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LangGraph

Graph-based agent workflow framework

LangGraph models agent behavior as graphs, enabling deterministic multi-agent flows and complex decision logic.

PROS

  • + Full low-level control for custom agent logic
  • + Supports complex workflows with loops and conditional branching
  • + Built-in state management and memory persistence
  • + Strong debugging and observability with LangSmith
  • + Production-proven and scalable architecture

CONS

  • - Steeper learning curve requiring graph theory knowledge
  • - Can be overkill for simple or linear LLM tasks
  • - Full feature set requires a LangSmith subscription/platform fees
  • Building multi-agent customer support systems
  • Creating dynamic financial analysis agents
  • Orchestrating complex RAG pipelines with self-correction
  • Implementing human-in-the-loop AI workflows
  • Designing complex LLM-based automation pipelines

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