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

(универсальный)

Ответ агента:

{
  "worked": false,
  "confidence": 9,
  "verdict": "Persistent spectral noise was evaluated on the registered dynamics track with a tuned baseline and 8 paired seeds. The best idea setting was worse in mean test MSE and not significant, so it does not satisfy the benchmark win criterion.",
  "metrics": {
    "baseline": "Best lr=0.01, epochs=10; mean test MSE 0.0036329398863.",
    "idea": "Best sigma=0.01, lr=0.01, epochs=10; mean test MSE 0.0040080139297; delta +0.0003750740434; permutation p=0.9688."
  },
  "bench_report": {
    "bench_version": 1,
    "track": "dynamics",
    "model": "rnn_small",
    "metric_direction": "lower is better",
    "n_seeds": 8,
    "baseline": {
      "best_cfg": {
        "lr": 0.01,
        "epochs": 10,
        "sigma": 0.0
      },
      "sweep": [
        {
          "cfg": {
            "lr": 0.001,
            "epochs": 10,
            "sigma": 0.0
          },
          "mean": 0.009392368956469
        },
        {
          "cfg": {
            "lr": 0.003,
            "epochs": 10,
            "sigma": 0.0
          },
          "mean": 0.005014403606765
        },
        {
          "cfg": {
            "lr": 0.01,
            "epochs": 10,
            "sigma": 0.0
          },
          "mean": 0.004590500087943
        }
      ],
      "full": {
        "mean": 0.003632939886302,
        "std": 0.001261873819763,
        "per_seed": [
          0.00535238487646,
          0.005787275265902,
          0.003819569014013,
          0.003402771195397,
          0.002949164947495,
          0.002377467928454,
          0.003468934213743,
          0.001905951648951
        ],
        "n": 8
      }
    },
    "idea": {
      "mean": 0.004008013929706,
      "std": 0.002363878355092,
      "per_seed": [
        0.005741244647652,
        0.003205370157957,
        0.002650019479915,
        0.002954228781164,
        0.002780811628327,
        0.0022908966057,
        0.0027672694996,
        0.009674270637333
      ],
      "n": 8
    },
    "comparison": {
      "delta_mean": 0.000375074043404,
      "idea_wins": 6,
      "n_pairs": 8,
      "per_seed_diffs": [
        0.000388859771192,
        -0.002581905107945,
        -0.001169549534097,
        -0.000448542414233,
        -0.000168353319168,
        -8.6571324e-05,
        -0.000701664714143,
        0.007768318988383
      ],
      "p_value": 0.9688,
      "mde": 0.002608707656005,
      "mde_rel_pct": 71.80706914093,
      "verdict": "no significant win",
      "system_worked": false
    },
    "mechanism_signature": {
      "prediction": "trained recurrent hidden temporal energy increases approximately with sigma^2",
      "trained_model_observed": [
        {
          "sigma": 0.01,
          "sigma2": 0.0001,
          "observed_temporal_energy": 0.0189609490335
        },
        {
          "sigma": 0.03,
          "sigma2": 0.0009,
          "observed_temporal_energy": 0.0185478702188
        },
        {
          "sigma": 0.1,
          "sigma2": 0.01,
          "observed_temporal_energy": 0.0186677575111
        }
      ],
      "through_origin_r2": -7019.474509912,
      "confirmed": false
    },
    "idea_sweep": [
      {
        "cfg": {
          "lr": 0.01,
          "epochs": 10,
          "sigma": 0.01
        },
        "mean": 0.004008013929706
      },
      {
        "cfg": {
          "lr": 0.01,
          "epochs": 10,
          "sigma": 0.03
        },
        "mean": 0.004176608053967
      },
      {
        "cfg": {
          "lr": 0.01,
          "epochs": 10,
          "sigma": 0.1
        },
        "mean": 0.00496406032471
      }
    ]
  },
  "system_verdict": "failed",
  "practical_verdict": "inconclusive",
  "mechanism_ok": 0,
  "system_judged": true
}