With email inboxes flooded and online communities overrun, the spam surge has become a major concern. Users are constantly waging war an onslaught of unsolicited messages, extending from pesky advertisements to dangerous fraudulent attempts. This persistent tide of spam poses a significant threat to individuals and businesses alike. Combatting this