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

(универсальный)

Ответ агента:

{
  "worked": false,
  "confidence": 10,
  "verdict": "The adaptive schedule was implemented and evaluated on the registered dynamics track with matched GRU systems, an equal-budget tuned baseline sweep, and 8 paired seeds. The mechanism signature was confirmed, but the adaptive system was not better: its MSE was slightly higher and the paired permutation test was non-significant.",
  "metrics": {
    "baseline": "best fixed GRU lr=0.01 gamma=0.0; mean MSE 0.0004684777286456665",
    "idea": "adaptive GRU lr=0.01 gamma0=0.5 target=0.12 alpha=0.5 depth=4 gmax=1.0; mean MSE 0.00047325076775450725"
  },
  "how_to_run": "/home/maxwelhelp/main/bin/python3 bench_adaptive.py",
  "files": [
    "bench_adaptive.py",
    "bench_report.json"
  ],
  "limitations": "Only the built-in dynamics task was tested, using 400 training examples, 200 test examples, and 18 epochs; Jacobian spectra, receptive-field width, Sequential MNIST, and copy tasks 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,
        "gamma": 0.0
      },
      "sweep": [
        {
          "cfg": {
            "lr": 0.001,
            "gamma": 0.0
          },
          "mean": 0.001806261105230078
        },
        {
          "cfg": {
            "lr": 0.001,
            "gamma": 0.15
          },
          "mean": 0.0017785099043976516
        },
        {
          "cfg": {
            "lr": 0.001,
            "gamma": 0.3
          },
          "mean": 0.0017640961159486324
        },
        {
          "cfg": {
            "lr": 0.001,
            "gamma": 0.5
          },
          "mean": 0.0017534785438328981
        },
        {
          "cfg": {
            "lr": 0.003,
            "gamma": 0.0
          },
          "mean": 0.0011663427139865234
        },
        {
          "cfg": {
            "lr": 0.003,
            "gamma": 0.15
          },
          "mean": 0.0011752880382118747
        },
        {
          "cfg": {
            "lr": 0.003,
            "gamma": 0.3
          },
          "mean": 0.001182840409455821
        },
        {
          "cfg": {
            "lr": 0.003,
            "gamma": 0.5
          },
          "mean": 0.001196458179038018
        },
        {
          "cfg": {
            "lr": 0.01,
            "gamma": 0.0
          },
          "mean": 0.0005227370056672953
        },
        {
          "cfg": {
            "lr": 0.01,
            "gamma": 0.15
          },
          "mean": 0.0005407011049101129
        },
        {
          "cfg": {
            "lr": 0.01,
            "gamma": 0.3
          },
          "mean": 0.0005494892684509978
        },
        {
          "cfg": {
            "lr": 0.01,
            "gamma": 0.5
          },
          "mean": 0.0005636721762130037
        }
      ],
      "full": {
        "mean": 0.0004684777286456665,
        "std": 0.00019239745185301523,
        "per_seed": [
          0.00043515904690138996,
          0.0003391150967217982,
          0.0004138760268688202,
          0.0009027978521771729,
          0.00039724193629808724,
          0.000533435435499996,
          0.00019701033306773752,
          0.0005291861016303301
        ],
        "n": 8
      }
    },
    "idea": {
      "mean": 0.00047325076775450725,
      "std": 0.00019484501819905288,
      "per_seed": [
        0.0005159530555829406,
        0.00030407554004341364,
        0.0004767242062371224,
        0.000926221429836005,
        0.0003918110451195389,
        0.0004593502962961793,
        0.00022607589198742062,
        0.0004857946769334376
      ],
      "n": 8,
      "best_cfg": {
        "lr": 0.01,
        "gamma0": 0.5,
        "target": 0.12,
        "alpha": 0.5,
        "depth": 4,
        "gmax": 1.0
      }
    },
    "comparison": {
      "delta_mean": 4.773039108840749e-06,
      "idea_wins": 4,
      "n_pairs": 8,
      "p_value": 0.79465,
      "verdict": "no significant win",
      "system_worked": false
    },
    "mechanism_signature": {
      "observed_means": {
        "ratio": 1.015313072130084,
        "gamma_final": 1.0,
        "gamma_mean": 0.9434341490268707,
        "hf_energy": 0.003992442871094681
      },
      "initial_gamma": 0.5,
      "target": 0.12,
      "confirmed": true
    }
  },
  "system_verdict": "partial",
  "practical_verdict": "no_effect",
  "mechanism_ok": 1,
  "system_judged": true
}