This patent delineates a new approach to simultaneous localization and mapping (SLAM) technology, improving autonomous navigation in robotic systems and augmented reality systems. It presents an innovative algorithm that significantly boosts accuracy and speed in dynamic environments by integrating real-time sensor data with predictive modeling. This innovation promises to revolutionize the exactness and efficiency of robotic and AR spatial orientation and mapping.