The SQL layer for Physical and Visual AI is a unified interface that lets developers query, filter, and retrieve structured insights from large-scale multimodal data such as images, video, and sensor streams. It abstracts the complexity of visual and physical-world data into a familiar query paradigm, enabling fast exploration and analytics without custom pipelines. This turns raw perception data into a programmable, database-like asset for building and scaling AI applications.