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

(универсальный)

Ответ агента:

{
  "worked": false,
  "confidence": 9,
  "verdict": "The registered dynamics benchmark completed with eight paired seeds and a shared three-point learning-rate sweep. The companion-matrix sanity check passed to numerical precision, but the directed heterogeneous delayed coupling produced no measurable task improvement: paired delta was -8.73e-11 with permutation p=0.8453, and the trained hidden-disagreement prediction was not confirmed because both systems synchronized to numerical zero. The canonical bench verdict is therefore no measurable effect, not a win.",
  "metrics": {
    "baseline": "Best symmetric reciprocal-ring configuration lr=0.006, epochs=10, sigma=0.42, delay=2: test MSE mean 0.003796056960709393, std 0.0013761704084519022.",
    "idea": "Best directed heterogeneous configuration lr=0.006, epochs=10, sigma=0.42, delay=2: test MSE mean 0.0037960568733979017, std 0.0013761705927236632; paired delta -8.731149137020111e-11, p=0.8453."
  },
  "bench_report": {
    "bench_version": 1,
    "track": "dynamics",
    "model": "rnn_small",
    "metric_direction": "lower is better",
    "n_seeds": 8,
    "baseline": {
      "best_cfg": {
        "lr": 0.006,
        "epochs": 10,
        "sigma": 0.42,
        "delay": 2
      },
      "sweep": [
        {
          "cfg": {
            "lr": 0.001,
            "epochs": 10,
            "sigma": 0.42,
            "delay": 2
          },
          "mean": 0.031775987590663135
        },
        {
          "cfg": {
            "lr": 0.003,
            "epochs": 10,
            "sigma": 0.42,
            "delay": 2
          },
          "mean": 0.0045060215052217245
        },
        {
          "cfg": {
            "lr": 0.006,
            "epochs": 10,
            "sigma": 0.42,
            "delay": 2
          },
          "mean": 0.003409882716368884
        }
      ],
      "full": {
        "mean": 0.003796056960709393,
        "std": 0.0013761704084519022,
        "per_seed": [
          0.0020462549291551113,
          0.002398432930931449,
          0.0028834049589931965,
          0.006311438046395779,
          0.0043189190328121185,
          0.003161484142765403,
          0.0053052944131195545,
          0.003943227231502533
        ],
        "n": 8
      }
    },
    "idea": {
      "mean": 0.0037960568733979017,
      "std": 0.0013761705927236632,
      "per_seed": [
        0.0020462542306631804,
        0.0023984331637620926,
        0.0028834049589931965,
        0.006311438046395779,
        0.004318919964134693,
        0.003161483909934759,
        0.005305294878780842,
        0.003943225834518671
      ],
      "n": 8
    },
    "comparison": {
      "delta_mean": -8.731149137020111e-11,
      "idea_wins": 3,
      "n_pairs": 8,
      "per_seed_diffs": [
        -6.984919309616089e-10,
        2.3283064365386963e-10,
        0.0,
        0.0,
        9.313225746154785e-10,
        -2.3283064365386963e-10,
        4.656612873077393e-10,
        -1.3969838619232178e-09
      ],
      "p_value": 0.8453,
      "mde": 5.972244572456096e-10,
      "mde_rel_pct": 1.5732758054663188e-05,
      "verdict": "no measurable effect",
      "system_worked": false
    },
    "mechanism_signature": {
      "math_sanity": {
        "predicted_log_rho": -0.10127994793858716,
        "measured_exponent": -0.10127994793858712,
        "absolute_error": 4.163336342344337e-17,
        "passed": true
      },
      "trained_model_signature": {
        "predicted_transverse_radius_baseline": 1.0,
        "predicted_transverse_radius_idea": 0.8141191005706787,
        "observed_final_disagreement_baseline": 0.0,
        "observed_final_disagreement_idea": 8.712692134706509e-16,
        "prediction": "smaller transverse spectral radius should yield smaller trained hidden disagreement",
        "confirmed": false
      },
      "topology": {
        "baseline": "symmetric reciprocal ring",
        "idea": "directed heterogeneous row-stochastic"
      }
    },
    "idea_sweep": [
      {
        "cfg": {
          "lr": 0.006,
          "epochs": 10,
          "sigma": 0.42,
          "delay": 2
        },
        "mean": 0.0037960568733979017
      },
      {
        "cfg": {
          "lr": 0.001,
          "epochs": 10,
          "sigma": 0.42,
          "delay": 2
        },
        "mean": 0.03185410512378439
      }
    ]
  },
  "how_to_run": "/home/maxwelhelp/main/bin/python3 bench_delay_shape.py",
  "files": [
    "bench_delay_shape.py",
    "bench_report.json"
  ],
  "limitations": "Only the registered built-in dynamics track was tested. The coupling matrix was fixed rather than learned or optimized through a differentiable master-stability loss, and the trained disagreement signature saturated at numerical zero for both systems. The local implementation uses a small GRUCell-based coupled model with the bench training path rather than modifying the built-in rnn_small class.",
  "system_verdict": "failed",
  "practical_verdict": "no_effect",
  "mechanism_ok": 0,
  "system_judged": true
}