Beyond technical steps, an ethical solution considers inclusiveness and bias. Ensuring that smart home AI units work equally nicely for all types of people, no matter voice, background, or potential, is essential. Ongoing exploration investigates the problem of eradicating stereotypes from voice assistants and impression recognition platforms.As an