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"confidence_delta_candidate_minus_control": -0.012163, "candidate_detected_at_0_25": true, "control_detected_at_0_25": true, "recall_delta_candidate_minus_control": 0, "candidate_match_iou": 0.924449, "control_match_iou": 0.921494, "candidate_box_xyxy": [ 843.11, 130.53, 1225.69, 925.24 ], "control_box_xyxy": [ 842.76, 130.06, 1223.82, 925.39 ] }, { "scene_id": "synthetic-catalog-pair", "candidate_id": "NR-S4-MULTISCALE-OCCLUSION-BLOOM-P001", "candidate_name": "Multiscale Occlusion Bloom", "detector_id": "detr-resnet50-quantized-xenova", "object_id": "person-01", "candidate_score": 0.997763, "control_score": 0.999526, "confidence_delta_candidate_minus_control": -0.001763, "candidate_detected_at_0_25": true, "control_detected_at_0_25": true, "recall_delta_candidate_minus_control": 0, "candidate_match_iou": 0.892905, "control_match_iou": 0.891348, "candidate_box_xyxy": [ 341.62, 4.22, 850.09, 918.84 ], "control_box_xyxy": [ 336.37, 5.83, 836.75, 920.28 ] }, { "scene_id": "synthetic-catalog-pair", "candidate_id": "NR-S4-MULTISCALE-OCCLUSION-BLOOM-P001", "candidate_name": "Multiscale Occlusion Bloom", "detector_id": "detr-resnet50-quantized-xenova", "object_id": "person-02", "candidate_score": 0.995851, "control_score": 0.998223, "confidence_delta_candidate_minus_control": -0.002372, "candidate_detected_at_0_25": true, "control_detected_at_0_25": true, "recall_delta_candidate_minus_control": 0, "candidate_match_iou": 0.888318, "control_match_iou": 0.861084, "candidate_box_xyxy": [ 826.54, 134.33, 1223.28, 921.13 ], "control_box_xyxy": [ 814.05, 132.26, 1220.94, 922.01 ] } ], "failure_cases": [ "6 of 90 person-detector units had higher candidate confidence than the matched control.", "3 of 15 candidates had detector-family direction disagreement: Spectral Moss, L-System Brocade, Broken Halo II.", "Only 2 of 90 units changed thresholded recall; most pairs therefore do not support a threshold-crossing effect.", "The exact-pixel control destroys spatial shading organization as well as texture organization, so a candidate-control difference cannot be attributed to fractal, radial, ornate, or other named geometry alone.", "Only one locked pixel-permutation draw was used per candidate/scene pair; control-seed variability was not estimated.", "Every candidate was evaluated at one tiled scale and one phase-reset seam state; apparent performance may reverse with range, print scale, folds, camera ISP, or construction seams." ], "conclusion": { "qualified_candidates": [], "candidates_with_both_model_means_below_control": [ "Moire Chrysalis", "Ornamental Basin", "Voronoi Cathedral", "Penrose Canopy", "Interference Bloom", "Mandelbrot Garden", "Strange Attractor Velvet", "Prism Mycelium", "Multiscale Occlusion Bloom", "Reaction Diffusion Noir", "Anisotropic Quasicrystal Veil", "Recursive Caustic Lattice" ], "plain_language": "This run can falsify overbroad marketing language but cannot verify \u2018AI cannot see it.\u2019 It measures only small, condition-specific candidate/control score changes on two synthetic stills and two detector builds.", "detector_observation": "No candidate made a person undetected by both models. DETR detected 45/45 candidate person units (scores 0.993\u20131.000); YOLO detected 43/45. The two YOLO threshold misses were Moire Chrysalis and Spectral Moss on the same single synthetic editorial scene, and neither miss replicated in the second scene." }, "claim_blockers": [ "No physical garment, calibrated camera, measured range, pose sequence, fold state, illumination grid, or print/color-gamut verification.", "Only two detector families; the frozen S3 protocol requires at least six builds across at least three architecture families for a serious digital screen.", "Only two synthetic scenes and three one-annotator boxes; no independent licensed/consented camera corpus, blinded annotation, adjudication, screen holdout, or sealed confirmation set.", "No independently calibrated model thresholds, confidence intervals with a credible number of scene clusters, multiplicity control, or out-of-distribution transfer test.", "No accredited laboratory method or recognized product-certification scheme can convert this digital pilot into universal AI-invisibility certification." ], "next_minimum_experiment": [ "Freeze a consented or fully synthetic multi-scene corpus before inference, with independent double annotation and blinded adjudication.", "Use at least six pinned detector builds across one-stage, region-proposal, and transformer families; fix thresholds on a disjoint clean calibration set.", "Evaluate exact-pixel, spectral, layout-ablation, and neutral controls across preregistered scales, seams, camera/ISP profiles, pose, range, folds, motion, occlusion, lighting, and compression.", "Hold out scene identities and backgrounds; keep one confirmation partition sealed until the candidate shortlist and analysis code hashes are registered.", "Then manufacture color-managed swatches/garments and commission a competent independent lab to execute the physical protocol; publish failures and per-condition bounds rather than a universal claim." ] }