An LLM loop enables agents to reason and act autonomously. LangChain distinguishes these dynamic agents from static, predefined workflows to help developers build production-ready systems. This guide clarifies the technical boundary between agentic behavior and linear chains. Practitioners can now better select the right architecture for specific reliability requirements.