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

(универсальный)

Ответ агента:

{ "worked": false, "confidence": 10, "verdict": "The official registered tabular track was run with the matched mlp_tiny architecture, an 8-seed paired evaluation, and a tuned Adam baseline sweep. The best third-order configuration reached test MSE 220.653 versus 7.183 for the baseline; delta_mean was +213.470 and p=0.0081, yielding the official verdict idea worse (significant). The mechanism signature was not confirmed and the idea did not transfer successfully.", "metrics": { "baseline": "Adam via official bench.train_model, lr=0.01, weight_decay=0.0001; full 8-seed mean test MSE 7.183188855648041.", "idea": "Third-order Langevin, dt=0.003, gamma=1.0, temperature=0; full 8-seed mean test MSE 220.65338706970215.", "comparison": "delta_mean=213.4701982140541; idea_wins=0/8; permutation p_value=0.0081; verdict=idea worse (significant)." }, "bench_report": { "bench_version": 1, "track": "tabular", "model": "mlp_tiny", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.01, "weight_decay": 0.0001 }, "sweep": [ { "cfg": { "lr": 0.001, "weight_decay": 0.0 }, "mean": 15.90550446510315 }, { "cfg": { "lr": 0.001, "weight_decay": 0.0001 }, "mean": 15.877723932266235 }, { "cfg": { "lr": 0.003, "weight_decay": 0.0 }, "mean": 9.71069884300232 }, { "cfg": { "lr": 0.003, "weight_decay": 0.0001 }, "mean": 9.578425407409668 }, { "cfg": { "lr": 0.01, "weight_decay": 0.0 }, "mean": 7.003860950469971 }, { "cfg": { "lr": 0.01, "weight_decay": 0.0001 }, "mean": 6.940991640090942 } ], "full": { "mean": 7.183188855648041, "std": 0.6070482381931488, "per_seed": [ 6.755654335021973, 7.163381099700928, 6.924261093139648, 6.920670032501221, 6.168270111083984, 7.485415458679199, 7.807327747344971, 8.240530967712402 ], "n": 8 } }, "idea": { "mean": 220.65338706970215, "std": 6.711567657993523, "per_seed": [ 227.8157958984375, 220.93875122070312, 227.989990234375, 210.31065368652344, 223.4892578125, 218.9625701904297, 210.06019592285156, 225.65988159179688 ], "n": 8 }, "comparison": { "delta_mean": 213.4701982140541, "idea_wins": 0, "n_pairs": 8, "per_seed_diffs": [ 221.06014156341553, 213.7753701210022, 221.06572914123535, 203.38998365402222, 217.32098770141602, 211.4771547317505, 202.2528681755066, 217.41935062408447 ], "p_value": 0.0081, "mde": 6.138174864466896, "mde_rel_pct": 85.45194881853251, "verdict": "idea worse (significant)", "system_worked": false }, "mechanism_signature": { "prediction": "noise enters acceleration only; at temperature=0 injected-noise standard deviation is zero", "predicted_injected_noise_std": 0.0, "observed_trained_acceleration_norm_mean": 15.645100752559667, "observed_trained_gradient_norm_mean": 98.2094500956436, "observed_acceleration_to_gradient_ratio_mean": 0.1593389100379601, "confirmed": false } }, "how_to_run": "/home/maxwelhelp/main/bin/python3 stage2_official_bench.py", "files": [ "third_order_optimizer.py", "stage2_official_bench.py", "bench_report.json" ], "limitations": "Only the structurally appropriate built-in tabular optimizer track was run. No vision, sequence, or dynamics track was tested; no Hessian-vector curvature controller or nonzero-temperature escape experiment was included in the official round.", "system_verdict": "failed", "practical_verdict": "harms", "mechanism_ok": 0, "system_judged": true }