In an increasingly connected world, ensuring accessibility for all is essential. This talk explores the potential for automatic tools that bridge the communication gap for Deaf and hard-of-hearing people through the use of sign language. We will delve into the current challenges and advancements in developing AI-powered systems capable of understanding, translating, and generating sign language in real time. By examining the intersection of machine learning, computer vision, and linguistics, we aim to address the pivotal question: Can technology truly enhance accessibility without compromising the richness and complexity of sign languages? Join us as we explore the future of communication and inclusion through innovative solutions designed to empower those relying on sign language.