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

(универсальный)

Ответ агента:

{ "worked": false, "confidence": 9, "verdict": "Implemented the contraction-aware Euler consistency intervention on the matched dynamics track using the shared rnn_small architecture, with 8 paired seeds and parity-preserving baseline/idea sweeps. Baseline and best idea both achieved mean test MSE 1.3684802866009704e-05; paired delta was 0.0 with permutation p=1.0, so there was no benchmark win. The Euler stability sanity check passed and the trained-model signature observed mean lambdah=0.2277172260841973 below alpha=1.8, but this did not improve task performance.", "metrics": { "baseline": "Best lr=0.006; 8-seed test MSE mean=1.3684802866009704e-05, std=2.4297331089709535e-06.", "idea": "Best lr=0.006, alpha=1.8, penalty=0.1; 8-seed test MSE mean=1.3684802866009704e-05, std=2.4297331089709535e-06.", "paired_comparison": "delta_mean=0.0, idea_wins=0/8, p_value=1.0, verdict=no measurable effect.", "math_sanity": "Predicted Euler stability boundary lambdah=2.0; observed grid boundary=1.9999999999999998.", "mechanism_signature": "Observed mean lambda*h=0.2277172260841973 versus predicted cap alpha=1.8; confirmed=true, but no task-metric gain." }, "how_to_run": "/home/maxwelhelp/main/bin/python3 bench_experiment.py", "files": [ "bench_experiment.py", "bench_report.json", "bench_run.log" ], "limitations": "Only the built-in damped controlled-pendulum dynamics track was tested. CIFAR-10 latent diffusion and nonlinear neural-ODE inference were not tested. The local full-vs-two-half perturbation used a constant secant field, making the proxy effectively inactive; genuine time-varying neural vector-field integration and wall-clock speedup remain untested.", "bench_report": { "bench_version": 1, "track": "dynamics", "model": "rnn_small", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.006 }, "sweep": [ { "cfg": { "lr": 0.001 }, "mean": 0.0002686133266252 }, { "cfg": { "lr": 0.003 }, "mean": 2.242995651613455e-05 }, { "cfg": { "lr": 0.006 }, "mean": 1.271909741262788e-05 } ], "full": { "mean": 1.3684802866009704e-05, "std": 2.4297331089709535e-06, "per_seed": [ 1.0965275578200817e-05, 1.3063688129477669e-05, 1.363205592497252e-05, 1.321537001786055e-05, 1.694267484708689e-05, 1.7903314073919325e-05, 1.3341849808057304e-05, 1.0414194548502564e-05 ], "n": 8 } }, "idea": { "mean": 1.3684802866009704e-05, "std": 2.4297331089709535e-06, "per_seed": [ 1.0965275578200817e-05, 1.3063688129477669e-05, 1.363205592497252e-05, 1.321537001786055e-05, 1.694267484708689e-05, 1.7903314073919325e-05, 1.3341849808057304e-05, 1.0414194548502564e-05 ], "n": 8 }, "comparison": { "delta_mean": 0.0, "idea_wins": 0, "n_pairs": 8, "per_seed_diffs": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "p_value": 1.0, "mde": 0.0, "mde_rel_pct": 0.0, "verdict": "no measurable effect", "system_worked": false }, "mechanism_signature": { "prediction": "contraction-aware perturbation should remain below Euler stability cap alpha<2", "predicted_alpha": 1.8, "observed_mean_lambda_h": 0.2277172260841973, "observed_idea_proxy": 7.496510079363361e-09, "confirmed": true }, "math_sanity": { "predicted_boundary_lambda_h": 2.0, "observed_grid_boundary": 1.9999999999999998, "max_boundary_error": 2.220446049250313e-16, "passed": true }, "idea_sweep": [ { "cfg": { "lr": 0.006, "alpha": 1.8, "penalty": 0.1 }, "mean": 1.3684802866009704e-05 }, { "cfg": { "lr": 0.003, "alpha": 0.5, "penalty": 0.1 }, "mean": 2.628253741931985e-05 }, { "cfg": { "lr": 0.001, "alpha": 1.0, "penalty": 0.1 }, "mean": 0.00021658051718986826 } ] }, "system_verdict": "partial", "practical_verdict": "no_effect", "mechanism_ok": 1, "system_judged": true }