Biases in education knowledge or algorithmic determination-generating can lead to unequal therapy and reinforce societal prejudices. Ethical AI requires ongoing attempts to handle and rectify biases, marketing inclusivity and fairness in diverse contexts. We believe in a human-centric workflo