Campus operations system used by ~400 students per semester
Internal operations software for department 3D printers—real-time status, queues, usage records, and staff/professor dashboards.

Printers were used without reliable logging, so staff lacked real-time visibility into availability, queues, and issues.
Students used printers without proper logging, and staff lacked real-time visibility and issue tracking.
Built a web operations system with live status, queueing, usage records, and dashboards for staff and professors.
React/Next.js web app focused on operational visibility rather than heavy analytics.
The pain was missing records and unclear ownership of machines.
Prioritize status, queue, and usage history over secondary features.
Trade-off: Fewer ‘smart’ features; stronger operational reliability.
Used by approximately 400 students per semester in department operations.