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LLM application framework by LangChain Inc.

LangChain

The most widely deployed open framework for composing LLM applications.

01 What is it?

LangChain provides the primitives for chains, agents, tool calls, retrieval and memory, with adapters for every major model provider and vector store. It accelerates time-to-prototype, but reaching production requires careful hardening across tool authorization, observability and evaluation.

02 Why implement it?

  • Largest ecosystem of model, tool and vector-store integrations
  • Fast prototyping for retrieval, agents and tool use
  • Production primitives: streaming, tracing, batching, async
  • Smooth migration path to LangGraph for stateful workflows
  • Strong community and well-documented patterns

03 How I help

I review existing LangChain deployments for security gaps, migrate retrieval and agent components to a hardened reference architecture, and replace ad-hoc tool integrations with a policy-aware tool layer. I help teams move from prototype to a production-grade pipeline with proper observability and evals.

04 Expected deliverables

  • Security audit of existing LangChain code
  • Hardened reference for chains, agents and retrieval
  • Tool authorization wrapper and policy enforcement
  • Evaluation harness (Langfuse with Promptfoo or DeepEval)
  • Production deployment runbook
Ready to implement? Initial scoping call, typically 30 minutes, no commitment.
contact@jeremycanale.com