An LLM loop allows agents to iteratively reason and act. LangChain distinguishes these autonomous systems from static workflows to help developers build more reliable production apps. The guide focuses on the technical bridge between prompt-based responses and tool-using agents. Practitioners can use these patterns to reduce hallucinations in complex tasks.