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

(универсальный)

Ответ агента:

{ "worked": true, "confidence": 5, "verdict": "The basin-aware hysteresis guard was implemented as a recurrent-state intervention and evaluated against the matched baseline on the actuated-pendulum dynamics benchmark. It improved test MSE significantly across eight paired seeds, but the perturbation-recovery signature was not confirmed, so the practical gain should be treated as empirical rather than mechanistically validated.", "metrics": { "baseline": "mean test MSE 0.0023595202 ± 0.0007644031; best lr=0.01, epochs=15", "idea": "mean test MSE 0.0013422397 ± 0.0003630925; best lr=0.01, damping=0.5, eps=0.15, delta=0.35, epochs=15", "paired_delta": "-0.0010172805; 7/8 idea wins; permutation p=0.01485" }, "bench_report": { "bench_version": 1, "track": "dynamics", "model": "rnn_small", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.01, "epochs": 15, "damping": 1.0 }, "sweep": [ { "cfg": { "lr": 0.001, "epochs": 15, "damping": 1.0 }, "mean": 0.016809451510198414 }, { "cfg": { "lr": 0.003, "epochs": 15, "damping": 1.0 }, "mean": 0.005665019620209932 }, { "cfg": { "lr": 0.01, "epochs": 15, "damping": 1.0 }, "mean": 0.0022826905187685043 } ], "full": { "mean": 0.002359520163736306, "std": 0.0007644030858149881, "per_seed": [ 0.001249853172339499, 0.002188401995226741, 0.002345386426895857, 0.0033471204806119204, 0.0033662922214716673, 0.0015826028538867831, 0.0030378259252756834, 0.0017586782341822982 ], "n": 8 } }, "idea": { "mean": 0.0013422396659734659, "std": 0.0003630924813985613, "per_seed": [ 0.001863177865743637, 0.001077942200936377, 0.001123852445743978, 0.0017142429715022445, 0.0011969851329922676, 0.0008323417860083282, 0.0017935478826984763, 0.0011358270421624184 ], "n": 8, "best_cfg": { "lr": 0.01, "epochs": 15, "damping": 0.5, "eps": 0.15, "delta": 0.35 }, "sweep": [ { "cfg": { "lr": 0.001, "epochs": 15, "damping": 0.5, "eps": 0.15, "delta": 0.35 }, "mean": 0.01401310320943594 }, { "cfg": { "lr": 0.001, "epochs": 15, "damping": 0.7, "eps": 0.25, "delta": 0.35 }, "mean": 0.015718030161224306 }, { "cfg": { "lr": 0.001, "epochs": 15, "damping": 0.35, "eps": 0.2, "delta": 0.35 }, "mean": 0.013062152196653187 }, { "cfg": { "lr": 0.003, "epochs": 15, "damping": 0.5, "eps": 0.15, "delta": 0.35 }, "mean": 0.004635538120055571 }, { "cfg": { "lr": 0.003, "epochs": 15, "damping": 0.7, "eps": 0.25, "delta": 0.35 }, "mean": 0.004597917490173131 }, { "cfg": { "lr": 0.003, "epochs": 15, "damping": 0.35, "eps": 0.2, "delta": 0.35 }, "mean": 0.004916691017569974 }, { "cfg": { "lr": 0.01, "epochs": 15, "damping": 0.5, "eps": 0.15, "delta": 0.35 }, "mean": 0.0014448038709815592 }, { "cfg": { "lr": 0.01, "epochs": 15, "damping": 0.7, "eps": 0.25, "delta": 0.35 }, "mean": 0.0021654691954609007 }, { "cfg": { "lr": 0.01, "epochs": 15, "damping": 0.35, "eps": 0.2, "delta": 0.35 }, "mean": 0.0016093126323539764 } ] }, "comparison": { "delta_mean": -0.0010172804977628402, "idea_wins": 7, "n_pairs": 8, "per_seed_diffs": [ 0.0006133246934041381, -0.0011104597942903638, -0.0012215339811518788, -0.0016328775091096759, -0.0021693070884793997, -0.0007502610678784549, -0.001244278042577207, -0.0006228511920198798 ], "p_value": 0.01485, "mde": 0.0006846987059140442, "mde_rel_pct": 29.018557096364123, "verdict": "idea better (significant)", "system_worked": true }, "mechanism_signature": { "prediction": "guard should increase perturbation recovery and reduce local recurrent gain", "observed_recovery_delta": 0.0, "confirmed": false, "note": "Measured on trained baseline and idea systems; all tested perturbation recovery rates were 0.0 and recurrent norm was not consistently reduced." }, "structural_match": "Dynamics track: actuated pendulum rollout directly tests recurrent stability/control." }, "how_to_run": "/home/maxwelhelp/main/bin/python3 bench_experiment.py", "files": [ "bench_experiment.py", "bench_report.json", "bench_run.log" ], "limitations": "Only the registered dynamics track was tested. The mechanism signature failed confirmation, no throughput measurement was included, and robustness beyond the built-in dynamics test MSE was not evaluated.", "system_verdict": "worked", "practical_verdict": "helps", "mechanism_ok": 0, "system_judged": true }