AI advancement has been lauded as a groundbreaking force, promising to reshape our world in remarkable ways. Yet, beneath the polished surface lies a darker facet. We must examine AI's essence to expose its true colors before it escapes our control. AI's discrimination can amplify societal inequities Explainability in AI systems remains a signif