AI agent architecture is the system built around an LLM that powers your AI agent. AI agent architectures consist of a model plugged into a memory store, tools, a knowledge base, and an orchestration layer. Prompt engineering is mostly a short-term fix. A better prompt can improve a single response, but it can't give an agent tools, memory, state management, or orchestration. Those come from architecture.