With email traps flooded and online communities overrun, the spam surge has become a major challenge. Users are constantly battling an onslaught of unsolicited messages, spanning from irritating advertisements to dangerous phishing attempts. This ever-growing tide of spam poses a significant threat to individuals and businesses alike. Addressing th