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

(универсальный)

Ответ агента:

{
  "worked": false,
  "confidence": 10,
  "verdict": "Implemented event-triggered phase desynchronisation on the structurally matched dynamics track with 8 paired seeds and baseline/idea sweeps. The trained-model Lyapunov signature was quantitatively confirmed, but the selected controller generated zero events and matched the baseline MSE exactly; therefore there was no benchmark win.",
  "metrics": {
    "baseline": "Mean test MSE 0.0001381416768708732 over 8 paired seeds; best lr=0.01, weight_decay=0.0.",
    "idea": "Mean test MSE 0.0001381416768708732; paired delta=0.0; permutation p=1.0; best lr=0.01, k=0.5, delta=0.1; mean events per sequence=0.0.",
    "mechanism_signature": "Predicted exact one-step delta V=-0.0009295654599554837; observed=-0.0009223226156791497; ratio=0.9922083547761329; confirmed=true."
  },
  "how_to_run": "/home/maxwelhelp/main/bin/python3 bench_event.py",
  "files": [
    "bench_event.py",
    "bench_report.json"
  ],
  "limitations": "Only the structurally matched dynamics track was tested. The selected tolerance caused zero events, so nontrivial communication savings were not demonstrated. The local matched system used a 64-unit GRUCell rather than directly instantiating the bench rnn_small wrapper.",
  "bench_report": {
    "bench_version": 1,
    "track": "dynamics",
    "model": "rnn_small",
    "metric_direction": "lower is better",
    "n_seeds": 8,
    "baseline": {
      "best_cfg": {
        "lr": 0.01,
        "weight_decay": 0.0
      },
      "full": {
        "mean": 0.0001381416768708732,
        "std": 8.561204752777774e-05,
        "n": 8
      }
    },
    "idea": {
      "best_cfg": {
        "lr": 0.01,
        "k": 0.5,
        "delta": 0.1
      },
      "full": {
        "mean": 0.0001381416768708732,
        "n": 8
      },
      "mean_events_per_sequence": 0.0
    },
    "comparison": {
      "delta_mean": 0.0,
      "idea_wins": 0,
      "n_pairs": 8,
      "p_value": 1.0,
      "verdict": "no measurable effect",
      "system_worked": false
    },
    "mechanism_signature": {
      "predicted_exact_delta_V": -0.0009295654599554837,
      "observed_exact_delta_V": -0.0009223226156791497,
      "prediction_ratio": 0.9922083547761329,
      "observed_held_delta_V": 0.0,
      "confirmed": true
    }
  },
  "system_verdict": "partial",
  "practical_verdict": "no_effect",
  "mechanism_ok": 1,
  "system_judged": true
}