{"item": "q08-k01-s03-h45-p24", "blocked": null, "outcome": "NOTHING BEAT START: best monitor gain over START was 0.0 (the z=0 start point); every five-minute monitor of the ES mean was negative (-0.015 to -0.042). Returned params are START unchanged; frozen file == START byte for byte.", "source_hashes": {"START_code_zb64_sha256": "9253b6f3a49eafc1ed21ad19d9e2c0761c2ff151a6a7aa81e16de83834ad6a1b", "note": "the START artifact's own source_hashes.START_code (cb6d9455...) differs from its code_sha256 (9253b6f3...); I used code_zb64 (sha 9253b6f3...) as START", "IB_code": "301941829a44bb60977bb28181a5e4bfa6544f3696763f987054789b2611d686", "replica_source": "1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c"}, "gates": {"A": {"sequences": 50, "callbacks": 100000, "max_fee_diff_bps": 6.03359680663787e-05, "passed": true, "seeds": [9200000, 9200049], "threshold_bps": 0.01, "what": "first 2000 afterSwap callbacks of 50 replica markets (START port) replayed in EVM on START Solidity vs port"}, "B": {"passed": true, "seeds": [8097280, 8097791], "n": 512, "mean_diff": 0.9155852671945004, "se": 0.04393220065153914, "real_reference": 0.793, "abs_error": 0.1226, "threshold": 0.15}, "C": {"sequences": 50, "callbacks": 100000, "max_fee_diff_bps": 6.120889688761982e-05, "passed": true, "seeds": [9200100, 9200149], "threshold_bps": 0.1, "what": "frozen file == START; recorded from port on new seeds"}, "synthetic_stress": "not run"}, "speed": {"markets_per_s": 348.0, "cpus": 4, "scope": "warmed persistent 4-process pool, 1024 10000-step markets (START+IB ports); search throughput ~280/s incl. overhead"}, "search": {"method": "CMA-ES (pycma) over 219 z, z=0 at START", "es_seed": 20261608, "population": 24, "sigma0": 0.3, "sigma_cap": "0.3*0.5^(minutes/45)", "M": 512, "train_seed_start": 156000000, "train_seed_end": 156043007, "monitor_seeds": [30000000, 30002047], "generations": 84, "minutes": 67.97, "market_evaluations": 1032192, "curve_columns": ["minutes", "gain_over_START", "se", "sigma"], "curve": [[0.0, 0.0, 0.0, 0.3], [5.01, -0.03274915220205202, 0.0077904307024148755, 0.26357763813087287], [10.11, -0.04640400973416081, 0.008009753674930687, 0.24979871173150892], [15.82, -0.05274625175407788, 0.007952688564323823, 0.23511410334450394], [20.91, -0.03532962897897754, 0.00688206197034315, 0.21738674781459996], [26.62, -0.042020402676334084, 0.00712584000944696, 0.1990781976869048], [32.31, -0.0375193526902555, 0.00723534770257474, 0.18237294971189633], [38.1, -0.029497172952007628, 0.0078179959822445, 0.1668210213353641], [43.56, -0.022143362833578734, 0.006920425148170579, 0.15335275014814645], [49.07, -0.020662854887107923, 0.006852081879717717, 0.14089376841587808], [54.11, -0.033932359028319425, 0.007669074561280699, 0.13036892956255938], [59.79, -0.014196579871412263, 0.007142359963312457, 0.11943343910059631], [65.45, -0.011963643547437952, 0.006844854535246026, 0.10946937854986084], [67.97, -0.015351707632311223, 0.00729485483524797, 0.10530237928683536]], "best_monitor": {"gain_over_START": 0.0, "se": 0.0, "generation": 0, "point": "z=0 (START)"}}, "params": {"W1": [[-0.176997, 0.759913, -0.607316, 3.064729, -2.397445, 0.490413, -1.463102, 2.532234, -5.334064, -1.9222, -0.694299, -0.51101, 0.409336, -2.319113, -0.616024, -0.560712, -1.108771, -0.07686, 1.689767], [0.749403, 0.927639, 1.920145, 2.59831, -0.154325, -0.185428, -0.413339, 0.430805, -0.345349, 0.119308, -0.059679, -1.768258, 0.056022, -0.182701, -0.173974, 0.89427, 0.260072, 0.067068, 0.977048], [0.877318, 3.793499, -1.312105, 0.843833, 0.937328, 2.120865, -1.612858, 0.9345, 1.403904, -0.774995, 0.583354, 0.108677, -0.087352, 0.323193, 0.161516, 1.065185, -2.552558, -0.437531, -2.551197], [0.247895, -1.520508, 0.992764, -0.226949, -1.169068, -0.552887, 0.137885, -0.124757, 0.636913, 0.156567, 0.198623, -1.581699, -0.390313, 0.359219, 0.168015, -1.109885, 