Journal
Notes from building Polymath.
Engineering, curriculum, and policy writing from the team.
2026-03-15
Why we started in Pakistan
If AI literacy can work in the world’s hardest classroom, it can work anywhere. The conviction behind Polymath.
2026-03-22
What HEC 2026 actually requires
A close reading of the directive, the topic coverage, and what universities have to ship by Fall 2026.
2026-04-05
Bilingual AI tutoring is a research problem
Why we built our own retrieval and prompt layer to handle code-switched Urdu / English at runtime.