This masterclass delivers a deep dive into building sophisticated, autonomous AI agents. We bridge the gap between basic chatbots and advanced agent orchestration. Through live demonstrations, developers will learn how to efficiently perform supervised fine-tuning using Google TPUs. We will then cover how to seamlessly integrate this fine-tuned model into the Google Agent Development Kit (ADK) to power practical tool-calling and API execution from scratch.