Tagged: optimization
7 posts
autoimprove presentation
Karpathy's autoresearch
Shopify Liquid PR #2056
From Autoresearch to Autoimprove: Generalizing the Agentic Experiment Loop
Two unrelated projects discovered the same pattern: point an AI agent at code, give it a score to chase, and let it run experiments until morning. I generalized it into a tool that works for any domain.
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.