This lecture presents Continual SLAM, a method that goes beyond Lifelong Simultaneous Localization and Mapping by incorporating continual learning. The speaker discusses bidirected knowledge transfer between environments, the technical approach using CL-SLAM, and experimental evaluations showing superior performance.