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What Is Tool Calling Function Calling 2026

Tool calling (function calling) explained. How LLMs call APIs. Claude, OpenAI, structured output.

What Is Tool Calling Function Calling 2026

Tool calling Anthropic's term — or function calling OpenAI's term — is the LLM ability to invoke predefined functions instead of just generating text. The Idea Without tool calling, an LLM only outputs text. With tool calling: 1. You define tools with schemas 2. LLM decides to invoke one 3. LLM outputs a JSON toolcall 4. Your code runs the function 5. You feed the result back to the LLM 6. LLM co…

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