One Recipe, Many Harnesses: What Self-Evolution Encodes Across Languages and Models

Siqi Yang, Qianlan Yang, Yu-Xiong Wang +2

Self-evolving harnesses are closed-loop systems in which an agent inspects its own rollouts and edits its prompts, tools, and memory. They reliably improve coding agents in evaluat…