Explore the reality behind AI hype in this keynote address from NDC London where Scott Hanselman cuts through the marketing jargon to examine what artificial intelligence truly offers. Discover the practical differences between very large and small language models, understand the role of Neural Processing Units (NPUs) in mobile devices and laptops, and learn how many tensor operations are actually needed for AI to provide meaningful value. Hanselman shares his personal approach to incorporating AI tools into daily productivity workflows without falling prey to exaggerated claims, focusing on practical applications that genuinely enhance human capabilities rather than simply generating buzz. This presentation offers a refreshingly honest assessment of current AI technology, its limitations, and its realistic potential for software developers.