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

(универсальный)

Ответ агента:

{ "worked": false, "confidence": 10, "verdict": "The ISS modular recurrent system was tested on the structurally correct registered dynamics track with eight paired seeds and a tuned baseline sweep. It performed significantly worse than the GRU baseline, and the trained-model perturbation signature did not confirm the predicted contraction bound; therefore the idea did not produce a benchmark win.", "metrics": { "baseline": "GRU rnn_small, best lr=0.003; full 8-seed test MSE mean 0.0067647010, std 0.0039439644.", "idea": "ISS modular residual model, best gamma=1.5, dt=0.1, lr=0.003; full 8-seed test MSE mean 0.0134742440, std 0.0050545781; paired delta +0.0067095430; p=0.04685." }, "bench_report": { "bench_version": 1, "track": "dynamics", "model": "rnn_small", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.003 }, "sweep": [ { "cfg": { "lr": 0.0015 }, "mean": 0.01389938301872462 }, { "cfg": { "lr": 0.003 }, "mean": 0.006244247197173536 }, { "cfg": { "lr": 0.006 }, "mean": 0.007728174212388694 } ], "full": { "mean": 0.0067647010437212884, "std": 0.0039439644249273965, "per_seed": [ 0.00582656916230917, 0.0031395666301250458, 0.012371733784675598, 0.0036391192115843296, 0.002855701372027397, 0.00469561293721199, 0.007864921353757381, 0.013724383898079395 ], "n": 8 } }, "idea": { "mean": 0.013474244042299688, "std": 0.005054578092032932, "per_seed": [ 0.007837503217160702, 0.024782177060842514, 0.007902047596871853, 0.0145634850487113, 0.013514268212020397, 0.010362541303038597, 0.015141943469643593, 0.013689986430108547 ], "n": 8 }, "comparison": { "delta_mean": 0.006709542998578399, "idea_wins": 2, "n_pairs": 8, "per_seed_diffs": [ 0.002010934054851532, 0.021642610430717468, -0.004469686187803745, 0.01092436583712697, 0.010658566839993, 0.005666928365826607, 0.007277022115886211, -3.4397467970848083e-05 ], "p_value": 0.04685, "mde": 0.00670636373721558, "mde_rel_pct": 99.13762180872938, "verdict": "idea worse (significant)", "system_worked": false }, "mechanism_signature": { "protocol_note": "Complete 8-seed paired protocol; reduced to 400 train/400 test and 8 epochs because standard 4000/30 run exceeded the environment time budget.", "prediction": "ISS residual cognitive perturbations remain contractive under the conservative bound", "signature": { "quantity": "trained perturbation norm ratio over 8 steps", "baseline_observed_ratio": 1.3777021169662476, "idea_observed_ratio": 1.9764628410339355, "idea_conservative_predicted_bound": 0.9299999999999999, "confirmed": false, "note": "GRU signature uses final hidden perturbation; modular uses cognitive trajectory." }, "idea_sweep": [ { "cfg": { "lr": 0.003, "gamma": 1.5, "dt": 0.1 }, "mean": 0.013771303230896592 }, { "cfg": { "lr": 0.003, "gamma": 2.0, "dt": 0.1 }, "mean": 0.01809797785244882 }, { "cfg": { "lr": 0.003, "gamma": 2.5, "dt": 0.1 }, "mean": 0.02604409120976925 } ], "parameter_counts": { "baseline": 13313, "idea": 6689 } } }, "how_to_run": "/home/maxwelhelp/main/bin/python3 iss_bench.py", "files": [ "iss_bench.py", "bench_report.json" ], "limitations": "The standard 4000-train/1000-test, 30-epoch protocol exceeded the environment time budget, so the completed full eight-seed protocol used 400 train/400 test samples and 8 epochs. The systems were not parameter-count matched (baseline 13313 versus idea 6689 parameters); only the registered dynamics track and three gamma values were tested, with no long-horizon rollout metric or full Jacobian spectral-norm sweep.", "system_verdict": "failed", "practical_verdict": "harms", "mechanism_ok": 0, "system_judged": true }