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cs.SE2026
Evolver: Turning Agent Exploration into Evolving Capabilities
Haoyang Zhang, Qumeng Sun, Xiao Zhang +3
Agent exploration produces valuable procedural knowledge, yet much of this experience remains confined to transient execution traces and is not systematically reused. We introduce…
cs.SE2026
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…