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Graph-based workflow orchestration for LLM pipelines and multi-agent systems.

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AI Letters #31 - Graph Workflows: When Chains Break and DAGs Take Over

· 10 min read
EngineersOfAI
AI Engineering Education

A linear chain handles most tasks. Research, generate, done. But production workflows branch. If the query is complex, run a deeper research step. If it is simple, take the fast path. If quality is insufficient, loop back. This requires a graph, not a chain. Notebook #23 of the LLM Showdown tests which frameworks ship graph primitives - and which force you to build infrastructure from scratch.

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