The digital world is rife with opportunistic scammers preying to rip off unsuspecting users. One of the most prevalent scams focuses on Bitcoin, advertising phony returns and siphoning assets. These {criminalnetworks operate with increasing audacity, employing multi-layered strategies to lure victim