From ChatGPT to LLM‑Native: Building Intelligent AI Agents and Workflows with LangChain
The article explains why traditional chat‑based AI tools are limited to advice, introduces next‑generation LLM‑native applications that can understand, plan, and act, and provides a step‑by‑step guide on designing AI workflows, autonomous agents, hybrid architectures, and the Model Context Protocol (MCP) using LangChain.
