The integration of artificial intelligence (AI) and machine learning (ML) has fundamentally transformed how communication tools support the deaf and hard-of-hearing communities. Historically, digital solutions were limited to static video dictionaries or basic pre-recorded lessons that lacked the flexibility needed for dynamic conversation. Today, modern digital systems utilize computer vision...