The current patent describes a novel approach to simultaneous localization and mapping (SLAM) technology, improving autonomous navigation in autonomous systems and augmented reality systems. It presents an innovative algorithm that markedly improves accuracy and speed in dynamic environments by combining real-time sensor data with predictive modeling. This innovation promises to revolutionize the precision and efficiency of robot and AR spatial orientation and mapping.