Spam remains a ongoing problem across the internet, relentlessly filling email inboxes and polluting online forums. This unwanted digital mail frequently takes the form of advertisements, phishing attempts, or malware distribution, presenting a significant danger to individuals and businesses alike . Despite ongoing efforts by internet providers to