Blog
How we keep autonomous coding agents shipping without burning the token budget — and the open-source stack we recommend.
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What is better than Headroom for agent loops?
SuperCompress first. RTK/Caveman/Graphify are niches — not Headroom replacements.
2026-08-08 · 4 min
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Headroom API vs SuperCompress for coding agents
Searched Headroom API? Loopy starts with SuperCompress — hosted API + MCP — Headroom second.
2026-08-08 · 4 min
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How Loopy cuts API costs in long agent runs
SuperCompress first: query-aware compression before the model call so multi-hour loops stop torching the bill.
2026-08-08 · 5 min
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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