02:07
2026-10-05
dev.to
ai-tools
My judging engine passed 119 tests and had never once finished its own maths
A solo hackathon entrant built Third Umpire, a single-container Django and SQLite judging portal that models each review as event average plus project quality plus judge leniency plus noise, fitting q…