1.018385, -0.243261, -0.965612], [1.045192, 0.674658, 4.754701, -0.124304, -2.206268, -1.296372, -1.005856, -0.726684, -0.409844, 0.609799, 0.025742, -2.346546, -0.161326, -1.195896, 0.343508, -0.750284, 2.256378, -0.026349, 0.625686], [1.361898, -2.076545, 0.167834, -1.48212, 3.964198, 1.373475, 3.837027, 0.649171, -0.484219, -0.056199, -0.008882, 3.387515, 0.688338, -1.078445, 0.17622, 0.32894, -1.78916, -0.302653, -1.568467], [-0.673286, 1.149198, 0.124468, -0.739598, 2.688452, 0.822718, -1.301634, 2.340034, 1.372744, -1.535532, 1.149279, 1.021293, 1.539016, -0.970707, -0.92404, -1.580181, 0.666772, -0.764222, 2.839311], [-2.515823, -2.942958, 3.462455, 3.773968, -0.009852, -1.002908, -1.52168, 2.533901, 0.364276, -1.060362, 2.573698, -2.046107, 1.401962, 0.018048, 0.413046, 0.939239, -0.272336, -1.950012, 1.164793]], "b1": [2.258205, -1.688267, -4.067462, -0.877852, -1.168667, -2.427504, -0.725963, 0.200219], "W2": [[0.053395, -2.047954, 1.103189, -0.600331, -3.128621, -0.763904, -0.831052, 0.684382], [0.493688, -1.938963, -1.782929, 3.655466, 0.340409, -1.896285, 0.95557, -0.32051]], "b2": [1.560235, 2.820259], "constants": {"ELAPSED_CAP": 7, "SIGNAL_THRESHOLD": 0.001160146365492428, "DIR_DECAY": 0.7425790531106053, "ACT_DECAY": 0.3627129193773956, "SIZE_DECAY": 0.5145718805613154, "TOX_DECAY": 0.931334186146359, "SIGMA_DECAY": 0.7358799072039581, "LAMBDA_DECAY": 0.992016217861851, "SIZE_BLEND_DECAY": 0.8389167157242978, "TOX_BLEND_DECAY": 0.265113898351674, "ACT_BLEND_DECAY": 0.9871305255307739, "PHAT_ALPHA": 0.2506739163968776, "PHAT_ALPHA_RETAIL": 0.05202576862338766, "PHAT_ALPHA_SAME": 0.1432819314233796, "DIR_IMPACT_MULT": 4, "GATE_SIGMA_MULT": 6.3965762221777185, "MIN_GATE": 0.029155056358021497, "TRADE_TOX_BOOST": 0.28729457786644436, "STALE_ATTRACT_FRAC": 0.6921356499659661, "RET_CAP": 0.020704982534600447, "TOX_CAP": 0.20569886986535985, "TRADE_RATIO_CAP": 0.18770870394224734, "LAMBDA_CAP": 1.0525655769267344, "STEP_COUNT_CAP": 64, "BASE_FEE": 0.000377247866990593, "SIGMA_COEF": 0.2051812147020572, "LAMBDA_COEF": 0.001292768640037444, "FLOW_SIZE_COEF": 0.5372693360570386, "TOX_COEF": 0.030724614186944083, "TOX_QUAD_COEF": 1.5855898998564664, "ACT_COEF": 8.367736522524028, "DIR_COEF": 0.001911778676094586, "DIR_TOX_COEF": 0.008207843377267543, "STALE_DIR_COEF": 0.7544992533787013, "SIGMA_TOX_COEF": 0.059198091468550325, "TAIL_KNEE": 0.05623054213198935, "TAIL_SLOPE_PROTECT": 0.83662898218868, "TAIL_SLOPE_ATTRACT": 0.8412637933748139, "ANCHOR_COUNT_CAP": 713, "ANCHOR_LINEAR_K": 0.6480604249794563, "ANCHOR_QUADRATIC_K": 1.1020360625541505}, "scaling": {"feature_order": ["sigmaHat", "lambdaHat", "sizeHat", "toxEma", "actEma", "direction", "(spot-staleHat)/staleHat", "signed_trade_ratio", "arb_probability", "first_in_step", "uncertainty", "min(silent,8)/8", "anchor_mean", "raw_size", "step_trade_count", "prev_bid_fee", "prev_ask_fee", "steps_since_arb_like_print", "router_implied_vanilla_spot_dev"], "feature_multipliers": [1000.0, 2.0, 500.0, 500.0, 500.0, 1.0, 500.0, 500.0, 2.0, 2.0, 1000000.0, 1.0, 500.0, 647.054817, 1.395287, 220.617911, 228.148131, 0.412565, 274.335453], "feature_offsets": [-1.0, -1.0, -1.0, -1.0, -1.0, -1.0, 0.0, 0.0, -1.0, -1.0, -1.0, 0.0, -1.0, -0.618293, -2.037262, -0.803057, -0.808615, -0.823811, 0.001772], "weight_fixed_point_scale": 1000000, "input_clip": [-4, 4], "hidden_relu_clip": [0, 4], "output_unit_fee": 0.0001, "note": "unchanged from CG"}}, "code_zb64": 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", "port_sha256": "732c0fb615480020795039a111e4a49a46f851e6f29720b092665b247d79006b", "holdout": {"frozen_vs_start": {"n": 8192, "mean_diff": 0.0, "se": 0.0, "note": "identical file"}, "frozen_vs_IB": {"n": 8192, "mean_diff": 0.848128924971447, "se": 0.009764553202458112, "retail_delta": -0.37270420240813934, "arb_delta": 1.2208331273795872, "seeds": [41090000, 41098191], "start_mean": 