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arxiv_cs_ai ยท Jul 15, 2026 ยท paper

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Do Agent Optimizers Compound? A Continual-Learning Evaluation on Terminal-Bench 2.0

arxiv.orgJul 15, 2026
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Most reported gains from agent-optimization methods are one-shot: an agent is optimized against a fixed benchmark and the resulting improvement is reported as if it were a stable property of the method. This does not...

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