Despite their ubiquity, JPEG images can harbor dangerous threats. A alarming trend in cyberattacks involves exploiting vulnerabilities within the JPEG encoding. These exploits can be devious, allowing attackers to embed harmful scripts directly into seemingly harmless images. Hijacking user devices through infected JPEG files is a common tactic