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.
There are now two populations in every organisation: people whose understanding of AI is current, and people whose mental model is 12–18 months out of date. They're making decisions together. Andrej Karpathy named the problem this week. Here's how to tell which side you're on — and what to do about it.
6 min read
When Anthropic updated Claude to Opus 4.7, real-world token usage jumped roughly 40% — with no pricing announcement. Here's what that means for any team running AI workflows at any scale.
5 min read
Anthropic launched Claude Design this week — AI that makes prototypes, pitch decks, and marketing assets through conversation. Whether the output is useful depends entirely on the brief you write.
4 min read
Autonomy isn't a switch between supervised and unsupervised. It's a ladder with five rungs, and most of the trouble people have with agents comes from being on the wrong one for the task.
5 min read
Andrej Karpathy published a system that turns a folder of raw notes into a living, self-updating wiki — without writing a word of it himself. The practical version is closer than you think.
5 min read
Companies over-delegating cognitive work to AI are eroding the human skills that made them competitive. The risk isn't replacement. It's atrophy.
7 min read
AI just passed human baselines on desktop tasks. The people building with it most still review every output. The skill that matters now isn't prompting — it's supervision.
6 min read
The biggest gap in AI adoption isn't technical knowledge — it's the practical skill of knowing when and how to use AI effectively at work.
6 min read
Practical AI skills, sent when there's something genuinely useful to share. No filler, no hype.
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