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