LangGraph guide — build stateful, controllable, multi-agent AI workflows on top of LangChain with cycles, checkpoints and human-in-the-loop.
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.
The moment you need cycles, retries, memory across sessions, or coordinated multi-agent behaviour — LangGraph is built for those patterns; LangChain alone is not.
Yes. It powers agent products at LinkedIn, Klarna, Uber, Elastic and hundreds of startups. LangGraph Platform adds hosted deployment.
Nirmal Rabari delivers this topic as a live corporate workshop across India, UAE, UK and US.