The core of autonomous robotic navigation is the SLAM technology, permitting robots to construct and update a map of an unknown environment while concurrently maintaining their position of their location within it. This patent details an cutting-edge SLAM system that improves accuracy and efficiency in varied settings, including advanced algorithms for real-time processing and obstacle avoidance, specifically made for use in both industrial and consumer robots.