[DevCoop Build Log Part 1] AriPay and Occount Began Inside Our School Store
Trace how the student-run cooperative store’s pain points led to QR vouchers, student ID payments, and finally the Occount self-checkout system.
Data from 385 student questions showed why MAICE begins with clarification, and this post maps Bloom + Dewey principles into the multi-agent architecture that makes it work.
Why one giant prompt was not enough, and how Redis Streams + specialized agents improved reliability and educational behavior.
How we improved math-chat UX with MathLive input, OCR support, and streaming-safe LaTeX rendering.