How AI Agents Work: The Model, Tools, Memory, and Control Loop

AI agents function by integrating a language model with instructions, external tools, memory, and a control loop that iteratively decides actions. The model provides reasoning and language skills, while the surrounding system manages state, tool execution, error handling, and task completion. Effective agent performance depends on the interaction of these components, not just the model's capability.