5/ The AI education conversation is maturing.
Winners: Tools that augment human intelligence, build in safety, and focus on continuous improvement.
Losers: "AI solves everything" vendors and "AI destroys everything" fearmongers.
Full analysis: https://t.co/IsTiasbeoH
4/ Shift 3: Assessment dies, learning analytics lives
Traditional testing โ continuous assessment
- New EduEVAL-DB dataset comparing human vs AI explanations
- Quizlet's AI active practice tools
- Instructure's national Mastery Predictive Assessment rollout
We're shifting from measuring learning to supporting it.
@capsreplays It will be interesting to see how all the Tom haters react after seeing what he means to a team like Caps fans have come to know. Will it change anything?
6/ Trust isn't a governance checklist you complete once. It's a living system under active attack.
When we adopt AI platforms for education, we inherit their attack surface.
More at https://t.co/VOwvqHhEyZ
1/ We tell students to trust AI-powered search. Meanwhile, Google's AI Overviews are being weaponized to spread scams, and Gemini got hit with 100K+ extraction attempts.
The tools we're building curricula around are under active attack. ๐งต
New on The Learning Edge: https://t.co/xW665TpuOt
5/ Three things schools should do now:
1. Teach the exploit, not just the tool
2. Demand incident transparency from vendors
3. Build redundancy into research workflows
No single AI tool should be the sole source for anything.
We inherited the surveillance model from proctoring software and attendance tracking.
But monitoring and helping are different functions. Conflating them erodes the trust that makes learning possible.
Time to rethink the model.
๐ฌ Daily analysis: https://t.co/JpXgGnk3Pg
Students want AI help, not AI surveillance.
New research makes this painfully clear: they love the hints and nudges, but hate being watched to get them.
We're designing educational AI backwards.
https://t.co/bFZweGFF8a
The design principle is simple:
โข Help without watching
โข Automate, don't escalate
โข Preserve the private struggle
Students will use AI that respects their autonomy. They'll resist AI that treats them as subjects to observe.