529.2876446990099, "IB_mean": 528.4395157740385}, "start_vs_IB": {"n": 8192, "mean_diff": 0.848128924971447, "se": 0.009764553202458112, "retail_delta": -0.37270420240813934, "arb_delta": 1.2208331273795872, "seeds": [41090000, 41098191], "start_mean": 529.2876446990099, "IB_mean": 528.4395157740385}, "replica_seeds": [41090000, 41098191]}, "real": {"engine": "amm_sim_rs.run_batch(X, VanillaStrategy, configs, 8); each arm alone, 64-seed commands, MatchRunner._build_configs draw order", "frozen_vs_start": {"n": 512, "mean_diff": 0.0, "se": 0.0, "sum": 0.0, "sumsq": 0.0, "worst5": [{"seed": 8185553, "diff": 0.0}, {"seed": 8185823, "diff": 0.0}, {"seed": 8185551, "diff": 0.0}, {"seed": 8185567, "diff": 0.0}, {"seed": 8185432, "diff": 0.0}], "quartiles": "all zero: frozen file is byte-identical to START"}, "frozen_vs_IB": {"n": 512, "mean_diff": 0.8822810998783818, "se": 0.03730236096129082, "sum": 451.72792313773147, "sumsq": 762.6030762557309, "worst5": [{"seed": 8185553, "diff": -1.3832021849930243}, {"seed": 8185823, "diff": -1.3535931566354975}, {"seed": 8185551, "diff": -1.1334009626121997}, {"seed": 8185567, "diff": -1.0733087021294523}, {"seed": 8185432, "diff": -0.9888440919244204}], "retail_volume_y_delta": 310.7768774252635, "arb_volume_y_delta": -78.88331783492262, "pnl_delta": 0.9328106482221799, "by_quartile": [{"quartile": 1, "n": 128, "IB_retail_volume_y_min": 57828.03433591031, "IB_retail_volume_y_max": 69138.28863789813, "mean_diff": 0.8796039083097824}, {"quartile": 2, "n": 128, "IB_retail_volume_y_min": 69239.16447734505, "IB_retail_volume_y_max": 77677.89429418543, "mean_diff": 0.8133547914922046}, {"quartile": 3, "n": 128, "IB_retail_volume_y_min": 77722.17151962721, "IB_retail_volume_y_max": 86635.8752732264, "mean_diff": 0.8980087390323637}, {"quartile": 4, "n": 128, "IB_retail_volume_y_min": 86758.58361411511, "IB_retail_volume_y_max": 97860.7305941764, "mean_diff": 0.9381569606791764}], "seeds": [8185344, 8185855]}, "start_vs_IB": {"n": 512, "mean_diff": 0.8822810998783818, "se": 0.03730236096129082, "sum": 451.72792313773147, "sumsq": 762.6030762557309, "worst5": [{"seed": 8185553, "diff": -1.3832021849930243}, {"seed": 8185823, "diff": -1.3535931566354975}, {"seed": 8185551, "diff": -1.1334009626121997}, {"seed": 8185567, "diff": -1.0733087021294523}, {"seed": 8185432, "diff": -0.9888440919244204}], "retail_volume_y_delta": 310.7768774252635, "arb_volume_y_delta": -78.88331783492262, "pnl_delta": 0.9328106482221799, "by_quartile": [{"quartile": 1, "n": 128, "IB_retail_volume_y_min": 57828.03433591031, "IB_retail_volume_y_max": 69138.28863789813, "mean_diff": 0.8796039083097824}, {"quartile": 2, "n": 128, "IB_retail_volume_y_min": 69239.16447734505, "IB_retail_volume_y_max": 77677.89429418543, "mean_diff": 0.8133547914922046}, {"quartile": 3, "n": 128, "IB_retail_volume_y_min": 77722.17151962721, "IB_retail_volume_y_max": 86635.8752732264, "mean_diff": 0.8980087390323637}, {"quartile": 4, "n": 128, "IB_retail_volume_y_min": 86758.58361411511, "IB_retail_volume_y_max": 97860.7305941764, "mean_diff": 0.9381569606791764}], "seeds": [8185344, 8185855]}}, "gas": {"afterSwap_peak": 235506, "oog": 0, "start": {"afterSwap_peak": 235506, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0, "afterSwap_calls": 5546666}, "IB": {"afterSwap_peak": 234958, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0, "afterSwap_calls": 5496121}, "frozen": "same file as start"}, "valid": true, "notes": ["Replica gate B abs error 0.1226 < 0.15 (replica 0.916 vs real +0.793 on 8097280..).", "Real engine ran ~1.1 markets/s on this 4-CPU machine; frozen arm was not run separately because it is byte-identical to START.", "Clone of amm-challenge is under test/scratch/amm; a sandbox-protected .git copy remains at repo-root scratch_clone (could not delete).", "Search ran 84 generations only (~68 min); no improvement found."]}