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From an initial reviewer to real use
The initial reviewer started on October 6, 2026, with a concrete need: help us prepare for an approaching Enterprise Architecture midterm. Classmates used MAGS on October 7 and 8. A Vercel analytics screenshot recorded 130 visitors and 1,029 page views for that exact October 7–8, 2026 reporting window. Those are platform traffic metrics, not a count of unique classmates or evidence of improved grades. The current feature set developed beyond the initial Tuesday-night build.




