# Стенд-проверка (stage-2) · промт оператора:

(универсальный)

Ответ агента:

{
  "worked": false,
  "confidence": 9,
  "verdict": "The registered dynamics benchmark confirms the conservation mechanism but not a task-metric win. The idea's trained-model internal residual was exactly 0.0, while test MSE was worse than the tuned baseline and the paired permutation test was non-significant.",
  "metrics": {
    "baseline": "mean test MSE 0.0017603125161258504 at lr=0.006, epochs=24",
    "idea": "mean test MSE 0.0019414099806454033 at lr=0.006, epochs=24; paired delta +0.0001810974645195529, p=0.2882"
  },
  "how_to_run": "/home/maxwelhelp/main/bin/python3 bench_stage2.py",
  "files": [
    "bench_stage2.py",
    "bench_report.json"
  ],
  "limitations": "Only the built-in actuated-pendulum dynamics track was tested; no battery/energy-system dataset, long-horizon rollout metric, external-flow modeling, alternative channel counts, or broader architecture sweep was evaluated.",
  "bench_report": {
    "bench_version": 1,
    "track": "dynamics",
    "model": "rnn_small",
    "metric_direction": "lower is better",
    "n_seeds": 8,
    "baseline": {
      "best_cfg": {
        "lr": 0.006,
        "epochs": 24
      },
      "sweep": [
        {
          "cfg": {
            "lr": 0.0015,
            "epochs": 24
          },
          "mean": 0.0027078510902356356
        },
        {
          "cfg": {
            "lr": 0.003,
            "epochs": 24
          },
          "mean": 0.002131043642293662
        },
        {
          "cfg": {
            "lr": 0.006,
            "epochs": 24
          },
          "mean": 0.0017603125161258504
        }
      ],
      "full": {
        "mean": 0.0017603125161258504,
        "std": 0.0003135227734284653,
        "per_seed": [
          0.001380653353407979,
          0.0020586533937603235,
          0.00220737443305552,
          0.0021458740811794996,
          0.0016572552267462015,
          0.00137868314050138,
          0.0015466997865587473,
          0.001707306713797152
        ],
        "n": 8
      }
    },
    "idea": {
      "mean": 0.0019414099806454033,
      "std": 0.000537525437857345,
      "per_seed": [
        0.001175302779302001,
        0.0021009868942201138,
        0.0018062262097373605,
        0.0030378331430256367,
        0.0023114001378417015,
        0.001854351139627397,
        0.0013667570892721415,
        0.0018784224521368742
      ],
      "n": 8,
      "selected_cfg": {
        "lr": 0.006,
        "epochs": 24
      }
    },
    "comparison": {
      "delta_mean": 0.0001810974645195529,
      "idea_wins": 3,
      "n_pairs": 8,
      "per_seed_diffs": [
        -0.000205350574105978,
        4.233350045979023e-05,
        -0.0004011482233181596,
        0.000891959061846137,
        0.0006541449110955,
        0.0004756679991260171,
        -0.00017994269728660583,
        0.00017111573833972216
      ],
      "p_value": 0.2882,
      "mde": 0.00038107323489683164,
      "mde_rel_pct": 21.648044390180743,
      "verdict": "no significant win",
      "system_worked": false
    },
    "mechanism_signature": {
      "quantity": "trained-model mean absolute 1^T B P",
      "predicted": "zero internal net exchange",
      "observed_max": 0.0,
      "observed_mean": 0.0,
      "confirmed": true
    },
    "protocol": {
      "paired_seeds": [
        0,
        1,
        2,
        3,
        4,
        5,
        6,
        7
      ],
      "grid": [
        {
          "lr": 0.0015,
          "epochs": 24
        },
        {
          "lr": 0.003,
          "epochs": 24
        },
        {
          "lr": 0.006,
          "epochs": 24
        }
      ],
      "baseline_best_cfg": {
        "lr": 0.006,
        "epochs": 24
      },
      "idea_grid_results": [
        {
          "cfg": {
            "lr": 0.0015,
            "epochs": 24
          },
          "mean": 0.003114120219834149
        },
        {
          "cfg": {
            "lr": 0.003,
            "epochs": 24
          },
          "mean": 0.002424486941890791
        },
        {
          "cfg": {
            "lr": 0.006,
            "epochs": 24
          },
          "mean": 0.0019414099806454033
        }
      ]
    }
  },
  "system_verdict": "partial",
  "practical_verdict": "inconclusive",
  "mechanism_ok": 1,
  "system_judged": true
}