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

(универсальный)

Ответ агента:

{
  "worked": false,
  "confidence": 9,
  "verdict": "Implemented contractive Floquet return-map regularization on the matched dynamics/rnn_small task using a nearby-perturbation contraction loss. The recursion sanity check passed, but the trained benchmark systems showed no significant task-metric win: paired delta was -8.7674e-06 with permutation p=0.328.",
  "metrics": {
    "baseline": "mean test MSE 0.0003913901, best lr 0.006",
    "idea": "mean test MSE 0.0003826227, best lr 0.006; 6/8 paired wins; delta -8.7674e-06; p 0.328"
  },
  "how_to_run": "/home/maxwelhelp/main/bin/python3 bench_floquet.py",
  "files": [
    "bench_floquet.py",
    "bench_report.json"
  ],
  "limitations": "The built-in dynamics task predicts scalar future angle rather than a full one-period state return map, so contraction was approximated through nearby-window output sensitivity. Long-horizon rollout stability, phase-aligned orbital error, neural ODEs, and larger models were not tested.",
  "bench_report": {
    "bench_version": 1,
    "track": "dynamics",
    "model": "rnn_small",
    "metric_direction": "lower is better",
    "n_seeds": 8,
    "baseline": {
      "best_cfg": {
        "lr": 0.006,
        "weight_decay": 0.0
      },
      "sweep": [
        {
          "cfg": {
            "lr": 0.0015,
            "weight_decay": 0.0
          },
          "mean": 0.0010824722
        },
        {
          "cfg": {
            "lr": 0.003,
            "weight_decay": 0.0
          },
          "mean": 0.0007095316
        },
        {
          "cfg": {
            "lr": 0.006,
            "weight_decay": 0.0
          },
          "mean": 0.0004496891
        }
      ],
      "full": {
        "mean": 0.0003913901,
        "std": 0.0001403232,
        "n": 8
      }
    },
    "idea": {
      "best_cfg": {
        "lr": 0.006,
        "weight_decay": 0.0
      },
      "mean": 0.0003826227,
      "std": 0.000142457,
      "n": 8
    },
    "comparison": {
      "delta_mean": -8.7674e-06,
      "p_value": 0.328,
      "idea_wins": 6,
      "n_pairs": 8,
      "verdict": "no significant win",
      "system_worked": false
    },
    "mechanism_signature": {
      "predicted_q_upper_bound": 0.9,
      "observed_baseline_mean_gain": 0.0703163,
      "observed_idea_mean_gain": 0.0705448,
      "confirmed": true
    }
  },
  "system_verdict": "partial",
  "practical_verdict": "inconclusive",
  "mechanism_ok": 1,
  "system_judged": true
}