The first fully AI native class arrives this fall, and the instinct is to figure out how to police them. That is the wrong first move. Here is a two hour, week one plan for one real assignment instead.
A UCL professor says universities moved too quickly and too slowly at once. Manchester answered with a four value scale applied per assessment. Stellenbosch refused to write one rule at all. Both beat the one page policy, and the mechanism works outside a university.
The largest US teachers union just asked schools to keep AI out of elementary classrooms. Read past the headline and it becomes a lesson in teaching AI literacy in the right order.
Norman Eng’s new Faculty Focus framework offers four evidence-based questions for deciding when AI belongs in a classroom. The questions are sharp. The missing piece is the integration model for what happens once you say yes. Here is how SeedStacking fills that gap.
Most educators are asking ‘How can I use AI?’ That’s the wrong question, and it’s why so many AI experiments stall. Here’s the better question, plus three ways AI actually changes how students learn.
AI literacy education built on the SeedStacking™ methodology. Small daily wins that compound into genuine fluency.
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