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Zhi-Dong Fan

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#artificial intelligence Preprint Nov 2026

Evolver: Turning Agent Exploration into Evolving Capabilities

Agent exploration produces valuable procedural knowledge, yet much of this experience remains confined to transient execution traces and is not systematically reused. We introduce Evolver, an experience-driven framework that transforms agent exploration into persistent, reusable capabilities without updating foundation...

Haoyang Zhang, Qu-Meng Sun, Xiao Zhang et al. · 0 citations

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