Personalised learning at class scale: what AI changes
Almost every AI education pitch cites Bloom's two sigma. The study ran three weeks and has never been replicated. What personalised learning can really do.
Teachers say Gen Alpha are harder to teach. The attention evidence is thinner than it sounds, and the workload numbers point somewhere other than marking.


Almost every AI education pitch cites Bloom's two sigma. The study ran three weeks and has never been replicated. What personalised learning can really do.

Every piece of student work becomes a targeted next step, for every learner, every week. What that looks like at the scale of a real class.