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LangGraph

LangChain's graph runtime for cyclic, stateful agent applications.

AssessLLMOpsNew
Why this ring
Leading framework signal in 2025–2026 surveys; assess ops complexity vs Temporal for durable jobs.
Production risk if ignored
Framework churn and deep stack traces slow incident response.
Typical effort
months
Medium FinOps impact

Use cases

  • Stateful agents
  • Tool routers
  • HITL graphs

Adoption steps

  1. Pilot one graph
  2. Instrument spans
  3. Cap recursion
  4. Document failure modes

Related tools

In your assessment

Framework fit + observability of graph runs