{
  "bench_version": 1,
  "track": "dynamics",
  "model": "rnn_small",
  "metric_direction": "lower is better",
  "n_seeds": 8,
  "baseline": {
    "best_cfg": {
      "lr": 0.006,
      "gamma": 1.0
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    "sweep": [
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        "cfg": {
          "lr": 0.001,
          "gamma": 0.4
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      {
        "cfg": {
          "lr": 0.001,
          "gamma": 1.0
        },
        "mean": 0.0013888165121898055
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      {
        "cfg": {
          "lr": 0.003,
          "gamma": 0.4
        },
        "mean": 0.0010129157599294558
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      {
        "cfg": {
          "lr": 0.003,
          "gamma": 1.0
        },
        "mean": 0.0007739054271951318
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      {
        "cfg": {
          "lr": 0.006,
          "gamma": 0.4
        },
        "mean": 0.0005326326572685502
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      {
        "cfg": {
          "lr": 0.006,
          "gamma": 1.0
        },
        "mean": 0.0004311748270993121
      }
    ],
    "full": {
      "mean": 0.0004004990041721612,
      "std": 7.354865862466145e-05,
      "per_seed": [
        0.00032163842115551233,
        0.0005050268373452127,
        0.0003722184046637267,
        0.0005258156452327967,
        0.00031021691393107176,
        0.00036279112100601196,
        0.00040758162504062057,
        0.0003987030650023371
      ],
      "n": 8
    }
  },
  "idea": {
    "mean": 0.0005187966198718641,
    "std": 6.731488481596035e-05,
    "per_seed": [
      0.0004997514770366251,
      0.0006125298095867038,
      0.0005725970841012895,
      0.000530327029991895,
      0.00038920878432691097,
      0.0005293103749863803,
      0.0005672792322002351,
      0.00044936916674487293
    ],
    "n": 8
  },
  "comparison": {
    "delta_mean": 0.00011829761569970287,
    "idea_wins": 0,
    "n_pairs": 8,
    "per_seed_diffs": [
      0.00017811305588111281,
      0.00010750297224149108,
      0.00020037867943756282,
      4.511384759098291e-06,
      7.899187039583921e-05,
      0.00016651925398036838,
      0.00015969760715961456,
      5.066610174253583e-05
    ],
    "p_value": 0.0081,
    "mde": 5.78763280347936e-05,
    "mde_rel_pct": 14.451054167893634,
    "verdict": "idea worse (significant)",
    "system_worked": false
  },
  "mechanism_signature": {
    "prediction": "trained fast/slow modal decay rates agree within 20%",
    "predicted_rates": [
      3.908752053976059,
      0.3747453838586807
    ],
    "observed_rates": [
      0.0,
      0.0
    ],
    "relative_errors": [
      1.0,
      1.0
    ],
    "confirmed": false
  },
  "idea_sweep": [
    {
      "cfg": {
        "lr": 0.001
      },
      "mean": 0.001689480894128792,
      "per_seed": [
        0.0016606806311756372,
        0.0017868814757093787,
        0.0018675795290619135,
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        0.0013423769269138575,
        0.0014587605837732553,
        0.001253080670721829,
        0.0024090304505079985
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    },
    {
      "cfg": {
        "lr": 0.003
      },
      "mean": 0.0008820996736176312,
      "per_seed": [
        0.00092177907936275,
        0.0009301036479882896,
        0.0009488135110586882,
        0.0009710948215797544,
        0.0007397678564302623,
        0.0008799024508334696,
        0.0008156044641509652,
        0.0008497315575368702
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    },
    {
      "cfg": {
        "lr": 0.006
      },
      "mean": 0.0005187966198718641,
      "per_seed": [
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        0.0006125298095867038,
        0.0005725970841012895,
        0.000530327029991895,
        0.00038920878432691097,
        0.0005293103749863803,
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      ]
    }
  ],
  "protocol_note": "Matched dynamics task; baseline and idea share 64-dimensional dissipative recurrent state, input/output, optimizer, epochs, batch, and all learning-rate values. Only one versus two relaxation bands and explicit exchange differ."
}