Wall Ease

. This paper presents the design and the development which enables it to autonomously navigate homes, offices, and commercial spaces without bumping into furniture, walls, or other objects, thus ensuring smooth, uninterrupted cleaning. Whether in small residential kitchens or large commercial areas, the bot can adapt to the layout and efficiently maintain clean and dry floors. Ultimately, this solution is designed to minimize safety hazards, especially for vulnerable populations such as children and the elderly, while improving hygiene standards. Additionally, by automating the process of spill detection and cleanup, the robot reduces manual labour, making it an efficient and practical tool for maintaining clean floors with minimal human intervention. machine learning for smarter navigation performance enhancements, are also explored. This project contributes to the growing field of home automation by providing a reliable solution for automated household cleaning, making it an ideal tool for modern residential environment. The integration of smart technology allows users to control and monitor the robot remotely via mobile applications. the Wall Cleaning Robot represents a significant step forward in robotic automation, improving cleanliness standards.