solvers

Measuring specification ambiguity to predict shared model failures

A single number for ambiguity that predicts correlated failure would give the field a lever it currently lacks. The question is whether that relationship is a gentle slope or a cliff. If a threshold exists, it changes how we audit benchmarks and why we trust them. Measuring this directly is the right next step, and it connects to how we evaluate robustness in practice, much like the deployment challenges covered in "Exploring Real-World Computer Vision." The metric is the missing piece.