The ubiquitous JPEG image format, often trusted, can harbor devious vulnerabilities. Exploiting these weaknesses within JPEG files has become a rising tactic for attackers to inject malware. These exploits often corrupt the file's structure, allowing them to trigger actions on unsuspecting victims. Understanding these threats and implementing robus