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    "Positive-only policy was designed after initial calibration; first overlay failed old regression.",
    "One joint rehearsal fit was then declared with fixed hyperparameters. Its old regression includes training works.",
    "Only the joint candidate was frozen and evaluated on sealed files; earlier failures remain in this artifact."
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    "Generator versions share architectures. AIME generation session/prompt overlap is unknown.",
    "FMA vs AIME remains a dataset-origin confound even after matching duration and codec chains.",
    "Eight-second probes do not establish full-track product performance or current-generation coverage.",
    "Calibration was used repeatedly for candidate design/selection, not independent validation; probabilities are uncalibrated."
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}
