As financial crime rapidly shifts from unauthorized breaches to Authorized Push Payment (APP) scams, traditional siloed transaction monitoring systems are failing to detect malicious networks. To counter the speed of real-time payments, the industry must transition to a collaborative, network-first approach leveraging Graph AI to trace mule clusters and create systemic immunity across the entire financial ecosystem.