Preprint
Aug 2026
One Recipe, Many Harnesses: What Self-Evolution Encodes Across Languages and Models
Together, these results recast the evolved harness as a legible compensation layer, shaped jointly by the language's engineering demands and the model's behavioral gaps, rather than an opaque benchmark-tuned scaffold.
Siqi Yang, Qianlan Yang, Yu-Xiong Wang et al.
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