Use Claude Code review findings to build reproducible tests, lint rules, evals, and risk gates that prevent the same failures from returning.
Build an organizational second brain with provenance, versioned knowledge, expert review, replay tests, and safe retirement instead of static RAG.
A controlled method for making GPT-5.6 prompts leaner without deleting the constraints that keep production agents reliable.
Convert Claude Cookbook examples into versioned agent regression tests with deterministic assertions, repeated trials, cost budgets, and release gates