Spam remains a constant problem across the internet, relentlessly filling email inboxes and polluting online forums. This unwanted digital message frequently takes the form of advertisements, phishing attempts, or malware distribution, presenting a serious threat to individuals and businesses alike . Despite persistent efforts by tech companies to