Compress Tool Output Only If the Agent Would Take the Same Next Action

Reported ~33% cut in total token consumption with task-solving preserved; workload-dependent estimate Advanced 3 min read

Shrinking tool observations is only safe if the agent behaves identically on the smaller version. Accept a compressed observation only when it induces the exact same next action as the raw one, and reject it otherwise.

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