Karpathy Publishes Sequoia Ascent 2026 Summary: 'You Cannot Outsource Understanding' as AI Coding Matures
Karpathy Blog·medium signal
Andrej Karpathy published a blog post summarizing his Sequoia AI Ascent 2026 talk, detailing his evolution from vibe coding to agentic engineering. He built MenuGen — an app using Gemini to overlay AI-generated food images onto restaurant menu photos — and noted that with latest models, 'code chunks come out fine' to the point where he 'started trusting the system more and more.' His key thesis: understanding becomes the bottleneck, not code production. 'You still need enough depth to direct the system.'