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

(универсальный)

Ответ агента:

{
  "worked": false,
  "confidence": 9,
  "verdict": "The Compactified Burst Controller was evaluated on the registered dynamics track with the matched rnn_small task and eight paired seeds. Its trained-model mechanism signature was confirmed: mean maximum hidden norm decreased from 2.679 to 2.058 with 1919 interventions. Nevertheless, test MSE significantly worsened from 0.001530 to 0.004237, with paired delta +0.002706 and permutation p=0.01475; therefore the system did not work on this benchmark.",
  "metrics": {
    "baseline": "Best config lr=0.009, epochs=12, weight_decay=0.0001; full 8-seed MSE mean 0.0015301889.",
    "idea": "Best tested config lr=0.009, epochs=12, weight_decay=0.0001; full 8-seed MSE mean 0.0042366631; paired delta +0.0027064742, p=0.01475.",
    "mechanism": "Mean maximum hidden norm reduced by 0.6204301, from 2.6786648 to 2.0582347; 1919 controller interventions; confirmed=true."
  },
  "bench_report": {
    "bench_version": 1,
    "track": "dynamics",
    "model": "rnn_small",
    "metric_direction": "lower is better",
    "n_seeds": 8,
    "baseline": {
      "best_cfg": {
        "lr": 0.009,
        "epochs": 12,
        "weight_decay": 0.0001
      },
      "sweep": [
        {
          "cfg": {
            "lr": 0.001,
            "epochs": 12,
            "weight_decay": 0.0
          },
          "mean": 0.004103701037820429
        },
        {
          "cfg": {
            "lr": 0.001,
            "epochs": 12,
            "weight_decay": 0.0001
          },
          "mean": 0.0041049906285479665
        },
        {
          "cfg": {
            "lr": 0.003,
            "epochs": 12,
            "weight_decay": 0.0
          },
          "mean": 0.0033861721749417484
        },
        {
          "cfg": {
            "lr": 0.003,
            "epochs": 12,
            "weight_decay": 0.0001
          },
          "mean": 0.0033592699037399143
        },
        {
          "cfg": {
            "lr": 0.009,
            "epochs": 12,
            "weight_decay": 0.0
          },
          "mean": 0.0012523236509878188
        },
        {
          "cfg": {
            "lr": 0.009,
            "epochs": 12,
            "weight_decay": 0.0001
          },
          "mean": 0.0012439452111721039
        }
      ],
      "full": {
        "mean": 0.0015301889216061682,
        "std": 0.000520398293562222,
        "per_seed": [
          0.0006319124950096011,
          0.0014439183287322521,
          0.0010583436815068126,
          0.0018416063394397497,
          0.0024377191439270973,
          0.0017625956097617745,
          0.0018110211240127683,
          0.0012543946504592896
        ],
        "n": 8
      }
    },
    "idea": {
      "mean": 0.004236663109622896,
      "std": 0.0018448852809520508,
      "per_seed": [
        0.0038791601546108723,
        0.006286025978624821,
        0.003358118701726198,
        0.007666262332350016,
        0.0023571187630295753,
        0.0020544668659567833,
        0.003132161218672991,
        0.0051599908620119095
      ],
      "n": 8
    },
    "comparison": {
      "delta_mean": 0.0027064741880167276,
      "idea_wins": 1,
      "n_pairs": 8,
      "per_seed_diffs": [
        0.003247247659601271,
        0.004842107649892569,
        0.0022997750202193856,
        0.005824655992910266,
        -8.060038089752197e-05,
        0.00029187125619500875,
        0.0013211400946602225,
        0.00390559621155262
      ],
      "p_value": 0.01475,
      "mde": 0.0017792868429345541,
      "mde_rel_pct": 116.27889980192245,
      "verdict": "idea worse (significant)",
      "system_worked": false
    },
    "mechanism_signature": {
      "mechanism_signature": {
        "predicted_effect": "radial damping lowers burst norm when positive radial growth and near-equilibrium gate coincide",
        "observed_mean_baseline_max_norm": 2.6786648333072662,
        "observed_mean_idea_max_norm": 2.058234691619873,
        "mean_norm_reduction": 0.6204301416873932,
        "total_interventions": 1919,
        "confirmed": true
      }
    }
  },
  "how_to_run": "/home/maxwelhelp/main/bin/python3 compactified_bench.py",
  "files": [
    "compactified_bench.py",
    "bench_report.json",
    "bench_stdout.txt"
  ],
  "limitations": "Only the registered dynamics track was tested. Copy/addition tasks, longer-horizon rollout, adaptive ODE solver failures, inference speed or FLOP savings, EMA growth estimation, periodic Jacobian estimation, and broader controller hyperparameter sweeps were not tested.",
  "system_verdict": "failed",
  "practical_verdict": "harms",
  "mechanism_ok": 0,
  "system_judged": true
}