
Cryptocurrency scams have plagued digital asset holders, leading to significant financial losses and emotional distress. Efforts to address these crimes gained momentum when crypto scams hit unprecedented heights during the pandemic, presenting unique challenges due to the irreversible nature of blockchain transactions. Phishing remains one of the most pervasive threats, targeting users through deceptive communications and fraudulent websites that impersonate