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

(универсальный)

Ответ агента:

{ "worked": true, "confidence": 8, "verdict": "The residual/Jacobian system was implemented end-to-end on the structurally matched controlled-pendulum dynamics track using the shared rnn_small GRU architecture. It significantly outperformed the tuned baseline across all 8 paired seeds: delta_mean=-0.000116099 and permutation p=0.0081. The trained-model signature confirmed the predicted mechanism because closure magnitude rose with defect, correlation 0.990.", "metrics": { "baseline": "rnn_small, tuned lr=0.01; mean test MSE=0.0001201643, std=0.0000567395.", "idea": "ResidualRNN with analytic pendulum background, residual coordinates, and sigmoid defect gate; best lr=0.003; mean test MSE=0.00000406562, std=0.00000015780." }, "how_to_run": "/home/maxwelhelp/main/bin/python3 bench_experiment.py", "files": [ "bench_experiment.py", "bench_report.json" ], "limitations": "Only the built-in controlled-pendulum dynamics track was tested, using 1000 training samples, 400 test samples, 15 epochs, and the shared rnn_small architecture. Spatial Klein-Gordon PDEs, FFT resolution scaling, long-horizon rollout, FLOP timing, and broader background-resolution sweeps were not tested.", "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": 0.001094405583 }, { "cfg": { "lr": 0.003 }, "mean": 0.000573064317 }, { "cfg": { "lr": 0.01 }, "mean": 0.000152281995 } ], "full_mean": 0.0001201643272 }, "idea": { "best_cfg": { "lr": 0.003, "gate_mid": 0.08, "gate_slope": 3.0 }, "mean": 4.06561924e-06, "std": 1.577965e-07, "n": 8 }, "comparison": { "delta_mean": -0.000116098708, "idea_wins": 8, "n_pairs": 8, "p_value": 0.0081, "verdict": "idea better (significant)", "system_worked": true }, "mechanism_signature": { "trained_model": true, "defect_low_closure": 0.00209280732, "defect_high_closure": 0.01778038964, "defect_closure_corr": 0.99022366, "background_rmse": 0.00813035201, "confirmed": true }, "protocol": { "paired_seeds": [ 0, 1, 2, 3, 4, 5, 6, 7 ], "sweep_seeds": [ 0, 1, 2, 3 ], "epochs": 15, "n_train": 1000, "n_test": 400, "same_architecture": true, "baseline_grid_lrs": [ 0.001, 0.003, 0.01 ], "idea_grid_lrs": [ 0.001, 0.003, 0.01 ] } }, "system_verdict": "worked", "practical_verdict": "helps", "mechanism_ok": 1, "system_judged": true }