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

(универсальный)

Ответ агента:

{ "worked": true, "confidence": 8, "verdict": "Implemented and evaluated the pole-safe order-two rational layer on the registered dynamics track with paired end-to-end rnn_small systems, identical base architecture, and matched hyperparameter grids. The trained-model signature confirmed the predicted inverse-square baseline scaling versus bounded safe scaling. The idea significantly improved test MSE across all 8 paired seeds.", "metrics": { "baseline": "Mean test MSE 118.6587815284729, std 53.34609536660658, tuned lr=0.001.", "idea": "Mean test MSE 0.5461385995149612, std 0.43340968114270667, tuned lr=0.001.", "comparison": "delta_mean=-118.11264292895794, idea_wins=8/8, permutation p_value=0.0081." }, "bench_report": { "bench_version": 1, "track": "dynamics", "model": "rnn_small", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.001 }, "sweep": [ { "cfg": { "lr": 0.001 }, "mean": 140.784441947937 }, { "cfg": { "lr": 0.003 }, "mean": 870.165714263916 }, { "cfg": { "lr": 0.01 }, "mean": 682.9689865112305 } ], "full": { "mean": 118.6587815284729, "std": 53.34609536660658, "per_seed": [ 202.70230102539062, 60.04500961303711, 118.25131225585938, 182.13914489746094, 153.9148406982422, 100.01561737060547, 89.7911148071289, 42.410911560058594 ], "n": 8 } }, "idea": { "mean": 0.5461385995149612, "std": 0.43340968114270667, "per_seed": [ 0.30781564116477966, 0.6033635139465332, 0.3968035876750946, 1.6646853685379028, 0.3090420663356781, 0.2753473222255707, 0.3914429545402527, 0.4206083416938782 ], "n": 8 }, "comparison": { "delta_mean": -118.11264292895794, "idea_wins": 8, "n_pairs": 8, "per_seed_diffs": [ -202.39448538422585, -59.441646099090576, -117.85450866818428, -180.47445952892303, -153.6057986319065, -99.7402700483799, -89.39967185258865, -41.990303218364716 ], "p_value": 0.0081, "mde": 47.5644061392987, "mde_rel_pct": 40.085028285820826, "verdict": "idea better (significant)", "system_worked": true }, "audit": { "structural_match": "dynamics stability/control", "base_architecture": "rnn_small GRU plus scalar Laurent readout", "idea_configs": [ { "lr": 0.001 }, { "lr": 0.003 }, { "lr": 0.01 } ], "baseline_grid": [ { "lr": 0.001 }, { "lr": 0.003 }, { "lr": 0.01 } ], "baseline_best_lr": 0.001, "idea_best_lr": 0.001, "epochs": 12, "n_train": 400, "n_test": 200, "parameter_parity": true }, "mechanism_signature": { "prediction": "unsafe output scales as t^-2; safe output is bounded (t^0)", "observed": { "baseline": { "distances": [ 0.05, 0.03, 0.02, 0.01 ], "mean_abs_outputs": [ 1.7172616720199585, 4.7458672523498535, 10.651176452636719, 42.497459411621094 ], "loglog_slope": -1.99381250167288, "predicted_slope": -2.0, "absolute_slope_error": 0.006187498327119956 }, "idea": { "distances": [ 0.05, 0.03, 0.02, 0.01 ], "mean_abs_outputs": [ 1.0119659900665283, 1.0068100690841675, 1.0042619705200195, 1.0017340183258057 ], "loglog_slope": 0.00618747125927932, "predicted_slope": 0.0, "absolute_slope_error": 0.00618747125927932 } }, "confirmed": true }, "idea_sweep": [ { "cfg": { "lr": 0.001 }, "mean": 0.5461385995149612 }, { "cfg": { "lr": 0.003 }, "mean": 0.6001838333904743 }, { "cfg": { "lr": 0.01 }, "mean": 0.9318437203764915 } ] }, "how_to_run": "/home/maxwelhelp/main/bin/python3 stage2_bench.py", "files": [ "stage2_bench.py", "bench_report.json", "run.log" ], "limitations": "The test used the built-in 400-sample dynamics track, 12 epochs, and a fixed known scalar pole of order two. Learned pole estimation, lower-order nullspace cancellation, other pole orders, longer horizons, and a real SSM architecture were not tested.", "system_verdict": "worked", "practical_verdict": "helps", "mechanism_ok": 1, "system_judged": true }