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

(универсальный)

Ответ агента:

{ "worked": false, "confidence": 10, "verdict": "The registered dynamics benchmark was run end-to-end with a matched GRU baseline and trained two-column A/B memory system. The idea was significantly worse: mean test MSE 0.0008653 versus 0.0002016 for the baseline, paired delta +0.0006637 and permutation p=0.0081, with zero wins in eight pairs. The trained-model perturbation signature also failed to confirm the claimed contraction bound.", "metrics": { "baseline": "GRU lr=0.01: mean test MSE 0.0002016004 over 8 seeds", "idea": "Two-column A/B memory lr=0.01 alpha=1.0: mean test MSE 0.0008653016 over 8 seeds; paired delta +0.0006637011, p=0.0081, 0/8 wins" }, "bench_report": { "bench_version": 1, "track": "dynamics", "model": "rnn_small", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.01 }, "sweep": [ { "cfg": { "lr": 0.001 }, "mean": 0.0012489092478062958 }, { "cfg": { "lr": 0.003 }, "mean": 0.0007282123697223142 }, { "cfg": { "lr": 0.01 }, "mean": 0.0002650022797752172 } ], "full": { "mean": 0.00020160043823125307, "std": 0.00011406837376812385, "per_seed": [ 0.0002867693838197738, 0.00022152646852191538, 0.00010455308074597269, 0.00044716018601320684, 8.912176417652518e-05, 0.0002234217245131731, 0.00013277865946292877, 0.00010747223859652877 ], "n": 8 } }, "idea": { "mean": 0.0008653015684103593, "std": 0.00041340883077491884, "per_seed": [ 0.0006581585621461272, 0.0009649579296819866, 0.0017265599453821778, 0.0007086805999279022, 0.000453480111900717, 0.001295149908401072, 0.0006053093820810318, 0.0005101161077618599 ], "n": 8 }, "comparison": { "delta_mean": 0.0006637011301791063, "idea_wins": 0, "n_pairs": 8, "per_seed_diffs": [ 0.00037138917832635343, 0.0007434314611600712, 0.0016220068646362051, 0.0002615204139146954, 0.00036435834772419184, 0.001071728183887899, 0.00047253072261810303, 0.0004026438691653311 ], "p_value": 0.0081, "mde": 0.0003912591628540673, "mde_rel_pct": 194.07654382440347, "verdict": "idea worse (significant)", "system_worked": false }, "mechanism_signature": { "quantity": "finite perturbation amplification of trained memory features", "predicted_alpha_bound": 1.0, "observed_amplification": 5.219648766797036, "n_models": 8, "tolerance": "observed <= alpha + 0.15", "confirmed": false }, "idea_sweep": [ { "cfg": { "lr": 0.01, "alpha": 0.8 }, "mean": 0.0010894885854213499 }, { "cfg": { "lr": 0.01, "alpha": 0.9 }, "mean": 0.0009876549775071908 }, { "cfg": { "lr": 0.01, "alpha": 1.0 }, "mean": 0.0008653015684103593 } ], "protocol_notes": { "epochs": 15, "n_train": 800, "n_test": 200, "matched_task": "controlled damped pendulum horizon-8", "architecture_difference": "GRU recurrence versus two-column A/B memory" } }, "how_to_run": "/home/maxwelhelp/main/bin/python3 stage2_bench.py", "files": [ "stage2_bench.py", "bench_report.json" ], "limitations": "Only the registered built-in dynamics track was tested. No sequence-forecast track, longer horizon, FLOP-normalized timing, or larger training budget was run.", "system_verdict": "failed", "practical_verdict": "harms", "mechanism_ok": 0, "system_judged": true }