A certain wallet service provider has adopted an independent operation approach to manage its own ecosystem projects, aiming to provide content creators with a more reasonable revenue distribution mechanism. The key point worth noting about this approach is that—the platform needs to establish an effective risk prevention and control system. Without mechanisms to identify and manage malicious bots and fake accounts, even the best incentive models could be compromised, ultimately harming genuine contributors and the healthy development of the entire ecosystem.