Tool Calling

The ability of a large language model to invoke external functions and APIs during inference rather than only generating text. When a user asks an agent to book a meeting, the LLM outputs a structured tool call (e.g., a JSON object specifying the calendar API and parameters) that the application executes. Tool calling is what transforms a chatbot into an agent—enabling actions like CRM updates, database queries, and email sends.