I built a multi-agent loop where an adversarial Claude reviewer reads your actual codebase before approving plans

Large language models are surprisingly optimistic reviewers.

Ask an LLM to review an implementation plan and it will often approve things that are objectively wrong:

Non-existent file paths

Incorrect function signatures

Missing edge cases