Have you ever been inspired by a new AI development research or new methods and tried to replicate it using open-source code, only to end up with a “bricked” development system? This is a common experience. The AI ecosystem is fragmented; many solutions require specialized hardware, such as GPUs, or specific frameworks, libraries, APIs, or tools that may conflict with your current development environment. Intel identified this gap and created the OpenVINO™ toolkit and Jupyter Notebooks to address these challenges.  In this talk, we will show how to get an AI inference running in 10 minutes or less—avoiding common pitfalls by simplifying download, setup, and runtime. Using OpenVINO™ you can deploy your solution to billions of existing computing devices—including embedded hardware like VPUs—without recompiling your code! Join us and see how this is done. At the end of this session, we will challenge attendees to replicate our work on their own machines.