{
  "term": {
    "id": "lex:neuruh-reasoning-engine",
    "slug": "neuruh-reasoning-engine",
    "term": "Neuruh Reasoning Engine",
    "aliases": [
      "Neuruh Reasoning Engine — Anti-Black-Box Transparent AI Architecture"
    ],
    "kind": "canon",
    "type": "framework",
    "definition": "Transparent AI system architecture that forces explainability at every decision point. Anti-black-box infrastructure: AI that shows its work, challenges bad assumptions, and never hides behind vague responses. Core innovations: (1) Anti-goal quality gates — built-in checks that prevent sycophantic AI behavior and technical debt accumulation. (2) Challenge Protocol — agent actively pushes back on incorrect operator inputs rather than agreeing. (3) Glass-box architecture — every reasoning step is logged and explainable. (4) Dependency protection — prevents platform AI lock-in by building sovereign reasoning infrastructure. Solves: the Trust Problem (black-box AI creates liability), the Sycophant Problem (AI that agrees with wrong inputs builds technical debt), the Dependency Problem (platform AI locks users into extraction cycles). Executive summary document exists in Drive.",
    "definition_basis": "verbatim",
    "definition_source": "https://app.notion.com/p/333a981d75b68197ba56e1acc61b245a",
    "provenance": [
      {
        "source": "notion",
        "ref": "https://app.notion.com/p/333a981d75b68197ba56e1acc61b245a",
        "captured_at": "2026-07-25"
      }
    ],
    "related": [],
    "status": "published",
    "first_seen": "2026-03-30",
    "source_ids": [
      "ip:AI-FW-010"
    ]
  },
  "url": "https://lexicon.neuruh.com/t/neuruh-reasoning-engine",
  "cite": "lex:neuruh-reasoning-engine — Neuruh Lexicon v1.0.0",
  "lexicon_version": "1.0.0",
  "content_hash": "0a2bb72426e976507b89a3172a8c5671b6fe136f6e54ce8499ec1d890ac7e851"
}