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

(универсальный)

Ответ агента:

{
  "worked": false,
  "confidence": 9,
  "verdict": "Implemented PI-coupled heterogeneous GRU copies on the structurally matched dynamics track and compared them with the standard rnn_small baseline using eight paired seeds. Hidden disagreement was low, confirming the synchronization signature, but the MSE improvement was not significant, so the idea did not produce a benchmark win.",
  "metrics": {
    "baseline": "Best lr=0.01; 8-seed test MSE mean 0.0027758953, std 0.0017084856.",
    "idea": "Best lr=0.01, kp=0.5, ki=0.05; 8-seed test MSE mean 0.0026888996, std 0.0009078178; paired delta=-0.0000869957; permutation p=0.88165; 3/8 wins.",
    "mechanism_signature": "Trained-model mean hidden disagreement std=0.0242322; confirmed=true."
  },
  "how_to_run": "/home/maxwelhelp/main/bin/python3 stage2_bench.py",
  "files": [
    "stage2_bench.py",
    "bench_report.json"
  ],
  "limitations": "Tested only the built-in 400-train/200-test dynamics track for 10 epochs. Directed hyperedges, Lyapunov QR estimation, longer rollouts, coupling-gain sweeps, wall-clock comparison, and parameter-count matching 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": 0.01
      },
      "sweep": [
        {
          "cfg": {
            "lr": 0.001
          },
          "mean": 0.0214155072
        },
        {
          "cfg": {
            "lr": 0.003
          },
          "mean": 0.0037718631
        },
        {
          "cfg": {
            "lr": 0.01
          },
          "mean": 0.0034299326
        }
      ],
      "full": {
        "mean": 0.0027758953,
        "std": 0.0017084856,
        "per_seed": [
          0.0014615225,
          0.0043342379,
          0.0012712624,
          0.0066527077,
          0.0020110509,
          0.0024756771,
          0.0018914248,
          0.0021092789
        ],
        "n": 8
      }
    },
    "idea": {
      "mean": 0.0026888996,
      "std": 0.0009078178,
      "per_seed": [
        0.0038749527,
        0.0014964154,
        0.0036122196,
        0.001615864,
        0.0022634107,
        0.002302455,
        0.0024796037,
        0.0038662758
      ],
      "n": 8
    },
    "comparison": {
      "delta_mean": -8.69957e-05,
      "idea_wins": 3,
      "n_pairs": 8,
      "p_value": 0.88165,
      "verdict": "no significant win",
      "system_worked": false
    },
    "idea_config": {
      "lr": 0.01
    },
    "mechanism_signature": {
      "prediction": "integral coupling should yield small transverse hidden disagreement in trained heterogeneous copies",
      "observed_mean_pairwise_hidden_std": 0.0242322125,
      "threshold": 0.2,
      "confirmed": true
    }
  },
  "system_verdict": "partial",
  "practical_verdict": "inconclusive",
  "mechanism_ok": 1,
  "system_judged": true
}