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