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Enterprise Agentic Frameworks: LangChain, LangGraph & Airflow 3

Stateful agents plus durable DAGs — the stack that survives production traffic

Balinder WaliaSeptember 19, 20261 min read

LangGraph for agent reasoning, Airflow 3 for durable schedules, and promotion gates that treat agent changes like software releases.

Enterprise agentic frameworks cover

Enterprise agent programmes fail when teams stop at a framework demo. Workstation’s products hub now calls out the stack we operationalise:

  • LangChain / LangGraph for stateful tool-using agents
  • LangSmith (and OTel siblings) for evals and traces
  • Apache Airflow 3.x for ingest, model refresh, and batch agent jobs
  • MCP OAuth, approval gates, Ring Promoter, and WSL Proxy for production survival

Read the full frameworks guide · Products → Frameworks