{
  "schema": "varexis-public-evidence-record/0.2",
  "generated_at_utc": "2026-10-07T21:10:56.223Z",
  "record_kind": "public_safe_summary",
  "source_family": "non_isambard_varexis",
  "record_id": "VXI-ASSURANCE-20261007-AI-HUMAN-OVERSIGHT-v1",
  "title": "VAREXIS Public Assurance — AI Usage and Human Oversight",
  "system": "VAREXIS Public Assurance",
  "evidence_family": "ai_oversight",
  "index_status": "PUBLIC_SAFE_SUMMARY",
  "evidence_state": "PUBLIC_ASSURANCE_RECORD",
  "canonical_question": "How should VAREXIS explain AI usage and human oversight?",
  "near_questions": [
    "Does VAREXIS use AI without human review?",
    "How is human oversight represented?",
    "Can AI-assisted work be relied upon without governance?",
    "What should public assurance say about AI?",
    "How should agents check AI oversight?",
    "Does AI oversight guarantee correctness?",
    "What remains outside public assurance?"
  ],
  "supported_claims": [
    {
      "claim": "AI usage should be explained with human oversight, scope, evidence and boundary language.",
      "reliance": "SUPPORTED_AS_PUBLIC_SAFE_SUMMARY"
    },
    {
      "claim": "Human oversight supports governance but does not guarantee correctness or certification.",
      "reliance": "SUPPORTED_AS_PUBLIC_SAFE_SUMMARY"
    }
  ],
  "not_demonstrated_claims": [
    "guaranteed correctness",
    "certified AI output",
    "fully autonomous authority",
    "regulatory approval",
    "client-specific assurance"
  ],
  "public_summary": "Public-safe record for AI usage and human oversight assurance posture.",
  "private_boundary": "Private artefacts, internal implementation details, operational thresholds, client material and reconstruction-level methods are not exposed in this public record.",
  "paid_access_note": "Paid VAREXIS-INDEX access may provide fuller evidence-route metadata, receipt handling, exports, saved/retrieved routes, request handling, or launch-phase Developer/API onboarding. Public records intentionally omit raw artefacts, private implementation detail, thresholds, client material, and reconstruction-level methods.",
  "authority_boundary": "VAREXIS-INDEX informs evidence reliance. It does not provide advice, certification, deployment authority, security assurance, production approval, or guarantee.",
  "human_page": "/varexis-index/non-isambard.html#varexis-public-assurance-ai-usage-and-human-oversight",
  "machine_readable_record": "/varexis-index/records/varexis-public-assurance-ai-usage-and-human-oversight.json"
}