One thing I’d like to clarify is how to implement automatic resuming in practice, especially when there are multiple different interrupts in the same graph. For example: In one node I may ask the user “Do you approve it?” In another place, I may ask “What’s your address?” and update state["add…

hi @rasoul111000 I prepared something in response to your post. Auto-resuming in LangGraph: handling multiple user interrupts TL;DR Use dynamic interrupt(...) with a descriptive payload per node. The returned interrupt objects tell you exactly what paused and where; show interrupt.value to the u…

pawel-twardziak Thanks so much for the detailed explanation and examples — this clears up my confusion. Two quick follow-ups: How would you recommend implementing the same interrupt/resume pattern inside tools instead of nodes? In the examples, could you clarify a bit how functions like rende…

Hi @rasoul111000 In while result.get("__interrupt__"): I should have used INTERRUPT instead of "__interrupt__") - it is always better to directly use the API. Regarding your question: 1) Using interrupts inside tools Pattern is the same as in nodes: call interrupt(...) early in the tool (before …

Auto resuming challenges in langgraph

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rasoul111000 September 29, 2025, 8:46am 5

@pawel-twardziak Thanks a lot for your clear explanation

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Auto resuming challenges in langgraph

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