"Non-technical people are now shipping production code." That's a line the CEO of Coinbase buried in his company-wide tweet yesterday, in the middle of announcing layoffs for a "AI-native" restructuring. And as much as I don't want to add to the AI fear spiral... this one is worth paying attention to. Companies are moving toward smaller, hyper-focused pods. One person who's deep in their role, plus AI woven into every part of how they work. Not someone who chats with GPT occasionally. Someone who actually problem-solves through it. Which means the bar for what "valuable" looks like is shifting. Knowing tools like Claude Code might not be optional much longer, it might just be the baseline. At the same time, my co-founder and I talked about this and we don't think it ends in fewer jobs. we think it ends in a billion small companies. Hiring shifts from buying a person to buying their IP, their agents, their workflows. The generalist who can get 80% of the way there across everything starts to beat the specialist who owns 100% of one thing. Specialists still win at the frontier, deep engineering, AI labs, but everywhere else, range is becoming the advantage. So the people who come out of this okay aren't the ones who panic. They're the ones who get curious and may start building something of their own. That's probably always been true. It's just more urgent now. What do you think about this?