The current patent delineates a cutting-edge approach to simultaneous localization and mapping (SLAM) technology, boosting autonomous navigation in robotics and augmented reality systems. It unveils an innovative algorithm that greatly boosts accuracy and speed in dynamic environments by combining real-time sensor data with predictive modeling. This innovation seeks to revolutionize the accuracy and efficiency of robotic and AR spatial orientation and mapping.