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      "max_classes": 80,
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  },
  "paired_empty_class": {
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      "mean_ms": 9.85703465,
      "p95_ms": 10.17615,
      "n": 40
    },
    "new": {
      "mean_ms": 6.896726225,
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    },
    "parity": true,
    "frames": 110,
    "measured_frames": 40,
    "classes_retained": 80,
    "active_classes": 2
  },
  "verification": {
    "tests": 18,
    "failures": 0,
    "errors": 0,
    "id_state_parity": true,
    "frames_compared": 300
  },
  "production_image_changed": false,
  "model_rtsp_runs": 0,
  "blas": [
    {
      "library": "libopenblas64_p-r0-0cf96a72.3.23.dev.so",
      "threads": 1
    },
    {
      "library": "libscipy_openblas-b75cc656.so",
      "threads": 1
    }
  ],
  "limits": [
    "Synthetic candidate sequence, not measured live candidate distribution",
    "SSIMS defaults and Contextra class-specific library differ in association semantics",
    "Historical live timing scope is not identical to this function benchmark",
    "Only paired empty-class comparison supports a bounded optimization effect",
    "CPU2/RAM4GiB test environment; no production throughput extrapolation"
  ],
  "paired_reduction_percent": 30.032444138765403
}