The core of autonomous robotic navigation is the SLAM technology, enabling robots to build and refresh a map of an unknown environment while concurrently maintaining their position of their location within it. This patent describes an advanced SLAM system that enhances accuracy and efficiency in changing settings, featuring advanced algorithms for real-time processing and obstacle avoidance, designed for use in both industrial and consumer robots.