{ "status": "PASS", "corner_theorem": "A fixed kernel has a multi-affine channel residual; row-TV is separately convex. Its box maximum occurs at parameter corners.", "quantifier_counterexample": { "pointwise_worst_deficiency": 0.0, "one_common_kernel_minimax_tv": 0.5, "q": 2, "source_box": [ [ 1, 1 ], [ 1, 1 ] ], "target_box": [ [ 0, 1 ], [ 0, 0 ] ] }, "degenerate_box_checks": [ { "q": 2, "robust_value": 0.0949999999999999, "formula": 0.09499999999999997 }, { "q": 3, "robust_value": 0.16000000000000003, "formula": 0.16000000000000003 }, { "q": 5, "robust_value": 0.128, "formula": 0.128 } ], "interior_checks": 1000, "robust_q3_box_value": 0.1856432510622909, "max_sampled_interior_value": 0.1832311606098727, "kernel_stochasticity_residual": 1.1102230246251565e-16, "hardware_calibration_coverage_established": false }