{
  "schema_version": "0.1.0",
  "id": "BH-RL-2026-0008",
  "slug": "semantic-reliability",
  "title": "Semantic Reliability for AI-Assisted Decision Workflows",
  "canonical_url": "https://www.blue-hand.org/research/semantic-reliability/",
  "abstract": "A Bluehand research framework for semantic reliability: validating not only what an AI system outputs, but how that output is interpreted, constrained, acted upon, monitored, and revised over time—through parse, reference, horizon, consequence, constraint, and audit gates.",
  "problem": "AI systems are commonly evaluated at the output layer, while deployment risk appears at the interpretation layer—fluent, policy-compliant responses can still be misread, used outside their horizon, or acted on with harmful consequences.",
  "purpose": "Provide a public framework for meaning-validation in AI-assisted workflows: whether outputs remain structurally coherent, referentially grounded, horizon-appropriate, consequence-aware, and constraint-compliant.",
  "takeaway": "Bluehand treats semantic reliability as operational meaning validation across the full decision event, not as a single-model accuracy score.",
  "authority_class": "canonical_public",
  "do_not_infer": [
    "Do not infer clinical certification, regulatory approval, or production deployment from this artifact.",
    "Do not infer that semantic reliability eliminates plural interpretation—validity remains bounded by evidence, goal, and constraint."
  ],
  "citation_text": "Semantic Reliability for AI-Assisted Decision Workflows (BH-RL-2026-0008). Bluehand Research. https://www.blue-hand.org/research/semantic-reliability/",
  "related_objects": [
    "semantic-governance",
    "lineage-aware-memory",
    "compression-is-not-evidence",
    "governed-agent-execution",
    "deterministic-replay"
  ],
  "source_hash": "8862fcb153443d3f6dd2736f4b00a124da3b13863f5ca286459604f470dd3509",
  "last_compiled_at": "2026-06-13T02:43:49.022Z",
  "source_commit": "0c0acb75cdda8855f181a7f77c49cb3b6036d732",
  "governed_by": "/schemas/research-object.schema.json"
}