Decoder. plain-English AI glossary

LangChain

● Core

Open-source framework for building applications with language models; simplifies chaining prompts, tools, and memory.

Think of it like

The glue that makes LLM apps easy; handles the plumbing so you focus on logic.

Example

Load a vector store, prompt templates, tool definitions, then chain them: "retrieve docs → summarize → generate answer."

How it actually works

LangChain provides abstractions for common patterns: retrievers, memory, agents, output parsers. Works with any LLM via a standard interface. Hugely popular; has spawned competitors (DSPy, Langraph).

For product teams

Market leader in LLM orchestration; building payment/hosting layer (LangSmith).

For engineers

Simplifies building RAG, agentic systems, and complex chains. Abstraction over APIs means switching models is easy.

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