Turning local agents into self-optimizing agents

In three linesDeveloper created autoswarm, a self-optimizing agentic pipeline that improved performance from 30% to 90% on TerminalBench. System logs local LLM chats, analyzes them via reflection, extracts lessons into skills.yaml, and injects them into future chat system prompts.

Summary generated by Claude — human-verified