HEADROOM

Summary from the TLDR DevOps newsletter

Headroom compresses tool outputs, logs, files, and RAG chunks before they reach the LLM. Benchmarks show the compression results in 20% fewer tokens for coding agents and 60-95% fewer tokens for JSON. The tool runs locally to ensure no prompt or file content is sent externally.