As artificial intelligence rapidly progresses, steering its ethical dimensions becomes crucially important. Researchers face a complex set of issues in securing that AI applications are integrated with human beliefs. A key factor is transparency, allowing participants to comprehend how AI models make determinations. Furthermore fostering fairness