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

(универсальный)

Ответ агента:

{
  "worked": false,
  "confidence": 9,
  "verdict": "Built a local manufactured Poisson/BVP operator track with independently trained matched MLP systems, max-residual conformal baseline, and spatial-quantile conformal bands. The numerical check passed; trained-model bands were 37.3% narrower with approximately 0.898 domain-event rate versus 0.996 for the baseline. Primary test MSE was exactly unchanged across all paired seeds, with delta_mean=0 and permutation p=1.0, so there was no learning win.",
  "metrics": {
    "baseline": "MSE mean 0.00144131, std 0.00008870, best lr 0.006; mean band width 0.249315; domain-event rate 0.99625.",
    "idea": "MSE mean 0.00144131, std 0.00008870, best lr 0.006, gamma 0.10; mean band width 0.156211; domain-event rate 0.898125; paired delta 0, p=1.0."
  },
  "bench_report": {
    "bench_version": 1,
    "track": "poisson_field_operator",
    "model": "mlp_tiny",
    "metric_direction": "lower is better",
    "n_seeds": 8,
    "baseline": {
      "best_cfg": {
        "lr": 0.006
      },
      "sweep": [
        {
          "cfg": {
            "lr": 0.0015
          },
          "mean": 0.004578319028951228
        },
        {
          "cfg": {
            "lr": 0.003
          },
          "mean": 0.0021311483287718147
        },
        {
          "cfg": {
            "lr": 0.006
          },
          "mean": 0.0014657231222372502
        }
      ],
      "full": {
        "mean": 0.0014413107419386506,
        "std": 8.870037700098626e-05,
        "per_seed": [
          0.0013521382352337241,
          0.0014695348218083382,
          0.001459407852962613,
          0.0015818115789443254,
          0.0015570472460240126,
          0.0013796440325677395,
          0.0013133999891579151,
          0.0014175021788105369
        ],
        "n": 8
      }
    },
    "idea": {
      "mean": 0.0014413107419386506,
      "std": 8.870037700098626e-05,
      "per_seed": [
        0.0013521382352337241,
        0.0014695348218083382,
        0.001459407852962613,
        0.0015818115789443254,
        0.0015570472460240126,
        0.0013796440325677395,
        0.0013133999891579151,
        0.0014175021788105369
      ],
      "n": 8
    },
    "comparison": {
      "delta_mean": 0.0,
      "idea_wins": 0,
      "n_pairs": 8,
      "p_value": 1.0,
      "verdict": "no measurable effect",
      "system_worked": false
    },
    "mechanism_signature": {
      "confirmed": true,
      "mean_max_width": 0.24931471447160236,
      "mean_quantile_width": 0.15621099945286587,
      "mean_max_event_rate": 0.99625,
      "mean_quantile_event_rate": 0.898125
    },
    "custom_track": {
      "name": "poisson_field_operator",
      "file": "poisson_field_track.py",
      "domain": "pde"
    }
  },
  "how_to_run": "/home/maxwelhelp/main/bin/python3 math_check.py && /home/maxwelhelp/main/bin/python3 run_bench.py",
  "files": [
    "poisson_field_track.py",
    "run_bench.py",
    "math_check.py",
    "bench_report.json"
  ],
  "limitations": "The custom task is a small manufactured 2-D Poisson/BVP surrogate rather than a full Darcy/FNO benchmark. Only gamma=0.10 was used in the final 8-seed bench; no calibration-size, nonuniform-weight, Bonferroni, or pointwise conformal ablations were run.",
  "system_verdict": "partial",
  "practical_verdict": "no_effect",
  "mechanism_ok": 1,
  "system_judged": true
}