The current patent describes a novel approach to simultaneous localization and mapping (SLAM) technology, enhancing autonomous navigation in robotic systems and augmented reality systems. It presents an innovative 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 precision and efficiency of robot and AR spatial orientation and mapping.