Status: Exploration
This entry is published as a exploration. It is not presented as peer-reviewed science or a completed product specification.
Exploration status: We are mapping constraints before proposing products.
Personalisation without pedagogy is content shuffling. Tools that ignore teacher workflows often fail even when technically impressive.
Language, device sharing, exam pressure, and parental trust shape what ‘good’ looks like.
Any future product claims will require evidence. Until then, this remains a question set.
Citation
The Dream Protocol. “Adaptive learning under Indian classroom constraints.” Exploration DP/R/004, 2026.