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      "prompt_ms": 225.788,
      "prompt_per_token_ms": 5.5070243902439024,
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  "scope": "Same pinned runtime; full float32 softmax with different summation order. No vLLM or FP16 parity claim.",
  "bev_selected_token_logprobs": 1,
  "mass_tolerance_reason": "Native float32 softmax accumulates small positive terms across a large vocabulary; its serialized probabilities need not sum to exactly one in double precision.",
  "cuda_evidence": {
    "device": "NVIDIA GeForce RTX 5080 Laptop GPU",
    "device_memory_mib": 15839,
    "server_pid": 1123482,
    "process_gpu_memory_mib": 8498,
    "mapped_libraries": [
      "libbev-cuda-loader.so",
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      "libggml-cuda.so.0.21.0"
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    "evidence_source": "nvidia-smi compute process query, --list-devices, and /proc/1123482/maps observed after the parity probe",
    "limit": "Startup verbosity 3 did not emit an offloaded-layer count."
  },
  "publication_note": "Public projection: service origin/model path omitted; mapped-library names retained without private host paths. Numeric probe results unchanged."
}