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

(универсальный)

Ответ агента:

{ "worked": false, "confidence": 9, "verdict": "The First-Hit Interacting Optimizer was evaluated on the registered tabular Friedman#1 track with matched four-particle mlp_tiny systems, equal training budget, tuned baseline, shared learning-rate search space, and eight paired seeds. The best idea configuration selected no interaction and exactly tied the baseline; nonzero normalized and unnormalized interactions were worse, and the trained-model first-hit signature did not confirm the predicted algebraic scaling.", "metrics": { "baseline": "Best baseline lr=0.003, weight_decay=0.0; mean test MSE 9.189739 over 8 seeds.", "idea": "Best idea lr=0.003, alpha=0.0, normalized=true; mean test MSE 9.189739; paired delta=0.0; permutation p=1.0. Nonzero unnormalized alpha=0.1 at lr=0.003 obtained mean MSE 9.829402." }, "bench_report": { "bench_version": 1, "track": "tabular", "model": "mlp_tiny", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.003, "weight_decay": 0.0 }, "sweep": [ { "cfg": { "lr": 0.001, "weight_decay": 0.0 }, "mean": 55.30739402770996 }, { "cfg": { "lr": 0.001, "weight_decay": 0.0001 }, "mean": 55.30739402770996 }, { "cfg": { "lr": 0.003, "weight_decay": 0.0 }, "mean": 9.189739227294922 }, { "cfg": { "lr": 0.003, "weight_decay": 0.0001 }, "mean": 9.189739227294922 }, { "cfg": { "lr": 0.01, "weight_decay": 0.0 }, "mean": 16.260348558425903 }, { "cfg": { "lr": 0.01, "weight_decay": 0.0001 }, "mean": 16.260348558425903 } ], "full": { "mean": 9.189739227294922, "std": 1.060225, "per_seed": [ 8.371176719665527, 9.78935432434082, 10.369681358337402, 8.228744506835938, 8.8460054397583, 11.477396011352539, 10.141501426696777, 9.810718536376953 ], "n": 8 } }, "idea": { "mean": 9.189739227294922, "std": 1.060225, "per_seed": [ 8.371176719665527, 9.78935432434082, 10.369681358337402, 8.228744506835938, 8.8460054397583, 11.477396011352539, 10.141501426696777, 9.810718536376953 ], "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": "unnormalized coherent force should yield algebraic first-hit acceleration with ideal log-log slope -1", "observed_NN_scale": [ { "N": 2, "mean_test_metric": 9.453512, "mean_first_hit_epoch": 2.25, "mean_force_to_gradient": 0.0 }, { "N": 4, "mean_test_metric": 9.189739, "mean_first_hit_epoch": 2.25, "mean_force_to_gradient": 0.0 }, { "N": 8, "mean_test_metric": 9.189739, "mean_first_hit_epoch": 2.0, "mean_force_to_gradient": 0.0 } ], "observed_loglog_first_hit_slope": -0.0849625, "confirmed": false }, "idea_sweep": [ { "cfg": { "lr": 0.001, "alpha": 0.0, "normalized": true }, "mean": 54.075211 }, { "cfg": { "lr": 0.001, "alpha": 0.1, "normalized": true }, "mean": 50.048233 }, { "cfg": { "lr": 0.001, "alpha": 0.1, "normalized": false }, "mean": 50.564008 }, { "cfg": { "lr": 0.003, "alpha": 0.0, "normalized": true }, "mean": 9.629323 }, { "cfg": { "lr": 0.003, "alpha": 0.1, "normalized": true }, "mean": 9.8338 }, { "cfg": { "lr": 0.003, "alpha": 0.1, "normalized": false }, "mean": 9.829402 }, { "cfg": { "lr": 0.01, "alpha": 0.0, "normalized": true }, "mean": 16.260349 }, { "cfg": { "lr": 0.01, "alpha": 0.1, "normalized": true }, "mean": 17.912509 }, { "cfg": { "lr": 0.01, "alpha": 0.1, "normalized": false }, "mean": 18.415681 } ], "equal_budget": { "baseline": "4 independent Adam particles", "idea": "4 interacting Adam particles", "epochs_per_particle": 10, "batch": 128 } }, "how_to_run": "/home/maxwelhelp/main/bin/python3 bench_first_hit.py", "files": [ "bench_first_hit.py", "bench_report.json" ], "limitations": "Only the registered tabular track was tested. The main comparison used population size N=4; N=2,4,8 were used for the mechanism signature. Stochastic pairwise kicks were implemented in the local module but were not selected in the final sweep. No wall-clock or FLOP speedup was measured.", "system_verdict": "failed", "practical_verdict": "no_effect", "mechanism_ok": 0, "system_judged": true }