From Autoresearch to Autoimprove: Generalizing the Agentic Experiment Loop
Autonomous optimization loop for AI agents. Covers the autoresearch pattern, the improve.md format, goal-aware test generation, guard metrics, 10 domain templates, and real-world results on a RAG search engine.
Autonomous optimization loop. Describe what to improve, how to measure it, and walk away. One command handles setup, testing, and the optimization loop.