Spam remains a ongoing problem across the internet, relentlessly bombarding email inboxes and polluting online forums. This unwanted digital message frequently takes the form of advertisements, phishing attempts, or malware distribution, presenting a significant threat to individuals and businesses alike . Despite continuous efforts by security exp