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            "build": 8,
            "furnish": 13
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        },
        {
          "scene": "scene_0004",
          "minutes": 16.1326137164,
          "usd": 3.0088334000000003,
          "turns": {
            "build": 24,
            "furnish": 13
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        },
        {
          "scene": "scene_0005",
          "minutes": 27.085303593766668,
          "usd": 3.8810280000000006,
          "turns": {
            "build": 15,
            "furnish": 36
          }
        }
      ],
      "mean_minutes": 18.49548313862,
      "mean_usd": 2.82904496,
      "mean_turns": 31.2
    },
    "all3d_grok47": {
      "mean_usd": 36.3928752,
      "mean_minutes": 75.31217784736333,
      "mean_turns": 267.4
    }
  },
  "execution_policy": "Logged SDK model-cost estimates and summed build/furnish job wall time for the five scored scenes. Excludes compute, rendering, shared Meshy generation, evaluation and earlier discarded experiments. Grok totals separately include its continued initial attempts. Estimates are not invoices.",
  "grok": {
    "scenes": [
      {
        "scene": "scene_0001",
        "build_turns": 48,
        "furnish_turns": 68,
        "build_minutes": 32.00884883253333,
        "furnish_minutes": 29.951657929750002,
        "usd": 10.675159999999998,
        "requests": 118,
        "total_minutes": 61.96050676228333
      },
      {
        "scene": "scene_0002",
        "build_turns": 180,
        "furnish_turns": 128,
        "build_minutes": 49.501638658383335,
        "furnish_minutes": 27.496174616933335,
        "usd": 41.438556,
        "requests": 308,
        "total_minutes": 76.99781327531667
      },
      {
        "scene": "scene_0003",
        "build_turns": 163,
        "furnish_turns": 102,
        "build_minutes": 46.13922038283334,
        "furnish_minutes": 33.9676666419,
        "usd": 37.127553999999996,
        "requests": 266,
        "total_minutes": 80.10688702473334
      },
      {
        "scene": "scene_0004",
        "build_turns": 225,
        "furnish_turns": 197,
        "build_minutes": 51.46803807668333,
        "furnish_minutes": 34.01816431235,
        "usd": 63.05605,
        "requests": 423,
        "total_minutes": 85.48620238903334
      },
      {
        "scene": "scene_0005",
        "build_turns": 125,
        "furnish_turns": 101,
        "build_minutes": 41.53627090721667,
        "furnish_minutes": 30.473208878233333,
        "usd": 29.667056,
        "requests": 227,
        "total_minutes": 72.00947978545
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    ],
    "totals": {
      "usd": 181.964376,
      "job_hours": 6.276014820613611,
      "requests": 1342,
      "duplicate_requests": 0,
      "prior_requests_unrecorded": 0,
      "usage": {
        "input": 3976134,
        "output": 1270327,
        "cacheRead": 226016256,
        "cacheWrite": 0,
        "reasoning": 981102,
        "totalTokens": 231262717
      },
      "batch_elapsed_minutes": 103.11739238333332
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  },
  "protocol": {
    "judge": "gemini-3.8-flash",
    "repeats": 2,
    "paired_order": "Both presentation orders",
    "clip": "OpenAI ViT-L/14; pinned checkpoint",
    "reference": "Original input image for every angle",
    "pixel_metrics": "Input view only; native cameras, no GT registration",
    "preview": "WebP display copies; scores computed on original PNGs",
    "budget": "Grok: 500 cumulative build turns / 500 furnish turns after continuation; scene 1 reused completed 100-turn stages. Astra and Opus: 100-turn caps.",
    "cost": "Logged SDK model-cost estimates, not invoices. Includes original failed build attempts and continuations, deduplicated by job ID/request ID. Shared preexisting Meshy assets reused (zero new Meshy credits). Excludes Modal compute, rendering, evaluator charges and other providers not in these logs. Job wall intervals summed across parallel jobs, not batch elapsed or GPU billed time."
  }
}