As artificial intelligence steadily progresses, navigating its ethical boundaries becomes crucially important. Engineers face a nuanced set of issues in ensuring that AI systems are aligned with human beliefs. A key factor is transparency, allowing parties to comprehend how AI systems make determinations. Furthermore fostering fairness and equity