Practical AI skills for people whose job isn't AI. Most posts end with a drill, because reading about a skill isn't having one.
Cursor's July 2026 data shows the top 1% of AI users produce 46 times more than the median. Everyone's using the same tools. The gap is a skill — and it's learnable.
5 min read
AI is genuinely good at the mechanical half of analysis and unreliable at the half that matters. Here's where the line sits, and the four skills that let analysts move faster without shipping a confident wrong number.
5 min read
Lenny Rachitsky surveyed ~6,000 tech workers. 82% say AI makes them more productive. Burnout rose from 44.7% to 55.7% year-over-year. The gap between those two numbers is where a lot of people are quietly living right now.
4 min read
Dario Amodei publicly walked back his 'ten years per year' prediction last week and named three specific blockers. One of them is about you.
5 min read
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 read
Noma Labs found that one word placed in a public GitHub issue was enough to trick an AI agent into leaking private repositories. The same week, a fully autonomous AI ransomware operation completed an entire attack chain in 31 seconds. The risk isn't the AI — it's the permissions.
6 min read
Watching an agent work produces a specific reluctance to interrupt it, and that reluctance is expensive. Here are the four signals worth stopping on, and why the sunk cost is smaller than it feels.
5 min read
OpenAI's own safety guidance for ChatGPT Work admits the system can produce 'finished mistakes at a scale that is harder to catch.' The same week, Wharton research killed prompt tricks and Cursor data showed a 46x productivity gap. The differentiator is now verification, not prompting.
6 min read
ChatGPT Work launched July 9 — an autonomous agent that connects to Slack, Google Drive, and SharePoint and delivers finished documents hours later. Three events this week prove the same principle: it works when you can define what 'done' looks like.
6 min read
Practical AI skills, sent when there's something genuinely useful to share. No filler, no hype.
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