{
  "$comment": "Forum Atlas AI-generation disclosure (EU AI Act Article 50 alignment). No hard standard exists for this file yet; this is a versioned, self-describing disclosure. Human-readable companion: https://forumatlas.com/transparency",
  "schema": "forum.ai_disclosure.v1",
  "version": "1.0.0",
  "updated_at": "2026-07-20",
  "operator": {
    "name": "Forum Atlas",
    "url": "https://forumatlas.com",
    "contact": "https://forumatlas.com/contact"
  },
  "ai_generated_content": true,
  "scope": {
    "briefs": "Intelligence briefs are AI-generated by a multi-agent ensemble (retrieval + synthesis + citation validation). Every analytical claim must anchor to a verbatim substring of a retrieved source document.",
    "forecasts": "Forecasts are AI-generated probability distributions (Monte-Carlo), timestamped and immutable at generation, Brier-scored in public when they resolve.",
    "source_documents": "Underlying corpus documents are third-party publications, not AI-generated; they are ingested, chunked, and cited verbatim."
  },
  "human_oversight": "Single-operator editorial oversight with fail-closed automated validation: briefs that fail citation validation are withheld from validated presentation and rendered as 'insufficient evidence' rather than published as fact. Corrections policy summarized at https://forumatlas.com/transparency.",
  "citation_policy": "Fail-closed citation validation: claims that cannot be matched to a verbatim substring of a retrieved source fail validation. Citation rows are append-only. See https://forumatlas.com/citation-discipline",
  "provenance_endpoints": {
    "transparency_page": "https://forumatlas.com/transparency",
    "methodology": "https://forumatlas.com/methodology",
    "accuracy_scoreboard": "https://forumatlas.com/accuracy",
    "brief_manifest": "https://forumatlas.com/api/briefs/{brief_id}/manifest (per-brief provenance manifest, schema forum.brief_manifest.v1; session-scoped like the briefs themselves)",
    "brief_bibliography": "https://forumatlas.com/api/briefs/{brief_id}/bibliography"
  },
  "machine_readable_labels": {
    "jsonld": "Brief pages and /transparency embed schema.org CreativeWork JSON-LD with digitalSourceType 'trainedAlgorithmicMedia' (IPTC digital source type vocabulary).",
    "iptc_digital_source_type": "https://cv.iptc.org/newscodes/digitalsourcetype/trainedAlgorithmicMedia"
  }
}