There is a fast-growing literature in addressing the fairness of AI models (fair-AI), with continuous stream new conceptual frameworks, methods, and tools. How much can we trust them? do they actually impact society? We take critical focus on fair-AI survey issues, simplifications, mistakes that researchers practitioners often underestimate, which turn undermine limit its contribution to societ...