Abstract: The Internet of Things (IoT) connects a massive number of heterogeneous devices that exchange sensitive data over open networks, making security, trust, and privacy critical challenges. Conventional centralized security models suffer from single points of failure, limited scalability, and vulnerability to cyberattacks such as data tampering, spoofing, and unauthorized access