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Yonghong Tian

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Jul 2026

LabEvolver: Training-Free Experience Evolution for Safe and Grounded Wet-Lab Agents

LabEvolver couples a state-grounded inner trial loop for adaptive perception, online planning, and safety validation with an outer evolution loop that distills completed trajectories into reusable skill, strategy, and safety experience, showing generality beyond wet-lab settings.

Jing-Ya Wang, Yu-Yang Gao, Liuzhenghao Lv et al. · 0 citations

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