AI is strongest on the preparation around teaching and weakest at the judgement inside it. Here's where the line sits, and how to build materials that stay reusable instead of regenerating them every term.
4 min read
Patin also has a AI as a Teacher role track — multi-step scenarios drawn from situations educators actually hit, scored on judgement rather than recall.
Project management is mostly synthesis, chasing, and translation between audiences — three things AI handles well. Here's how to hand those over without losing the judgement that keeps a project honest.
5 min readCursor'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 readDario 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 readMost people get a genuinely good AI result, feel pleased, and then start from scratch the following week. The gap between occasional wins and compounding ones is about twenty minutes of writing.
5 min readMost of the effort in reviewing AI output goes on working out what you wanted while looking at what you got. Three sentences written beforehand turns a judgement into a comparison.
5 min readAI is fast at gathering and structuring, and unreliable at the judgement that makes a recommendation worth acting on. Here's how strategists use it without ending up with a well-argued case for the obvious answer.
4 min readPatin turns these into five-minute drills that score what you write and tell you why. It's in closed beta — join the waitlist and we'll email you when your cohort opens.
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