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Microsoft

AI Fine-Tuning in Microsoft Foundry to Make Your Agents Unstoppable

Microsoft via YouTube

Overview

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Explore advanced AI fine-tuning techniques in this 45-minute conference session from Microsoft Ignite 2025 that demonstrates how to build production-ready AI agents using Microsoft Foundry. Learn practical steps for choosing models, generating training data, and evaluating performance while discovering the latest synthetic data generation features that automatically create training datasets. Master multi-agent collaboration approaches for high-quality data creation and understand when fine-tuning makes the most impact for tool calling, data extraction, and workflow execution. Follow along with real-world demonstrations including launching RFT in Foundry using GPT-5 and O4 Mini, building AI-powered contract repositories, and creating scalable AI systems capable of processing millions of documents daily. Gain insights into complex query handling, AI extraction techniques for deriving key contract details and relationships, and how to transform models into agents that deliver accurate, consistent results in production environments. The session covers both Azure OpenAI and open-source model customization within Microsoft Foundry, providing comprehensive guidance for developers looking to build agents that perform rather than just respond.

Syllabus

0:00 - Practical steps for fine tuning: choosing models, generating data, evaluating performance
00:06:00 - Announcement of synthetic data generation feature in Foundry for automatic training data creation
00:11:06 - Synthetic data generation using Swagger definitions and model selection
00:11:56 - Multi-agent collaboration for high-quality synthetic data creation
00:21:59 - Introduction to complex query handling example
00:24:30 - Demonstration of launching RFT in Foundry using GPT-5 and O4 Mini
00:32:04 - Overview of Navigator – AI-powered contract repository
00:34:24 - AI extraction insights – deriving key contract details and relationships
00:36:00 - Building scalable AI for processing millions of documents per day

Taught by

Microsoft Ignite

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