Own the Outer Loop. Evidence → Verdict → Answerability. Governance layer for agentic engineering.
LLM-backed site search that cites its sources or declines plainly. No-leak boundary, eval harness. Markdown → embed → retrieve → cited JSON.
Working paper (v2.2, CC BY 4.0) on the governance of knowledge in AI: who sets the standards by which contributions are selected, justified and recognised, and to whom those standards answer. Rewrite of my 2025 LLM dissertation; companion paper: The Answerable Commons.
Grounded agentic legal RAG with deterministic orchestration, hybrid retrieval, answerability checks, citations, tracing, and offline evaluation.
Public scope checks for the fixed-scope AI Answerability Audit
AI Answerability Audit and CV Rescue offers
AI-readable Markdown corpus and theory map for the Mekiki Framework T1–T5. Canonical scholarly sources are the paper DOIs.
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