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Biases in education details or algorithmic choice-generating can lead to unequal remedy and reinforce societal prejudices. Ethical AI demands continuous endeavours to deal with and rectify biases, advertising inclusivity and fairness in varied contexts.These challenges underscore the importance of continual refinement in HCAI and emphasize the need