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

(универсальный)

Ответ агента:

{
  "worked": false,
  "confidence": 9,
  "verdict": "The accepted and registered sparse_cycle_compatibility track was evaluated with 8 paired seeds and a tuned baseline learning-rate sweep. The fundamental-cycle rank and trained-model mechanism checks passed, but the best regularized system exactly matched the baseline held-out error, with delta_mean=0 and permutation p=1.0; therefore the idea did not win.",
  "metrics": {
    "baseline": "Mean err 0.4884374812 ± 0.0730869185; best lr=0.01.",
    "idea": "Mean err 0.4884374812 ± 0.0730869185; best lambda=0.01 at lr=0.01; paired delta=0, p=1.0."
  },
  "bench_report": {
    "bench_version": 1,
    "track": "sparse_cycle_compatibility",
    "model": "pair_mlp",
    "metric_direction": "lower is better",
    "n_seeds": 8,
    "baseline": {
      "best_cfg": {
        "lr": 0.01,
        "lambda": 0.0
      },
      "sweep": [
        {
          "cfg": {
            "lr": 0.001,
            "lambda": 0.0
          },
          "mean": 0.572812482714653
        },
        {
          "cfg": {
            "lr": 0.003,
            "lambda": 0.0
          },
          "mean": 0.4990624710917473
        },
        {
          "cfg": {
            "lr": 0.01,
            "lambda": 0.0
          },
          "mean": 0.4959374815225601
        }
      ],
      "full": {
        "mean": 0.4884374812245369,
        "std": 0.07308691848966371,
        "per_seed": [
          0.5362499952316284,
          0.5862499475479126,
          0.5299999713897705,
          0.33125001192092896,
          0.44374996423721313,
          0.45749998092651367,
          0.4962499737739563,
          0.5262500047683716
        ],
        "n": 8
      }
    },
    "idea": {
      "mean": 0.4884374812245369,
      "std": 0.07308691848966371,
      "per_seed": [
        0.5362499952316284,
        0.5862499475479126,
        0.5299999713897705,
        0.33125001192092896,
        0.44374996423721313,
        0.45749998092651367,
        0.4962499737739563,
        0.5262500047683716
      ],
      "n": 8
    },
    "comparison": {
      "delta_mean": 0.0,
      "idea_wins": 0,
      "n_pairs": 8,
      "per_seed_diffs": [
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0,
        0.0
      ],
      "p_value": 1.0,
      "mde": 0.0,
      "mde_rel_pct": 0.0,
      "verdict": "no measurable effect",
      "system_worked": false
    },
    "custom_track": {
      "name": "sparse_cycle_compatibility",
      "file": "custom_cycle_track.py",
      "domain": "masked_categorical_compatibility"
    },
    "idea_cfg": {
      "lr": 0.01,
      "lambda": 0.01
    },
    "math_check": {
      "basis_rank": 5,
      "expected_rank": 5,
      "compatible_max_residual": 2.220446049250313e-16
    },
    "mechanism_signature": {
      "prediction": "basis constraints span all cycle constraints; basis count equals cycle rank",
      "predicted_cycle_rank": 5,
      "observed_exhaustive_cycles": 28,
      "observed_basis_mean_abs": 0.055877745151519775,
      "observed_unseen_cycle_mean_abs": 0.1098224903856005,
      "observed_unseen_to_basis_ratio": 1.9654066227231812,
      "confirmed": true
    }
  },
  "how_to_run": "/home/maxwelhelp/main/bin/python3 run_bench.py",
  "files": [
    "custom_cycle_track.py",
    "run_bench.py",
    "bench_report.json"
  ],
  "limitations": "The registered task is small and synthetic rather than a production masked transformer or diffusion model. The baseline sweep covered learning rate but not weight decay; training used 18 epochs and 400 training/test samples. No larger graph or end-to-end transformer was tested.",
  "system_verdict": "partial",
  "practical_verdict": "no_effect",
  "mechanism_ok": 1,
  "system_judged": true
}