Learning Science
Why adaptive tutoring beats one-size-fits-all worksheets
A classroom moves at the pace of its median student. A tutor moves at the pace of one. Here is what changes when the tutor is always available.
Insights
Notes from building it
Occasional writing on adaptive learning, AI engineering, and the decisions behind the products we ship.
Product
Designing a voice-first tutor for Indian classrooms
Typing is a barrier for a nine-year-old. Voice removes it — but only if you design for noisy rooms, mixed languages and short attention spans.
Engineering
Building AI products that survive contact with reality
Demos are easy. Products that run every evening in ten thousand homes are not. Notes on the engineering discipline behind our AI work.