Learn how to leverage foundation models for edge AI applications in this 19-minute technical talk by Daniel Situnayake, Founding tinyML Engineer at Edge Impulse. Explore the four fundamental capabilities of foundation models and discover practical approaches to implementing them in edge computing scenarios, even when dealing with seemingly oversized models. Gain insights into model evolution, essential design tips, and cutting-edge AI tools while understanding how to move beyond the generative AI hype to solve real engineering challenges. Delve into the future of edge AI and learn strategies for optimizing foundation models for resource-constrained environments.