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RESEARCH28

WorkflowGen:an adaptive workflow generation mechanism driven by trajectory experience

arXiv CS.LGΒ·April 23, 2026

WorkflowGen addresses the high overhead and instability of LLM agents in complex tasks by proposing an adaptive, trajectory experience-driven framework for workflow generation. It captures full execution trajectories to extract reusable knowledge and performs lightweight generation on variable nodes, significantly reducing token usage and improving efficiency.

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