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

(универсальный)

Ответ агента:

{ "worked": false, "confidence": 9, "verdict": "The phase-margin Jacobian penalty was implemented and evaluated on the structurally matched registered dynamics track using the shared residual RNN architecture. It reduced mean MSE from 0.0463165 to 0.0447833, but the paired permutation p-value was 0.2886, so the required significant-win criterion was not met.", "metrics": { "baseline": "8-seed tuned mean MSE 0.04631647397764027, best lr=0.001, epochs=12", "idea": "8-seed best mean MSE 0.04478331212885678, lr=0.001, epochs=12", "delta_mean": -0.001533161848783493, "p_value": 0.2886 }, "bench_report": { "bench_version": 1, "track": "dynamics", "model": "rnn_small", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.001, "epochs": 12 }, "sweep": [ { "cfg": { "lr": 0.001, "epochs": 12 }, "per_seed": [ 0.029528150334954262, 0.04754278063774109, 0.033632513135671616, 0.031397681683301926, 0.029850929975509644, 0.12557671964168549, 0.022646039724349976, 0.05035697668790817 ], "mean": 0.04631647397764027, "std": 0.031218425382336913, "n": 8 }, { "cfg": { "lr": 0.003, "epochs": 12 }, "per_seed": [ 0.05427622050046921, 0.028770923614501953, 0.41897544264793396, 0.025073563680052757, 0.07675475627183914, 0.16374778747558594, 0.06638805568218231, 0.09212644398212433 ], "mean": 0.1157641492318362, "std": 0.12161998162703432, "n": 8 }, { "cfg": { "lr": 0.01, "epochs": 12 }, "per_seed": [ 0.68760746717453, 0.04096516966819763, 0.026457389816641808, 0.32609719038009644, 0.01830579899251461, 0.08879950642585754, 0.2804693281650543, 0.6182840466499329 ], "mean": 0.26087323715910316, "std": 0.25155552050299584, "n": 8 } ], "full": { "mean": 0.04631647397764027, "std": 0.031218425382336913, "per_seed": [ 0.029528150334954262, 0.04754278063774109, 0.033632513135671616, 0.031397681683301926, 0.029850929975509644, 0.12557671964168549, 0.022646039724349976, 0.05035697668790817 ], "n": 8 } }, "idea": { "per_seed": [ 0.029486622661352158, 0.047586631029844284, 0.03362056985497475, 0.03137165307998657, 0.02987625077366829, 0.11335577070713043, 0.022612692788243294, 0.05035630613565445 ], "mean": 0.04478331212885678, "std": 0.0273708875835822, "n": 8 }, "comparison": { "delta_mean": -0.001533161848783493, "idea_wins": 6, "n_pairs": 8, "per_seed_diffs": [ -4.152767360210419e-05, 4.385039210319519e-05, -1.1943280696868896e-05, -2.6028603315353394e-05, 2.532079815864563e-05, -0.012220948934555054, -3.3346936106681824e-05, -6.705522537231445e-07 ], "p_value": 0.2886, "mde": 0.003611027360643652, "mde_rel_pct": 7.796421123047731, "verdict": "no significant win", "system_worked": false }, "mechanism_signature": { "confirmed": true, "prediction": "phase certificate excess is suppressed by the Jacobian penalty", "observed_block_gain_proxy": [ 1.048457384109497, 1.0909651517868042, 0.9922256469726562, 1.0174890756607056 ], "predicted_excess_values": [ 0.8990192516358979, 0.941527019313205, 0.8427875144990571, 0.8680509431871064 ] }, "custom_track": null }, "how_to_run": "/home/maxwelhelp/main/bin/python3 stage2_bench.py", "files": [ "stage2_bench.py", "bench_report.json" ], "limitations": "Only the small registered dynamics track, 400 training samples, 200 test samples, 12 epochs, and a four-block residual RNN were tested. The Jacobian certificate used two coordinate probes and a coarse gamma grid; no large-scale network, wall-clock overhead, full product SRG enclosure, or broader architecture study was run.", "system_verdict": "partial", "practical_verdict": "inconclusive", "mechanism_ok": 1, "system_judged": true }