The core of autonomous robotic navigation is the SLAM technology, permitting robots to build and refresh a map of an unknown environment while simultaneously keeping track of their location within it. This patent outlines an innovative SLAM system that improves accuracy and efficiency in changing settings, including advanced algorithms for real-time processing and obstacle avoidance, tailored for use in both industrial and consumer robots.