An LLM loop drives the core logic of AI agents. LangChain distinguishes these autonomous systems from rigid workflows to help developers build more reliable applications. This guide clarifies the technical boundary between agentic reasoning and predefined sequences. Practitioners can now better structure their logic to reduce hallucinations in production environments.