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