LangChain provides building blocks for creating LLM-powered applications: chains for sequential operations, agents for autonomous tool use, and retrieval components for grounding responses in your data. Understanding LangChain concepts like prompt templates, output parsers, and memory systems translates directly to better prompt engineering — even if you do not use the framework itself.
