Spam remains a pervasive issue on the internet, relentlessly filling inboxes with unwanted messages. These annoying emails, notifications, and pop-up ads frequently promote unreliable products or try to deceive users into sharing personal details. Despite years of measures by security companies and messaging providers, spammers develop new ways to