The current patent delineates a novel approach to simultaneous localization and mapping (SLAM) technology, improving autonomous navigation in autonomous systems and augmented reality systems. It presents an sophisticated algorithm that greatly enhances 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 automated and AR spatial orientation and mapping.