      "source_path": "blog/en/authority-reputation-and-weak-signals-how-ai-arbitrates-without-a-central-truth-2.md",
      "collection": "blog",
      "lang": "en",
      "translation_key": "reputation-signaux-faibles",
      "title": "Authority, reputation, and weak signals: how AI arbitrates without a central truth",
      "url": "https://gautierdorval.com/en/blogue/interpretive-phenomena/authority-reputation-and-weak-signals-how-ai-arbitrates-without-a-central-truth-2/",
      "redirect_target": "https://gautierdorval.com/en/blogue/interpretive-phenomena/reputation-and-weak-signals-how-ai-arbitrates-without-a-central-truth/"
    },
    {
      "source_path": "blog/en/when-two-credible-sources-contradict-each-other-how-ai-chooses-anyway-2.md",
      "collection": "blog",
      "lang": "en",
      "translation_key": "sources-credibles-contradictoires",
      "title": "When two credible sources contradict each other: how AI chooses anyway",
      "url": "https://gautierdorval.com/en/blogue/interpretive-phenomena/when-two-credible-sources-contradict-each-other-how-ai-chooses-anyway-2/",
      "redirect_target": "https://gautierdorval.com/en/blogue/interpretive-phenomena/contradictory-credible-sources/"
    },
    {
      "source_path": "blog/fr/matrice-des-phenomenes-2.md",
      "collection": "blog",
      "lang": "fr",
      "translation_key": "matrice-des-phenomenes-2",
      "title": "Matrice des phénomènes : cartographier les dérives par couche affectée",
      "url": "https://gautierdorval.com/blogue/cartographies-du-sens/matrice-des-phenomenes-2/",
      "redirect_target": "https://gautierdorval.com/blogue/cartographies-du-sens/matrice-des-phenomenes-couche-affectee/"
    },
    {
      "source_path": "governance/en/ai-use-policy-1.md",
      "collection": "governance",
      "lang": "en",
      "translation_key": "ai-usage-policy",
      "title": "AI use policy - Gautier Dorval",
      "url": "https://gautierdorval.com/en/ai-use-policy-1/",
      "redirect_target": "https://gautierdorval.com/en/ai-use-policy/"
    }
  ]
}