Practical writing on building AI systems for business: what AI agents are and how they differ from chatbots, how voice agents and RAG work, what tokens are, and what AI projects cost to build and run. Written by the Contrive Solutions engineers who build these systems for clients.

LangChain MCPAdapter Postmortem

16 Oct

LangChain 1.4 moves MCP into langchain.mcp. We trace MCPAdapter’s real source, the interrupt-driven elicitation loop, and how tool errors reach the model.