Wu Shixiong's Large Model Academy
Sep 1, 2026 · Artificial Intelligence
Why Did Task B Inherit Task A's Retry Count? LangGraph's Three Data Layers
This article explains how misplacing retry_count in LangGraph's user-level Store instead of thread-level State causes cross-task contamination, detailing the distinct lifecycles of State, Runtime Context, and Store with code examples and engineering checks.
Agent ArchitectureData LifecycleLangChain
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