Learn to build, test, and deploy dynamic AI agents using VS Code in this 24-minute conference talk from EuroPython 2025. Discover how to refine prompts, evaluate model behavior, and connect to live data using MCP servers while staying within your development environment. Explore the integration of powerful tools including the AI Toolkit, Azure MCP Server, Azure AI Foundry, Azure Developer CLI (azd), and GitHub Copilot for Azure to accelerate your AI development workflow. Master prompt-driven development techniques that streamline iteration and enable rapid progression from prototype to production. Gain practical skills for building intelligent agents efficiently, whether you're creating your first agent or scaling existing solutions, through hands-on demonstrations of AI-powered development tools and deployment strategies.