I understand where Karpathy is coming from. Honestly, the sparsity and rapid progress don't bother me at all. I try not make it a race. It's wide open now, and creative solutions and workflows can come from anywhere and anyone. And this is not just happening in coding, it's also happening in research and lots of knowledge-intensive domains. You spend a couple of hours on Claude Code, and you quickly realize how much more capable you are than you thought you were. That's what keeps me going. It's also a good opportunity to go deeper into areas you would otherwise not have the time for. Domain expertise is a force multiplier. I would encourage people to keep experimenting and sharing notes. Spend at least 2 hours a day playing around with tools like Claude Code. Try to build systems that compound over time. Always be thinking about how to inject the best context for the agents. Context engineering is where the game is intensifying, and literally anyone can contribute to it. We are all trying to figure it out. Just keep an open mind. Tight-knit communities are more important than ever. But most importantly, build, build, and build.