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long-term llm systems

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  1. EvoAgentBench: Benchmarking Agent Self-Evolution via Ability Transfer

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    Researchers introduce EvoAgentBench, a new benchmark for evaluating agent self-evolution in long-term LLM systems. The benchmark focuses on procedural reuse of experience, which includes searching, debugging, and…