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Five LLMs, one physics prompt, one ground truth — a blind benchmark that scores AI-generated 3D underwater acoustic ray-propagation panels against a real BELLHOP3D run on data, not pixels. Vanilla JS + raw WebGL, zero dependencies, one shared harness.