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agent self-evolution 1evidence recalibration 1harness optimization 1historical experience 1large language models 1

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cs.AI2026

FlowEvo: Self-Evolving Agents through the Co-Evolution of Workflows and Executable Skills

Zeyu Ren, Ling Yue, Ran Li +5

Large language model agents can adapt to complex tasks by constructing workflows at inference time, but procedures discovered in one episode are usually discarded after execution.…