1.2 The Adaptive Learning Problem (10 minutes)
Three Critical Challenges:
- Philosophy rigidity: Traditional systems designed for single pedagogy
- AI opacity: Black-box decisions without transparency
- ITS fragmentation: Narrow focus (cognitive OR assessment, not both)
Real-World Impact:
- Students transfer institutions → learning history lost
- Teachers can't validate AI recommendations
- Systems can't adapt to diverse learner needs
Interactive Element: Show failed example of student struggling with mismatched content