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# Building a ‘Human-in-the-Loop’ Approval Gate for Autonomous Agents

**[Machine Learning Mastery](https://daily.dev/sources/mlm)** · 4 min read · 1 upvotes · 0 comments

## Summary

A step-by-step guide to implementing state-managed interruptions in LangGraph, enabling agent workflows to pause for human approval before resuming. Covers defining a StateGraph with shared agent state, creating draft and send nodes for an email workflow, using a checkpointer to persist state, and simulating human approval by updating the 'approved' field to resume execution.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://machinelearningmastery.com/building-a-human-in-the-loop-approval-gate-for-autonomous-agents/>

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---

Tags: [#ai-agents](https://daily.dev/tags/ai-agents), [#langgraph](https://daily.dev/tags/langgraph), [#llm](https://daily.dev/tags/llm), [#python](https://daily.dev/tags/python)

[View this post on daily.dev](https://daily.dev/posts/building-a-human-in-the-loop-approval-gate-for-autonomous-agents-krdljp98i)

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