LangGraph’s Execution Model is Trickier Than You Might Think

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LangGraph's execution model uses "supersteps" to schedule node execution in stateful workflows. When multiple edges converge on a node, it executes once if messages arrive in the same superstep, but multiple times if they arrive in different supersteps. Join edges provide explicit control by waiting for all incoming nodes

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Table of contents
SuperstepsRevisiting the GraphsJoin EdgesPractical TipsAppendix: Code Reference

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