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Qiankai Xu

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Self-Evolving Harness on Multiple Tasks with the Agent as Its Own Optimizer

Qiankai Xu · 2026

A harness is the code around a language-model agent that organizes prompts, calls tools, manages context, and controls execution. As models grow stronger, recent work has begun to let agents improve their own harnesses, a line of work known as self-evolving harnesses. In most existing methods, a separate proposer runni …