Adaptive Contextual Interfaces is a class of human-computer interaction systems that dynamically modulate interface behavior and content presentation based on continuous inference of user context, distinguished by its capacity to learn and respond to contextual changes in real time through integrated sensing, reasoning, and adaptation mechanisms.