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LangChain

Agent EngineeringLLM ApplicationsAgent OrchestrationAgent ObservabilityLLMOps
About

LangChain provides frameworks and tooling for building, orchestrating, evaluating and monitoring applications and agents based on language models.

Its ecosystem includes LangGraph and LangSmith for agent engineering.

Dataleo perspective

Production AI agents need controlled tools, identity boundaries, state management, evaluation datasets and human escalation paths.

Supply Chain implementations should log prompts, retrieved data, tool calls and approvals, and prevent agents from executing transactions beyond explicitly assigned authority.

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