Fetching from the wire…
Infra2026-07-26 · source-backed
headroomlabs-ai/headroom at 62.5K stars sits between an agent and its LLM compressing tool outputs, logs, files, and RAG chunks in flight, claiming 20% fewer tokens for coding agents and 60-95% fewer for JSON at unchanged answer quality (GitHub). Six content-type-specific compressors: SmartCrusher for JSON, an AST-based CodeCompressor covering Python, JS, Go, Rust, Java and C++, a HuggingFace model for prose. The design point that matters is the Compress-Cache-Retrieve store making compression reversible, so the model can request the original span when the summary isn't enough. Four deployment shapes including a zero-code-change proxy on port 8787. Apache 2.0.
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62,876 stars, ~313/day. Compresses tool outputs, logs, RAG chunks and files before they hit the model, and unusually publishes the other side of the trade: GSM8K holds at 0.870 (±0.000), TruthfulQA *improves* 0.530 → 0.560, SQuAD v2 and BFCL retain 97%. Real workloads: 92% sav...
Headroom compresses tool outputs, logs, RAG chunks, and files before they ever reach the model. It deploys as a library, a proxy server, or an MCP server, and the benchmarks are blunt: 92% token reduction on code search (17,765 down to 1,408) and SRE debugging (65,694 down to...
1. Use claude agents --json to build session dashboards. Claude Code v2.1.145 outputs all live agent sessions as structured JSON with status, model, elapsed time, and parent relationships. Pipe it into a tmux status bar widget or session picker script for switching between bac...
If the margin collapse is happening to the providers, the demand-side version is happening in your own usage graph. Practitioners are now stacking independent token-reduction layers and compounding the savings past 90% total. (Codepointer) The recipe that's making the rounds:...
Three moves, two days, no coordination between them. August 10–11: GitHub shipped Ollama as a BYOK provider inside Copilot for JetBrains (GitHub Changelog). Unsloth released Unsloth Desktop with a command literally named unsloth start claude, which points Claude Code and Codex...
The Claude Code source leak was the biggest story in developer tools this week. But the most important analysis didn't come from the people picking through feature flags and Easter eggs. It came from Sebastian Raschka, who read the 512,000 lines of leaked TypeScript and reache...
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