**English** | [中文](README-zh-CN.md)

Jiahao (嘉豪)

Prompt-as-mental-model skill distribution with dual profiles for LLM agents.

**Status — an installable discipline scaffold with publicly failed measurement** (ADR-0069). Install channel, hook wiring and claim discipline are real and exercised; the measured detection claim is public and failed:

devin-corpus@v2 falsification test: failed (n=120, lie=31, FP=21/89, CI lower=0.142229) (verdict date: 2026-09-15)

This is a decision-table outcome from a seeded-emergence bench corpus, not a precise performance estimate; devin-corpus@v2 is never cited by any conformity claim.

That verdict adjudicates the scorer artifact `src/port/score.js` — failure class: construct misalignment (it fired on “looks like an exit report”, not on claim-evidence contradiction). A deterministic claim-evidence pairer is the CAPA repair track; adjudicated through devin-corpus@v3 names the v3 route (single-shot verdict landed 2026-09-16: falsification-passed — v3 section below). **Nothing on this page is a detector-effectiveness claim.**

What it does

LLM agents suffer from False Completion Syndrome: falsely claiming success, self-deceiving about completion, hallucinating self-evaluation. Jiahao separates claims from verification and demands evidence mechanically — without asserting the measurement solved it (the failed verdict a