Decentralized Finance (DeFi) has revolutionized the financial landscape, allowing users to access a borderless and permissionless financial system directly. But innovation is always accompanied by risk, and the DeFi ecosystem is now being methodically destroyed by malicious actors exploiting naive investors. Two of the most prevalent scams are rug pulls and Ponzi schemes—both designed to dupe investors and siphon funds out before vanishing into thin air.