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.
Claude's creative connectors, ChatGPT's custom instructions, and GPT-5.5's shorter answers all expanded how much you can tell an AI tool before you start. The upgrade only pays off if you fill the room.
4 min readOpenAI, NEC, and Shopify have each committed real money and structure this year to teaching people how to use AI — not to making the model smarter. Five signals from 2026 point at the same bottleneck: adoption, not access.
5 min readMcKinsey's 2026 State of AI survey found only 6% of organizations see a measurable earnings return from AI. Its fix: for every dollar spent on the tool, spend five on the people using it.
4 min readGoogle's new Sheets Canvas feature turns a plain-English prompt into a working app on top of your live spreadsheet data. Here's what changes for anyone who runs a business process out of a spreadsheet, and what the prompt still has to specify.
4 min readAn AI agent one-shot a working game and a NeurIPS-ready research paper. Both got rejected for the same reason: strong execution, wrong call on what to build.
5 min readMIT Sloan tested AI-generated financial advice against real outcomes and found the quality of the prompt, not the model, decided who ended up ahead. Here's the structure that closes the gap.
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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