Flow‑by‑Flow: Scaling AI Oversight by Bypassing Content Checks in High‑Risk Domains
When AI systems pump out decisions faster than humans can review, safety collapses in high‑loss arenas like finance or medicine. The authors introduce a ‘flow‑by‑flow’ framework that caps supervisory load by scoring outputs on countable, flow‑level features instead of judging each item’s content. Simulations show this approach outperforms traditional supervision in over 90% of scenarios.