Parallel to this demographic pressure, household robotics have progressed from simple vacuum cleaners to sophisticated personal assistants capable of speech interaction, environment mapping, and multimodal sensing. The convergence of these trends fuels interest in that could monitor safety, provide basic educational stimuli, and perform routine tasks such as feeding or diaper changes.