This patent outlines a new approach to simultaneous localization and mapping (SLAM) technology, improving autonomous navigation in robotics and augmented reality systems. It presents an innovative algorithm that greatly improves accuracy and speed in dynamic environments by merging real-time sensor data with predictive modeling. This innovation promises to revolutionize the accuracy and efficiency of robot and AR spatial orientation and mapping.