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Yuming Zhou

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Review Jun 2026

Characterizing Large Language Model Agentic Workflows: A Study on N8n Ecosystem

This study analyzes more than 6,000 publicly available n8n workflows and examines four aspects of their design: task distribution, structural and tool use patterns, reliability mechanisms, and autonomy levels to reveal a gap between the increasing deployment of LLM agents in practical automation ecosystems and the limited engineering support for reliability, safety, and governance.

Yutian Tang, Yuming Zhou, Huaming Chen · 0 citations