CodexPotter acts as an orchestration layer for OpenAI’s Codex coding agent, implementing the Ralph Wiggum pattern to continuously review and polish code across multiple rounds until it fully aligns with instructions. It uses clean contexts in each iteration to avoid context poisoning, stores instructions in the filesystem for persistence, and seamlessly integrates with AGENTS.md, skills, and MCPs.