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.
Four 2026 incidents — a customer-facing agent that lied, a model that hacked its way to a better score, faked monitoring logs, and a third of threats missed on review — all failed at the same layer: the final output.
5 min read
A viral Hacker News essay, a tripled university failure rate, Anthropic's own usage dashboard, and OpenAI's internal delegation data didn't coordinate with each other — but read together they describe the same mechanism, and the same early check for catching it.
5 min read
A law firm, a newspaper, a police officer, and an automaker all ran the same AI hallucination story this year in different industries. Here's the pattern connecting them and the one habit that decides which version of that story you avoid.
4 min read
Four separate AI stories from this year — a 40% task failure rate, three experts agreeing independently, a Hacker News revolt, and an executive hype backlash — all point at the same skill gap, and none of them is really about the AI.
5 min read
Courts and regulators have settled this faster than most workplaces have: the organisation that deployed the tool owns what it did. Here's what that means for the person who pressed go.
6 min read
Stanford data shows entry-level jobs in AI-exposed roles have fallen 16% since 2022. At companies investing heavily in AI, they're up 12%. The gap isn't about industry or budget — it's about one question: are we using AI to cut costs or build capacity?
4 min read
Uber exhausted its 2026 AI budget in four months. Sam Altman says enterprise cost complaints are now 'a meme.' The root cause isn't reckless spend — it's deploying always-on agents for tasks a single prompt could handle. Here's the three-tier framework that fixes it.
5 min read
Professional 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 read
Charity Majors identified why AI disagreements stay unresolved on most teams: there's no natural feedback loop between the person who moves fast with AI and the person who deals with the quality failures. Here's how to build one.
5 min read
Practical AI skills, sent when there's something genuinely useful to share. No filler, no hype.
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