The current patent delineates a novel approach to simultaneous localization and mapping (SLAM) technology, enhancing autonomous navigation in robotics and augmented reality systems. It introduces an advanced algorithm that significantly improves accuracy and speed in dynamic environments by integrating real-time sensor data with predictive modeling. This innovation seeks to revolutionize the accuracy and efficiency of robot and AR spatial orientation and mapping.