An LLM loop drives the core of an AI agent. LangChain breaks down the distinction between autonomous agents and structured workflows to help developers build reliable systems. This guide focuses on production-readiness over theoretical autonomy. Practitioners can use these patterns to reduce hallucinations in agentic loops. It is a basic primer for beginners.