In order to address communication barriers between hearing and deaf people, this paper describes the creation of an AI- based application that enables real-time translation of sign language into speech and text. Convolutional Neural Networks (CNNs), Media Pipe for real-time gesture recognition, an easy-to-use user interface, and a feedback loop for ongoing enhancement are all features of the system. The suggested system improves accessibility and inclusivity in fields like public services, healthcare, and education. Future developments will include support for more sign languages and integration with wearable technology.