Learning to Judge When You Used to Produce
Being excellent at making something doesn't make you good at assessing it — they're different skills with different failure modes. Here's what changes when your job quietly becomes evaluation.
5 min read
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.
Being excellent at making something doesn't make you good at assessing it — they're different skills with different failure modes. Here's what changes when your job quietly becomes evaluation.
5 min read
A law firm sent 42 fabricated citations to a judge. A newspaper published a quote that was never said. In every case the output looked right, because looking right is what these systems are reliably good at.
5 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
Sam Altman published a 13-page policy document calling for a four-day workweek. You can disagree with every proposal in it and still need to run the audit it implies: which day of your current week disappears if the hours shrink?
5 min read
The hours you spent last year sharpening prompts are worth less this year. The skill that separates effective AI users in spring 2026 is management: scoping the task, writing the guardrails, and choosing where to step back in.
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
Prompt engineering isn't a secret vocabulary or a list of magic phrases. It's the skill of describing a task precisely enough that someone who can't ask you questions could still do it well. Here's what it actually involves.
5 min read
BCG analysed 165 million US jobs. Only 10 to 15 percent face elimination — but 50 to 55 percent are being substantially reshaped. Here is the conversation that data should trigger with your manager this month.
5 min read
Anthropic's Cowork, Perplexity's Comet, and ChatGPT in CarPlay all launched within weeks. AI agents are no longer a developer concept. Here's how to actually use them.
5 min read
Practical AI skills, sent when there's something genuinely useful to share. No filler, no hype.
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