The ubiquitous JPEG image format, often trusted, can harbor hidden threats. Exploiting these weaknesses within JPEG files has become a prevalent tactic for attackers to compromise systems. These exploits often manipulate the file's structure, allowing them to execute code on unsuspecting victims. Understanding these threats and implementing robust