Lazy Context: Why Retrieval Beats Compression (opens in new tab)

Covers Tool output compression for agents - 60-70% token reduction on tool-heavy workloads (open source, works with local models)

Headroom went from zero to 40k GitHub stars by attacking agentic token bloat. The durable idea isn't the tool - it's treating context compression as a retrieval problem.

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