What are the main components of an LLM agent?

An LLM agent typically has a planner that breaks the task into steps, a memory that stores intermediate state, a set of tools the agent can call, an executor that runs the tools, and a loop that continues until the task is complete or a stopping condition is met. Modern agent frameworks like LangGraph, AutoGen, and CrewAI provide these components as building blocks.