Most evaluations today reduce complex outcomes to a single scalar score or leaderboard number. This compression makes it impossible to distinguish between a genuine, reliable improvement and a fragile result that looks good only on the measured metric.

Nagaraju Gangaraju proposes shifting from one-dimensional scalars to a three-dimensional evaluation space called Vec3(T, R, V), where: