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#trajectory

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01 ·Distillation & Compression·★ MEMBER·PAPER·10 min read Distilling Agents — How to Compress a Long Trajectory When you distill an agent, the unit of learning changes from a single question-and-answer to an entire game. Tens of thousands of tokens come back with one bit of grading. This article works through how that gap is bridged — turn-level credit assignment, trajectory filtering and on-policy correction, and the inheritance of tool use — and maps the recent long-horizon agent literature onto those three axes.