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

(универсальный)

Ответ агента:

{
  "worked": false,
  "confidence": 9,
  "verdict": "Implemented residual/variance-gated streaming adaptation on the structurally matched dynamics track using the shared rnn_small architecture and paired 8-seed protocol. The best gated configuration achieved mean test MSE 1.531768 versus the tuned all-sample baseline 1.532036, but the paired permutation test was not significant (delta_mean=-0.000268, p=0.339). All samples were admitted and drift did not correlate with weighted mass (R2=0.0042), so the proposed effect was not demonstrated.",
  "metrics": {
    "baseline": "Tuned all-sample consistency adaptation; mean MSE 1.5320357531, std 0.0889650146, 8 seeds.",
    "idea": "Residual-gated adaptation; mean MSE 1.5317680091, std approximately 0.089057, paired delta -0.0002677441, 5/8 wins, permutation p=0.339, acceptance 1.0.",
    "mechanism": "Drift-bound held on every seed, but mass-drift R2=0.0042226 and confirmed=false."
  },
  "bench_report": {
    "bench_version": 1,
    "track": "dynamics",
    "model": "rnn_small",
    "metric_direction": "lower is better",
    "n_seeds": 8,
    "baseline": {
      "best_cfg": {
        "lr": 0.004,
        "adapt_lr": 0.002,
        "tau_r": 1.5,
        "tau_v": 2.0
      },
      "full": {
        "mean": 1.5320357531309128,
        "std": 0.08896501461931086,
        "per_seed": [
          1.5288398265838623,
          1.5773833990097046,
          1.5532875061035156,
          1.6759624481201172,
          1.570114016532898,
          1.5483126640319824,
          1.4310028553009033,
          1.3713833093643188
        ],
        "n": 8
      },
      "sweep_configs": 8
    },
    "idea": {
      "config": {
        "lr": 0.004,
        "adapt_lr": 0.002,
        "tau_r": 1.5,
        "tau_v": 2.0
      },
      "mean": 1.5317680090665817,
      "std": 0.089057,
      "n": 8,
      "sweep_configs": 3
    },
    "comparison": {
      "delta_mean": -0.0002677440643310547,
      "idea_wins": 5,
      "n_pairs": 8,
      "per_seed_diffs": [
        -0.0004819631576538086,
        -0.0008666515350341797,
        0.0007867813110351562,
        -7.510185241699219e-06,
        2.1576881408691406e-05,
        0.0006768703460693359,
        -0.0010968446731567383,
        -0.0011742115020751953
      ],
      "p_value": 0.339,
      "verdict": "no measurable effect",
      "system_worked": false
    },
    "mechanism_signature": {
      "observed_acceptance": 1.0,
      "mass_drift_r2": 0.004222583886837712,
      "bound_holds": true,
      "confirmed": false
    }
  },
  "how_to_run": "/home/maxwelhelp/main/bin/python3 bench_residual_gate.py",
  "files": [
    "bench_residual_gate.py",
    "bench_report.json"
  ],
  "limitations": "Only the built-in dynamics pendulum track was tested. The condition proxy was derived from operating-state features, predictive variance was a global offline residual variance rather than a separately calibrated discriminator, and no measured-condition branch, real rotating-machinery dataset, multi-step online deployment horizon, or compute comparison was evaluated.",
  "system_verdict": "failed",
  "practical_verdict": "no_effect",
  "mechanism_ok": 0,
  "system_judged": true
}