{
  "schema_version": "1.0",
  "method_id": "verifllm-knowledge-1",
  "name": "VerifLLM machine knowledge publication method",
  "language": "fr",
  "updated_at": "2026-10-06",
  "objective": "Publish atomic, dated and sourced entity facts that LLMs and search agents can discover and verify.",
  "principles": [
    "LLM output and model consensus are never evidence.",
    "Every public fact targets one stable entity identifier.",
    "A supported fact requires at least one dated, publicly publishable evidence URL.",
    "HTML, JSON and JSON-LD must express the same facts.",
    "Corrections create new versions instead of silently rewriting history.",
    "Human review is required before publication."
  ],
  "fact_statuses": {
    "supported": "At least one authorized public evidence link supports the fact.",
    "uncertain": "Public evidence is absent, insufficient or no longer publishable.",
    "contested": "Authorized evidence sources conflict."
  },
  "workflow": ["detect_gap", "collect_authorized_evidence", "structure_entity_facts", "human_review", "publish", "measure_retrieval"],
  "source_policy": {
    "default": "closed",
    "google_places": "disabled_and_not_approved",
    "simulation_publishable": false
  },
  "limitations": [
    "Publication does not guarantee crawling, indexing, citation, ranking or model training.",
    "Observed improvement after publication is correlation unless a causal protocol is used.",
    "Online popularity does not establish professional or clinical competence."
  ],
  "human_readable_url": "https://verifllm.fr/method/"
}