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