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

(универсальный)

Ответ агента:

{ "worked": false, "confidence": 10, "verdict": "Implemented delayed ring parameter coupling for four matched MLP workers on the tabular optimizer track, with baseline sweep, three idea settings, eight paired seeds, permutation testing, and a trained-model mechanism signature. The best idea was significantly worse than independent local Adam: MSE 15.5131 versus 8.4714, paired delta +7.0418, p=0.0081. The predicted slowdown was not confirmed at NN scale: observed step ratio 0.3576 versus predicted 1.0, relative error 64.2%.", "metrics": { "baseline": "Independent local Adam, best lr=0.01: mean test MSE 8.4713711143, std 0.7896253921, 8 seeds.", "idea": "Delayed-consensus intervention, best tested lr=0.003, k=0.02, delay=0: mean test MSE 15.5131357908, std 0.7923130595, 8 seeds.", "comparison": "delta_mean=+7.0417646766; idea_wins=0/8; permutation_p=0.0081; verdict=idea worse (significant)" }, "how_to_run": "/home/maxwelhelp/main/bin/python3 stage2_bench.py", "files": [ "stage2_bench.py", "bench_report.json" ], "limitations": "Only the structurally matched tabular track was tested. Vision, sequence, and dynamics were not run; communication wall-clock and FLOP speed were not measured. The compact experiment used 800 training samples, 400 test samples, 18 epochs, four workers, and a three-point learning-rate sweep.", "bench_report": { "bench_version": 1, "track": "tabular", "model": "mlp_tiny", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.01, "k": 0.0, "delay": 0 }, "sweep": [ { "cfg": { "lr": 0.001, "k": 0.0, "delay": 0 }, "mean": 26.43767786026001 }, { "cfg": { "lr": 0.003, "k": 0.0, "delay": 0 }, "mean": 13.834030151367188 }, { "cfg": { "lr": 0.01, "k": 0.0, "delay": 0 }, "mean": 8.090400218963623 } ], "full": { "mean": 8.471371114253998, "std": 0.789625392148929, "per_seed": [ 7.42649507522583, 8.836640357971191, 7.776073932647705, 8.322391510009766, 7.539560794830322, 8.821172714233398, 9.681197166442871, 9.367437362670898 ], "n": 8 } }, "idea": { "mean": 15.51313579082489, "std": 0.7923130595085129, "per_seed": [ 14.976237297058105, 14.776838302612305, 16.32500648498535, 14.312763214111328, 15.06303882598877, 16.302553176879883, 15.731860160827637, 16.616788864135742 ], "n": 8 }, "comparison": { "delta_mean": 7.041764676570892, "idea_wins": 0, "n_pairs": 8, "p_value": 0.0081, "verdict": "idea worse (significant)", "system_worked": false }, "mechanism_signature": { "predicted_slowdown": 1.0, "observed_collective_step_ratio": 0.3575581591576338, "relative_error": 0.6424418408423662, "final_disagreement": 9.698813028080622e-05, "confirmed": false } }, "system_verdict": "failed", "practical_verdict": "harms", "mechanism_ok": 0, "system_judged": true }