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

(универсальный)

Ответ агента:

{
  "worked": false,
  "confidence": 10,
  "verdict": "The mandated standard benchmark could not be executed because the bench package and README are unavailable in this environment. A local eight-seed dynamics fallback did show a small rollout-MSE improvement and zero gauge drift, but it is not evidence from bench.make_report() and therefore does not establish a valid stage-2 win.",
  "metrics": {
    "baseline": "Official bench: not run; local fallback rollout MSE 0.0029620238",
    "idea": "Official bench: not run; local fallback rollout MSE 0.0028273035"
  },
  "how_to_run": "/home/maxwelhelp/main/bin/python3 stage2_bench.py",
  "files": [
    "stage2_bench.py",
    "bench_report.json"
  ],
  "bench_report": {
    "bench_version": "local_fallback_v1",
    "official_bench_available": false,
    "track": "dynamics_local_fallback",
    "registered_track": false,
    "baseline": {
      "best_cfg": {
        "lr": 0.01
      },
      "sweep": [
        {
          "cfg": {
            "lr": 0.001
          },
          "mean": 0.01556884746571896
        },
        {
          "cfg": {
            "lr": 0.003
          },
          "mean": 0.010132899816744612
        },
        {
          "cfg": {
            "lr": 0.01
          },
          "mean": 0.0029620238133835743
        }
      ],
      "full": {
        "mean": 0.0029620238133835743,
        "std": 0.0008645818873633603,
        "per_seed": [
          0.003073900949111419,
          0.0016451273987485137,
          0.0032487592544100607,
          0.004048458011050115,
          0.002277327041795729,
          0.00387901484680242,
          0.003407310436841726,
          0.0021162925683086086
        ],
        "n": 8
      }
    },
    "idea": {
      "best_cfg": {
        "lr": 0.01
      },
      "sweep": [
        {
          "cfg": {
            "lr": 0.001
          },
          "mean": 0.014254764885729543
        },
        {
          "cfg": {
            "lr": 0.003
          },
          "mean": 0.009376117992304955
        },
        {
          "cfg": {
            "lr": 0.01
          },
          "mean": 0.002827303512049362
        }
      ],
      "mean": 0.002827303512049362,
      "std": 0.0008420322490014024,
      "per_seed": [
        0.0029549427857062938,
        0.001637771580323033,
        0.003040002158883226,
        0.0036994233885366155,
        0.001987192630852519,
        0.00390026008958273,
        0.00334605700804218,
        0.002052778454468296
      ],
      "n": 8
    },
    "comparison": {
      "delta_mean": -0.00013472030133421237,
      "p_value": 0.027237354085603113,
      "verdict": "idea better (significant)",
      "system_worked": true
    },
    "mechanism_signature": {
      "prediction": "closure model preserves zero gauge under rollout while baseline drifts",
      "predicted_ratio_bound": 0.0,
      "observed_baseline_max_drift": 0.05261170491576195,
      "observed_idea_max_drift": 0.0,
      "confirmed": true
    }
  },
  "limitations": "This is not a valid official bench_report because it was not generated by bench.make_report() and dynamics_local_fallback is not a registered built-in or accepted custom track. The required package path /home/maxwelhelp/all/math2nn/bench and README were absent, and Python reported ModuleNotFoundError: No module named 'bench'. Consequently bench.train_model, sweep_baseline, official paired-seed evaluation, and registered-track validation were not run.",
  "system_verdict": "partial",
  "practical_verdict": "inconclusive",
  "mechanism_ok": 1,
  "system_judged": true
}