How LLM Function Calling Works: From Tokens to Tool Orchestration

The article explains how LLMs use function calling to invoke external APIs, comparing plain text, JSON mode, and structured function calls. It details the token-by-token generation of structured data and how models orchestrate multiple tool calls in a single turn. The piece covers the underlying mechanics for developers building LLM-powered applications.