AI Developer (Level 7)
Topic Guide · 2026

LangGraph

LangGraph guide — build stateful, controllable, multi-agent AI workflows on top of LangChain with cycles, checkpoints and human-in-the-loop.

Quick Answer

LangGraph is the graph-based orchestration layer for LangChain, purpose-built for agents. It gives you cycles, persistence, human review and reliable multi-agent handoffs.

What you'll learn

  • Graphs, nodes, edges, state
  • Cycles and conditional routing
  • Checkpointers (SQLite, Postgres)
  • Human-in-the-loop patterns
  • LangGraph Studio
  • Deploying with LangGraph Platform

Recommended tools

LangGraphLangGraph StudioLangGraph Platform

Frequently asked questions

When should I use LangGraph over LangChain?+

The moment you need cycles, retries, memory across sessions, or coordinated multi-agent behaviour — LangGraph is built for those patterns; LangChain alone is not.

Is LangGraph production-ready?+

Yes. It powers agent products at LinkedIn, Klarna, Uber, Elastic and hundreds of startups. LangGraph Platform adds hosted deployment.

Want LangGraph training for your team?

Nirmal Rabari delivers this topic as a live corporate workshop across India, UAE, UK and US.