ai-orchestration-langchain
LangChain.js Patterns
Quick Guide: Use LangChain.js (v1.x) to build composable LLM applications. Use LCEL (
prompt.pipe(model).pipe(parser)) for all chain composition -- never use legacyLLMChain. UsewithStructuredOutput(zodSchema)for typed responses. UsecreateAgent()(LangGraph-backed) for agentic workflows --AgentExecutoris legacy. All@langchain/*packages must share the same@langchain/coreversion or you get cryptic type errors at runtime.
<critical_requirements>
CRITICAL: Before Using This Skill
(You MUST use LCEL pipe composition (prompt.pipe(model).pipe(parser)) for all chains -- never use legacy LLMChain, ConversationChain, or SequentialChain)
(You MUST ensure all @langchain/* packages depend on the same version of @langchain/core -- version mismatches cause cryptic runtime errors)
(You MUST use withStructuredOutput(zodSchema) for structured LLM responses -- never manually parse JSON from completion text)
(You MUST use createAgent() from langchain for new agent code -- AgentExecutor and createToolCallingAgent are legacy patterns)
(You MUST never hardcode API keys -- use environment variables (OPENAI_API_KEY, ANTHROPIC_API_KEY, etc.))