The U.S. SEC's "HawkEye" AI monitoring system reportedly achieves a 97.3% accuracy rate in identifying on-chain sniper addresses involved in memecoin pump-and-dump schemes through address clustering. Utilizing advanced machine learning and blockchain analytics, HawkEye detects suspicious trading patterns, such as coordinated wallet activities and abnormal transaction volumes, to flag potential market manipulations. By analyzing on-chain data, including wallet interactions and token movements, it effectively clusters addresses linked to pump-and-dump operations. This high accuracy aids the SEC in combating fraudulent activities in the volatile memecoin market, protecting investors from scams. However, specifics about HawkEye’s methodology remain limited, and its effectiveness depends on continuous adaptation to evolving crypto tactics. For more details, refer to official SEC resources or blockchain forensic reports.
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