Artificial intelligence is rapidly evolve, offering both tremendous opportunities and substantial ethical dilemmas. As AI algorithms become ever more capable, we need to rigorously examine the effects of their deployment. One crucial ethical challenge is ensuring that AI stays aligned with human values. Explainability in AI decision-making plays