Contract-testing duplicated scores and Stable Roommates
Shared fixtures kept parallel frontend and backend scoring aligned, while a small brute-force oracle checked the matching algorithm independently.
Team Projects
Team engineering with explicit ownership, interfaces, and contribution boundaries.
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