*add memory with @supermemory π
@nathanlands
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Karpathy’s Presentation: Must-Read AI Content
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Thank you @karpathy and @garrytan for sharing this incredible presentation. It's the best thing I've read all year. You can download Andrej's full presentation here:
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Karpathy Presentation Key Takeaways Summary
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My friend @gregisenberg has a great breakdown of the key takeaways from Karpathy's presentation. Bookmark this summary as a reference
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Software Barriers Collapse: AI Disruption Creates 12-18 Month Window
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The pattern here is clear:
β Software barriers just disappeared
β Your competition now includes anyone with ChatGPT
β Most companies are still designing for Software 1.0 The window to build for this new reality is 12-18 months. Opportunities are EVERYWHERE. -

Designing Products for AI Agents as Primary Users
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Build for Agents, Not Just People There's a new category emerging: Humans (use GUIs)
Computers (use APIs)
Agents (use something in between) Companies like @vercel are already designing for AI agents as customers. Your next big user might not be human -

English Replaces Code: Kids Build Apps with Natural Language
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English is the new coding language. Kids are "vibe coding" apps by describing what they want. With things like @FactoryAI you can create entire apps with English words. How magical is that.
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Iron Man Mental Model: AI Augmentation Over Replacement
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The Iron Man Mental Model AI isn't here to replace humans. It's here to give us superpowers. The spectrum: Augmentation β Agent. Most products will live somewhere in the middle.
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Tesla Autopilot Demonstrates Optimal Partial Autonomy Architecture
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Tesla Autopilot shows why partial autonomy is the sweet spot. It handles highway driving but keeps humans in control for complex decisions like intersections and city streets. Ship the 80% that works reliably, let humans handle the rest.
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AI Superpowers: Partial Autonomy Keeps Humans in the Loop
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The Future is Partial Autonomy AI won't replace designers and developers overnight. It will give them superpowers. Smart products will let humans stay in the loop where it matters.
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AI Autonomy Control: Slider Over Cliff Design Pattern
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Autonomy Slider Cursor nailed this – give users control over how much AI does vs how much they do. Lesson: Give users a dial, not a cliff. Let them choose their comfort level with AI autonomy.