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Andrej Karparthy on How LLMs Think at Stanford University

November 07, 2026

This video features Andrej Karpathy, a world-renowned AI researcher and educator, delivering a masterclass on the future of software development in the era of artificial intelligence.

Why this matters:

A Shift in Programming: Karpathy argues that we are witnessing a fundamental change in how we build software. We have moved from Software 1.0 (traditional algorithm design) and Software 2.0 (data-driven models) to Software 3.0, where the core programming task is prompt design and interacting with Large Language Models (LLMs). The LLM as a Computer: He posits that modern AI models like GPT are not just chatbots; they are effectively general-purpose, reconfigurable computers. By using natural language as the syntax, developers can build complex systems—like virtual terminals or smart home controllers—entirely through natural language prompts. Technical Foundation: Beyond the conceptual shifts, he demystifies the Transformer architecture. He explains the "attention" mechanism as a sophisticated message-passing system on directed graphs, providing a clear mental model for how these models process and communicate information.

Why you should listen: Anyone interested in technology, computer science, or the future of work should listen because Karpathy translates complex, high-level AI research into practical, actionable insights. He removes the "magic" behind current AI trends, replacing it with a rigorous, systems-engineering perspective that helps developers move beyond surface-level prompt engineering to actual AI application architecture.

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