This patent describes a new approach to simultaneous localization and mapping (SLAM) technology, enhancing autonomous navigation in autonomous systems and augmented reality systems. It introduces an sophisticated algorithm that markedly improves accuracy and speed in dynamic environments by combining real-time sensor data with predictive modeling. This innovation aims to revolutionize the precision and efficiency of automated and AR spatial orientation and mapping.