As artificial intelligence quickly progresses, charting its ethical dimensions becomes crucially important. Researchers face a nuanced set of challenges in securing that AI technologies are aligned with human values. A key aspect is transparency, allowing parties to grasp how AI systems make choices. Furthermore promoting fairness and equity in A