Explore the challenges and solutions for deploying AI workloads to edge devices in this 33-minute conference talk by Francisco Cabrera and Ralph Squillace from Microsoft. Learn how WebAssembly, Kubernetes, and ONNX can address the complexities of heterogeneous environments, security concerns, and resource constraints at the edge. Discover the benefits of using WebAssembly and Kubernetes for multiplatform development and orchestration, and understand how ONNX provides an open-source format for AI models. Gain insights into developing ONNX models, compiling them to WASM, and deploying them across multiple devices without platform-specific targeting. This talk offers valuable knowledge for developers and engineers working on AI applications for edge computing.