AI veteran Andrej Karpathy reveals his strategy for integrating artificial intelligence into education as students already use these tools without guidance. Meanwhile, Google's Gemini 3 Pro unveils a game-changing capability that converts any user interface into functional code instantly, collapsing the timeline from design to deployment. These late November 2025 developments signal a critical shift: AI is moving from replacement threat to augmentation tool, changing which human skills matter most. We explore why educators need to experiment now, how developers should adapt their workflows, and what this acceleration means for staying competitive in an AI-transformed landscape.
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