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