From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Evolution

Researchers tested two approaches for encoding reusable experience in AI systems across 4,590 code-solving trials. A compact "Gene" representation outperformed documentation-heavy "Skill" packages, proving more robust to structural changes and effective as a substrate for test-time evolution.

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