Compressing tool output before sending: How Headroom reduces 55,957 tokens to 24,340, and its limitations

IntroductionWhen you leave troubleshooting to a coding agent, the log retrieval tool returns 55,957 tokens of text. Of that, ...

I read about AutoDesign, which automatically evolves "how to work" without touching model weights, and did a mini-implementation in LangGraph

What you can learn from this article AutoDesign is a new agent design method that automatically improves only the harness ...