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VIDRAFT’s AX-Ray project presents a model-evaluation method that goes beyond performance scores after identifying and repeatedly reproducing defects it described as causal leakage in the Zyphra/Zamba2-1.2B and nvidia/Nemotron-H-8B-Base-8K models. The framework places these cases among defects that prevent deployment, distinguishing them from serving-path or API issues.