nizos/probityHooks
TDD enforcement and guardrails for Claude Code, Codex, and GitHub Copilot CLI
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TDD enforcement and guardrails for Claude Code, Codex, and GitHub Copilot CLI
A Socratic supervision layer for AI coding agents.
Don't make LLMs honest. Make every factual claim auditable. — An LLM Claim Auditing Layer with T1-T7 truth gradients. 98.1% business effectiveness on LiarBench v0.2.