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

(универсальный)

Ответ агента:

{
  "worked": false,
  "confidence": 9,
  "verdict": "Implemented the LP-based normal-cone certificate controller on the matched tabular Friedman regression track with mlp_tiny. Mean test MSE improved from 11.4192 to 11.0530, but the paired permutation test was not significant (p=0.2116), and the trained-network mechanism signature was not confirmed.",
  "metrics": {
    "baseline": "lr=0.01, ratio=[100,10,1], mean MSE=11.4192293, std=1.3400197",
    "idea": "best shared-grid certificate result, mean MSE=11.0529555, std=1.1602236",
    "delta_mean": -0.3662738,
    "p_value": 0.2116,
    "idea_wins": 5,
    "n_pairs": 8,
    "math_check": "passed; LP weights [2.999999999,1.000000001], residual 1.0e-9",
    "mechanism_signature": "predicted epsilon=0.02, observed residual=infinity, positive margin frequency=0, confirmed=false"
  },
  "how_to_run": "/home/maxwelhelp/main/bin/python3 stage2_certified_priority.py",
  "files": [
    "stage2_certified_priority.py",
    "bench_report.json",
    "bench_run.log"
  ],
  "limitations": "Only tabular/Friedman regression with mlp_tiny was tested; no explicit feasible-set multipliers, GradNorm, FLOP measurement, or other tracks were evaluated.",
  "bench_report": {
    "bench_version": 1,
    "track": "tabular",
    "model": "mlp_tiny",
    "metric_direction": "lower is better",
    "n_seeds": 8,
    "comparison": {
      "delta_mean": -0.36627376079559326,
      "p_value": 0.2116,
      "idea_wins": 5,
      "verdict": "no significant win",
      "system_worked": false
    },
    "baseline": {
      "best_cfg": {
        "lr": 0.01,
        "ratio": [
          100.0,
          10.0,
          1.0
        ]
      },
      "mean": 11.41922926902771,
      "std": 1.3400197166712482,
      "n": 8
    },
    "idea": {
      "mean": 11.052955508232117,
      "std": 1.160223574491651,
      "n": 8
    },
    "mechanism_signature": {
      "predicted_epsilon": 0.02,
      "observed_mean_residual": "Infinity",
      "positive_margin_frequency": 0.0,
      "confirmed": false
    }
  },
  "system_verdict": "failed",
  "practical_verdict": "inconclusive",
  "mechanism_ok": 0,
  "system_judged": true
}