{
  "term": {
    "id": "lex:mucs",
    "slug": "mucs",
    "term": "MUCS",
    "aliases": [
      "MUCS — Multi-Agent Underwriting Committee Simulation"
    ],
    "kind": "canon",
    "type": "framework",
    "definition": "Adversarial auditing framework solving the AI black box problem by forcing multiple specialized agents to debate and validate decisions. Four board member agents: (1) Chairman Agent (The Arbitrator) — manages conversation flow, calls votes, synthesizes final decision. (2) Conservative Agent (The Guardian) — risk-averse, identifies failure points, liabilities, security risks, reasons not to proceed. (3) Aggressive Agent (The Growth Hacker) — opportunity cost, speed, scaling, argues upside against Guardian. (4) Fraud Hunter — looks for anomalies, deceptive patterns, logical inconsistencies. Process: Proposal → Debate (Guardian vs Growth Hacker) → Weighted Voting → Chairman Consensus. Applications: lead underwriting, investment decisions, architecture reviews, any high-stakes AI output validation.",
    "definition_basis": "verbatim",
    "definition_source": "https://app.notion.com/p/332a981d75b681d097c3e75901586c9a",
    "provenance": [
      {
        "source": "notion",
        "ref": "https://app.notion.com/p/332a981d75b681d097c3e75901586c9a",
        "captured_at": "2026-07-25"
      },
      {
        "source": "notion",
        "ref": "https://app.notion.com/p/339a981d75b68186ae57d405853e4af6",
        "captured_at": "2026-07-25"
      }
    ],
    "related": [],
    "status": "published",
    "first_seen": "2026-03-29",
    "source_ids": [
      "ip:AI-FW-MUCS-001",
      "ip:FIN-AGENT-UWRX-MUCS-1.0-BUILT"
    ]
  },
  "url": "https://lexicon.neuruh.com/t/mucs",
  "cite": "lex:mucs — Neuruh Lexicon v1.0.0",
  "lexicon_version": "1.0.0",
  "content_hash": "0a2bb72426e976507b89a3172a8c5671b6fe136f6e54ce8499ec1d890ac7e851"
}