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

(универсальный)

Ответ агента:

{ "worked": true, "confidence": 8, "verdict": "The official dynamics benchmark reports a significant win for lattice error feedback: test MSE decreased from 0.0176259 to 0.00211563, with all 8 paired seeds improving and permutation p=0.0081. The trained-model telescoping residual was about 8.46e-9 and carry stayed near 0.5h, although 58 saturation events occurred, so the mechanism signature is correctly not confirmed globally.", "metrics": { "baseline": "Tuned 8-seed mean MSE 0.0176258667, best configuration lr=0.003, h=0.05.", "idea": "Best 8-seed mean MSE 0.0021156328, configuration lr=0.01, h=0.05; paired delta=-0.0155102339, p=0.0081." }, "bench_report": { "bench_version": 1, "track": "dynamics", "model": "quantized_residual_rnn", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.003, "h": 0.05 }, "sweep": [ { "cfg": { "lr": 0.001, "h": 0.05 }, "mean": 0.16015676967799664 }, { "cfg": { "lr": 0.003, "h": 0.05 }, "mean": 0.016941760201007128 }, { "cfg": { "lr": 0.01, "h": 0.05 }, "mean": 0.0486269072862342 } ], "full": { "mean": 0.017625866690650582, "std": 0.006777111362893624, "per_seed": [ 0.013591268099844456, 0.009187710471451283, 0.02248837985098362, 0.022499682381749153, 0.010225045494735241, 0.029711289331316948, 0.012789911590516567, 0.02051364630460739 ], "n": 8 } }, "idea": { "mean": 0.002115632814820856, "std": 0.00044668106939017545, "per_seed": [ 0.0019963281229138374, 0.0019065372180193663, 0.001684049959294498, 0.001756328041665256, 0.002363975392654538, 0.0028063422068953514, 0.0016278764232993126, 0.002783625153824687 ], "n": 8 }, "comparison": { "delta_mean": -0.015510233875829726, "idea_wins": 8, "n_pairs": 8, "per_seed_diffs": [ -0.011594939976930618, -0.007281173253431916, -0.02080432989168912, -0.020743354340083897, -0.007861070102080703, -0.026904947124421597, -0.011162035167217255, -0.017730021150782704 ], "p_value": 0.0081, "mde": 0.0059179323712754825, "mde_rel_pct": 33.575270227219946, "verdict": "idea better (significant)", "system_worked": true }, "mechanism_signature": { "prediction": "increment feedback telescopes quantization error; unsaturated final carry is bounded by h/2", "observed_conservation_residual_mean": 8.455314948196957e-09, "observed_conservation_residual_max": 1.0588774301822923e-08, "observed_max_carry_over_h": 0.49999260902404785, "observed_saturation_total": 58, "confirmed": false } }, "how_to_run": "/home/maxwelhelp/main/bin/python3 official_bench.py", "files": [ "official_bench.py", "bench_report.json" ], "limitations": "Only the registered dynamics track was tested. No wall-clock or memory benchmark was run. Saturation occurred in the mechanism probe, so the unsaturated carry-bound prediction was not globally confirmed. The custom residual recurrent architecture was shared exactly between baseline and idea but was not the built-in rnn_small implementation.", "system_verdict": "worked", "practical_verdict": "helps", "mechanism_ok": 0, "system_judged": true }