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