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

(универсальный)

Ответ агента:

{
  "worked": false,
  "confidence": 9,
  "verdict": "Implemented periodic-orbit correction for the matched dynamics/rnn_small benchmark. Baseline and idea used the same GRU(3,64)+linear-head system and differed only in recurrent-state initialization/correction. The idea reduced mean test MSE from 0.00141983 to 0.00092240 with 6/8 paired wins, but permutation p=0.055, so it did not meet the required significant-win criterion; the trained Floquet signature was also not confirmed.",
  "metrics": {
    "baseline": "Best lr=0.01; 8-seed mean test MSE 0.0014198302378645167, std 0.00039839114901047844.",
    "idea": "Best shared lr=0.01; 8-seed mean test MSE 0.0009224011519108899, std 0.00037536582303428516.",
    "delta_mean": -0.0004974290859536268,
    "p_value": 0.055,
    "idea_wins": "6/8",
    "mechanism_confirmed": false
  },
  "bench_report": {
    "bench_version": 1,
    "track": "dynamics",
    "model": "rnn_small",
    "metric_direction": "lower is better",
    "n_seeds": 8,
    "baseline": {
      "best_cfg": {
        "lr": 0.01
      },
      "sweep": [
        {
          "cfg": {
            "lr": 0.001
          },
          "mean": 0.004298779065720737
        },
        {
          "cfg": {
            "lr": 0.003
          },
          "mean": 0.0034615940821822733
        },
        {
          "cfg": {
            "lr": 0.01
          },
          "mean": 0.0014865802077110857
        }
      ],
      "full": {
        "mean": 0.0014198302378645167,
        "std": 0.00039839114901047844,
        "per_seed": [
          0.0009327387670055032,
          0.0018641706556081772,
          0.0010785290505737066,
          0.0020708823576569557,
          0.0009260809747502208,
          0.0014055331703275442,
          0.0016443432541564107,
          0.001436363672837615
        ],
        "n": 8
      }
    },
    "idea": {
      "mean": 0.0009224011519108899,
      "std": 0.00037536582303428516,
      "per_seed": [
        0.0010879519395530224,
        0.0011325348168611526,
        0.0007012833375483751,
        0.0008888575830496848,
        0.0006467895000241697,
        0.0017571871867403388,
        0.0006092350813560188,
        0.000555369770154357
      ],
      "n": 8,
      "selected_cfg": {
        "lr": 0.01
      }
    },
    "comparison": {
      "delta_mean": -0.0004974290859536268,
      "idea_wins": 6,
      "n_pairs": 8,
      "per_seed_diffs": [
        0.0001552131725475192,
        -0.0007316358387470245,
        -0.0003772457130253315,
        -0.001182024774607271,
        -0.0002792914747260511,
        0.0003516540164127942,
        -0.001035108172800392,
        -0.0008809939026832581
      ],
      "p_value": 0.055,
      "mde": 0.0004654066216002094,
      "mde_rel_pct": 32.77903295679913,
      "verdict": "no significant win",
      "system_worked": false
    },
    "mechanism_signature": {
      "prediction": "smaller sigma_min(I-M) should require more correction iterations",
      "sigma_min_I_minus_M": [
        0.9439619183540344,
        0.9528340101242065,
        0.9466210603713989,
        0.9482424259185791,
        0.9252585172653198,
        0.9424178004264832
      ],
      "cold_iterations": [
        5,
        5,
        5,
        5,
        5,
        5
      ],
      "continuation_warm_iterations": [
        4,
        4,
        4,
        4,
        4,
        4
      ],
      "gap_vs_warm_iteration_correlation": 0.0,
      "confirmed": false
    }
  },
  "how_to_run": "/home/maxwelhelp/main/bin/python3 bench_experiment.py",
  "files": [
    "bench_experiment.py",
    "bench_report.json"
  ],
  "limitations": "The benchmark used the built-in 400-train/200-test reduced dynamics setting and 12 epochs rather than the larger default dataset. The correction was a practical fixed-point warm-start approximation, not full pseudo-arclength continuation across an externally swept forcing amplitude; no wall-clock inference-speed comparison or true near-fold failure case was tested.",
  "system_verdict": "failed",
  "practical_verdict": "inconclusive",
  "mechanism_ok": 0,
  "system_judged": true
}