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    ]
  },
  "protocol": {
    "cost_model": "Four train+development arm-by-correctness USD means, shared by base and LoRA; an absent class uses that arm's unconditional mean; no cost floor",
    "final": "Input-only predictions may be saved; final labels never enter fit, selection, timing or calibration",
    "native": {
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      "base": "convaiinnovations/laya",
      "dropout": 0.05,
      "encoder_lr": 0.0002,
      "evaluation_batch": 4,
      "grad_accum": 4,
      "gradient_checkpointing": true,
      "head_lr": 0.0001,
      "head_max_len": 256,
      "micro_batch": 4,
      "rank": 16,
      "refit": "Fresh pinned base/seed; train+development for selected epoch count; no calibration/final labels",
      "revision": "aa8c91ca088ec597df95a0d1c76b3063cb2ae5e8",
      "seed": 89,
      "selection": "Minimum development summed binary NLL over epochs0..8; exact ties choose earlier epoch",
      "selection_epochs": 8,
      "versions": {
        "laya": "0.3.29",
        "peft": "0.18.1",
        "torch": "2.9.1",
        "transformers": "4.57.6"
      },
      "weight_decay": 0.01
    },
    "objective": "Two binary correctness questions, unweighted summed Bernoulli NLL; cheap-only wins retained",
    "policy": "p_strong-p_cheap-lambda*(expected_USD_strong-expected_USD_cheap)>=0; lambda>=0",
    "selection": "Development selects epoch; refit train+development; full utility frontier on calibration"
  },
  "questions": {
    "cheap_correct": {
      "criteria": {
        "correct": "The solver will give the correct answer.",
        "incorrect": "The solver will give an incorrect answer."
      },
      "instructions": "Predict whether gpt-6-luna will answer this request correctly. Judge its likely answer quality; do not answer the request.",
      "type": "choice"
    },
    "strong_correct": {
      "criteria": {
        "correct": "The solver will give the correct answer.",
        "incorrect": "The solver will give an incorrect answer."
      },
      "instructions": "Predict whether gpt-6.1-sol will answer this request correctly. Judge its likely answer quality; do not answer the request.",
      "type": "choice"
    }
  },
  "source_code_sha256": {
    "bbeh_native.py": "c379f86f55bfccbfcd6c0e613d54adf9f8f155cc1c654a0e30e45998181b9e28",
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