Spam remains a pervasive annoyance across the internet, relentlessly filling email inboxes and polluting online forums. This unsolicited digital correspondence frequently takes the form of advertisements, phishing attempts, or malware distribution, presenting a serious danger to individuals and businesses alike . Despite persistent efforts by secur