AI agents that rewrite their own prompts risk getting worse without guardrails

A developer built a TypeScript framework called Darwin that lets AI agents rewrite their own prompts to improve performance. The system uses A/B testing and regression rollback to prevent prompt drift that can degrade quality or safety. The key insight is that the gatekeeping mechanism is more important than the evolution loop itself.