Salem Robotics, a YC S26 company, has launched a software platform designed to power industrial inspection robots in complex, unstructured environments. The startup utilizes a hybrid approach that leverages AI for semantic scene understanding while relying on explicit geometric planning and control for precise physical interactions. Community discussions surrounding the launch also explored broader industry challenges, including defining software abstraction boundaries and optimizing large container deployments for edge robotics devices.