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cs.AI2026

SEAGym: An Evaluation Environment for Self-Evolving LLM Agents

Congjie Zheng, Chuanyi Xue, Bin Liang +2

Self-evolving LLM-based agents improve mainly by changing their agent harness: the structured execution layer around a base model, including prompts, memory, tools, middleware, run…