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

(универсальный)

Ответ агента:

{ "worked": false, "confidence": 9, "verdict": "Implemented and evaluated the Fourier Replay-Mode Stabilizer on the registered built-in dynamics track using matched circulant ring RNN systems. The analytic FFT/root sanity check passed, but the trained-model growth prediction was not quantitatively confirmed. Test MSE decreased slightly from 0.00430054 to 0.00418858, yet the paired permutation test gave p=0.2995, so the idea did not produce a significant win.", "metrics": { "baseline": "Mean test MSE 0.0043005410 +/- 0.0022540212 across 8 seeds; tuned best config lr=0.006, weight_decay=0.0001.", "idea": "Mean test MSE 0.0041885836 +/- 0.0022212944 across 8 seeds; spectral strength=0.1; paired delta=-0.0001119574, p=0.2995.", "sanity": "FFT coefficient error 7.85e-17; predicted growth -0.8527324 versus observed -0.8530675; absolute error 0.0003351; passed=true." }, "bench_report": { "bench_version": 1, "track": "dynamics", "model": "ring_rnn", "metric_direction": "lower is better", "n_seeds": 8, "baseline": { "best_cfg": { "lr": 0.006, "wd": 0.0001 }, "sweep": [ { "cfg": { "lr": 0.001, "wd": 0.0 }, "mean": 0.09482549037784338 }, { "cfg": { "lr": 0.001, "wd": 0.0001 }, "mean": 0.0948077691718936 }, { "cfg": { "lr": 0.003, "wd": 0.0 }, "mean": 0.009329887572675943 }, { "cfg": { "lr": 0.003, "wd": 0.0001 }, "mean": 0.009322796016931534 }, { "cfg": { "lr": 0.006, "wd": 0.0 }, "mean": 0.0037712849443778396 }, { "cfg": { "lr": 0.006, "wd": 0.0001 }, "mean": 0.003756003046873957 } ], "full": { "mean": 0.004300541011616588, "std": 0.002254021150865667, "per_seed": [ 0.0024547018110752106, 0.004727087914943695, 0.0022790830116719007, 0.005563139449805021, 0.009408666752278805, 0.0037723351269960403, 0.002070292131975293, 0.004129021894186735 ], "n": 8 } }, "idea": { "mean": 0.004188583581708372, "std": 0.002221294410541217, "per_seed": [ 0.0025346376933157444, 0.004659987520426512, 0.0020646981429308653, 0.004926756490021944, 0.00941324234008789, 0.0038586521986871958, 0.0022045269142836332, 0.003846167353913188 ], "n": 8 }, "comparison": { "delta_mean": -0.000111957429908216, "idea_wins": 4, "n_pairs": 8, "per_seed_diffs": [ 7.993588224053383e-05, -6.71003945171833e-05, -0.00021438486874103546, -0.0006363829597830772, 4.575587809085846e-06, 8.631707169115543e-05, 0.00013423478230834007, -0.00028285454027354717 ], "p_value": 0.2995, "mde": 0.0002159844454493105, "mde_rel_pct": 5.022262195986389, "verdict": "no significant win", "system_worked": false }, "mechanism_signature": { "predicted_vs_observed_growth": { "predicted_max_growth": -0.9413630873202358, "observed_perturbation_growth": 0.001524896847113279, "local_slope": 0.7495013698935509, "growth_abs_error": 0.9428879841673491, "confirmed": false }, "stage1_sanity": { "fft_error": 7.850462293418876e-17, "predicted_growth": -0.8527323896911315, "observed_growth": -0.8530675168113421, "abs_error": 0.00033512712021055435, "passed": true }, "idea_sweep": [ { "cfg": { "lr": 0.006, "wd": 0.0001, "strength": 0.01 }, "mean": 0.0042766523256432265 }, { "cfg": { "lr": 0.006, "wd": 0.0001, "strength": 0.03 }, "mean": 0.0042337587219662964 }, { "cfg": { "lr": 0.006, "wd": 0.0001, "strength": 0.1 }, "mean": 0.004188583581708372 } ] }, "parameter_count": 97, "device": "cuda" }, "how_to_run": "/home/maxwelhelp/main/bin/python3 stage2_bench.py", "files": [ "stage2_bench.py", "bench_report.json" ], "limitations": "Only the registered built-in dynamics track was tested. The delayed-copy replay-memory benchmark, replay-speed variance, forward/reverse reconstruction, delay-perturbation robustness, FLOP-matched replay evaluation, and full dominant-root branch search were not tested.", "system_verdict": "failed", "practical_verdict": "inconclusive", "mechanism_ok": 0, "system_judged": true }