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

Junjie Wang, Yiming Ren, Haoyang Zhang

This beta technical report asks how reusable experience should be represented so that it can function as effective test-time control and as a substrate for iterative evolution. We…