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An LLM is not an AI agent. An LLM predicts useful next tokens. An agent is the system around it: state, retrieval, tools, permissions, retries, and observability. Treat the model as a decision engine—not your whole application.

From Prompt to Product: A Beginner's System Design Guide to AI Agents Harsh Mishra

An LLM is not an AI agent.

An LLM predicts useful next tokens. An agent is the system around it: state, retrieval, tools, permissions, retries, and observability.

Treat the model as a decision engine—not your whole application.
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