# LangChain spotlights five controls for LangGraph agents in production

> Original title: LangChain Community Spotlight: Five Controls for LangGraph Agents in Production 🛠️

- Source: LangChain
- Published: 2026-11-01T18:01:09.000Z
- Bad Influence: https://badinfluence.news/items/e3uz7iqm2v4itu9novgslpc21
- Original: https://x.com/LangChain/status/2116953706423800246

## Summary

Poland Ambassador Simon Budziak describes five controls behind two production agents built on LangGraph and LangSmith, with code for each. In a patient education assistant, a confidence gate routes about 15% of conversations to a clinician, and clinicians judged 80% of those handoffs appropriate.

## Post

LangChain Community Spotlight: Five Controls for LangGraph Agents in Production 🛠️

Our Poland Ambassador Simon Budziak (@simon_budziak) walks through the five controls behind two production agents built on LangGraph and LangSmith, with the code for each. In a patient education assistant, a confidence gate sends about 15% of conversations to a clinician, and clinicians judged 80% of those handoffs appropriate.

📖 Read the full post: https://sobalabs.ai/blog/langgraph-agents-in-production/

![](https://badinfluence.news/api/img-proxy?u=https%3A%2F%2Fpbs.twimg.com%2Fmedia%2FHWDuLWkWUAAyFYl.jpg&mode=thumb&exp=1793836800&sig=0b7e0af63519456d)