Self-Evolving Skills via Surrogate-Guided Solve-and-Reproduce
Agent skills are portable packages of instructions and resources an agent consults at deployment. Self-evolving them fails in two ways today. First, skills evolved from scratch underperform human-curated ones and, on a weak model, using no skill at all. Second, an evolution-time pass records one lucky trajectory that a...
Jia-Le Liu, Pin-Ze Ren, Yu Xia et al.
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