Insights
Notes from building, in the order we learned them.
2026-07-28
What ₹39 a month buys when you host the intelligence
What changes when you operate the inference layer yourself: open models, local hardware and a privacy boundary you can explain clearly.
Infrastructure
2026-06-11
Attendance is a gesture, not a form
A card deck a teacher can clear in ninety seconds — and the buttons underneath it, which are the primary path, not the fallback.
Product
2026-05-02
A model that taps buttons: what it sees before it acts
Each turn the agent gets one screenshot and a compacted UI hierarchy. Most failures come from the picture, not the prompt.
Research
2026-03-19
Offline is not an edge case in Tier 3
Room DB queues the mutation, Ktor resolves it on reconnect, and the teacher never learns the word "sync".
Engineering
2026-02-04
A polyrepo without submodules
Four repositories, one OpenAPI schema, and no version locks. Why we generate client types instead of vendoring them.
Engineering