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Biases in teaching data or algorithmic conclusion-building may end up in unequal therapy and reinforce societal prejudices. Ethical AI demands constant attempts to deal with and rectify biases, advertising and marketing inclusivity and fairness in varied contexts.These issues underscore the importance of continual refinement in HCAI and emphasize t