Spam remains a pervasive annoyance across the internet, relentlessly filling email inboxes and polluting online forums. This unwanted digital correspondence frequently takes the form of advertisements, phishing attempts, or malware distribution, presenting a major risk to individuals and businesses too. Despite ongoing efforts by tech companies to