6 posts across Work & Judgement
Anthropic launched a usage dashboard that asks 'What's one thing you want to keep doing yourself, even if Claude could do it faster?' It's the first time a major AI provider has built overuse prevention directly into its product.
5 min readA quarter of OpenAI employees now run four or more agents simultaneously each week. The people doing it most effectively are domain experts, not engineers — and as delegation grows, the risk of losing the ability to judge the output grows with it.
5 min readSkills decay when they go unused, and AI makes it easy to stop using several at once. That may be a fine trade — but it should be a decision, not a drift. Here's how to choose deliberately.
5 min readProfessional judgement was built by years of doing work that AI now does in seconds. Nobody misses that work — but the training it provided was real, and something has to replace it.
6 min read35.3% of Berkeley CS 10 students received failing grades in Spring 2026, up from under 10% historically. The pattern that caused it — using AI to skip the thinking rather than do the thinking — shows up in professional work too. Here's how to avoid it.
5 min readA developer's post about losing his coding skills after two years of AI-assisted work hit 541 points on Hacker News. The pattern he described isn't a developer problem. It's a professional skills problem — and there's a three-question test for catching it before it catches you.
5 min readWe use one cookie to keep you signed in — that one isn't optional. Separately, we'd like to record which drills people finish and where they get stuck, so we can fix the parts that don't teach. No ad networks, no selling anything on. Privacy policy.