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    },
    {
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        {
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        {
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        {
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        {
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  "cost_surface_assumptions": "Two hypothetical axes: multiplier of measured provider elapsed (0 to 4) and added wall seconds per calibration (0 to 600). Other measured processing fixed. Alpha=1, added cost=0 is the observed wall comparison. This models costs only, assumes unchanged behavior/correctness, and predicts no inference trajectory, energy or monetary cost.",
  "evidence_qualification": "24 rule terminals exact full-interval integration; model: 23 integrations with endpoint-copy changes, 21 within historical eight-ULP trace-copy relation, 2 beyond it, 3 enclosing original interval; one correct terminal without committed integration. Label scores unchanged.",
  "scientific_compliance_not_equal_to_accuracy": true,
  "future_experiment": "Registered dynamics changes between visits, with a fair change-aware deterministic baseline and matched model condition, to test stale observation reuse. Proposed only; not launched."
}
