agent/papers/items/2026-2606-29116-characterizing-large-language-model-agentic-workflows-a-study-on-n8n-ecosystem.md

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

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type: paper title: "Characterizing Large Language Model Agentic Workflows: A Study on N8n Ecosystem" authors: Yutian Tang, Yuming Zhou, Huaming Chen year: 2026 venue: arXiv url: https://arxiv.org/abs/2606.29116 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-06-27 updated_at: 2026-06-27 status: queued relevance: high topics:

• agent-safety
• planning
• rag
• tool-use
• workflow-agent methods:

benchmarks:

models:

datasets:

• cs.AI related_concepts:

related_jobs:

related_experiments:

related_projects:

collection_score: 20 collection_queries: agentic-ai, llm-agent, planning-agent, tool-use

One-line Takeaway

Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.

Why Collected

• matched queries: agentic-ai, llm-agent, planning-agent, tool-use
• inferred topics: agent-safety, planning, rag, tool-use, workflow-agent
• arXiv categories: cs.AI
• collection score: 20

Review Checklist

• Does this paper directly inform Agent architecture, evaluation, memory, tools, safety, coding agents, GUI/browser agents, or multi-agent workflows?
• Does it include a benchmark, dataset, code, or reproducible experimental setup?
• Should it be promoted from queued to skimmed or summarized?

Links

• arXiv: https://arxiv.org/abs/2606.29116