Blog
How we keep autonomous coding agents shipping without burning the token budget — and the open-source stack we recommend.
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Best open-source token compression tools in 2026
What Loopy uses before the model call: SuperCompress #1, then Headroom, LLMLingua-2, RTK, and OmniRoute — and why that order matters.
2026-08-05 · 6 min
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Why coding agents need context compression
Five-hour agent runs fail on context, not prompts. How query-aware compression keeps Loopy loops affordable.
2026-08-05 · 5 min