Wu learned that according to Scam Sniffer monitoring, a user lost approximately $68194 by copying an incorrect deposit address from a contaminated transfer record on a centralized exchange (CEX). The incident originated from a transfer history contamination attack, where the attacker sent fake transfers with similar addresses, causing the fake addresses to appear in the user's history, resulting in the user mistakenly transferring funds to the attacker's address.