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What Is Function Calling? How AI Agents Work and How to Implement Them with LangGraph

What Is Function Calling? How AI Agents Work and How to Implement Them with LangGraph

Toshihiko Nagaoka06/30/2026

Learn how Function Calling lets LLMs use external tools instead of performing every task themselves. This guide covers tool-use architecture, the evolution of coding agents, Structured Outputs, and a practical LangGraph and TypeScript implementation of the reasoning-and-action loop.

I built a voice agent that turns off the lights — here's what I learned

I built a voice agent that turns off the lights — here's what I learned

Cu Cong Can10/29/2025

An agent isn't just a chatbot. It's an AI model that can reason, plan, and act — not just generate text, but use tools to interact with the real world. Think: observe a situation → decide what to do → execute an action.

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