Building strategies to supervise funds amid asymmetrical conditions is essential for enhancing economic security. As modern networking technology evolves toward large-scale, distributed, informationized, and digitized neural-network forms, dilemmas such as information asymmetry between regulators and the entities being regulated, resource imbalance, and incentive incompatibility increasingly come to the fore. Traditional supervision and regulatory models are now challenged by decentralization and intelligence. By exploring a DSR framework that integrates blockchain technology to enable full-chain traceability of fund flows, introduces smart contracts to trigger early warning mechanisms automatically, and builds an efficient, sustainable asymmetric fund-supervision system, it can make important practical contributions toward refining the overall financial governance structure.