Audience
Education researchers, AI policy teams, assessment designers
Chris Royse field notes
AI-Proof Education Should Change The Assignment
The 100-holes method reframes AI-era teaching around defense, iteration, oral reasoning, and proof of understanding.
Teams / Channel video / 6:29
Core idea
If students can use AI, the assignment should measure reasoning, revision, and defense instead of pretending generation is scarce.
Education
Watch on YouTube· 6:29
AI-Proof Education Should Change The Assignment
This expands the brand beyond tools: the same verification logic applies to human learning and institutional workflows.
Watch videoOpen the full video on YouTubeWhat to take from it
The videos are raw build context. These notes translate them into the shortest useful frame for creators, companies, and AI lab readers.
AI changes what should be assessed.
Defense-based learning is harder to fake.
The goal is better work, not AI prohibition.
Continue this thread.
Related notes stay inside the same problem area first, then move to the next useful context.
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MCP Is Distribution For AI-Native Software
An MCP server gives AI clients machine-readable tools, schemas, and validation rules without relying on model training data.
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AI Can Quietly Break Team Communication
AI can speed up individual output while weakening shared context, review habits, and team-level sensemaking.
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Local GPUs Are A Business Model Shift
Consumer and workstation GPUs make a new class of local-first AI products realistic when the software is packaged correctly.
Make it concrete.
Send the audience, data type, target task, proof bar, and sharing limits.