{"item": "k24", "mode": "search", "speed": {"replica_markets_per_s": 517.8, "T_markets_per_s": 790.9, "scope": "512 10000-step markets, J5 port inside the replica STRATEGY block, warmed numba, fork pool of 4 processes (4 cores), compile excluded", "threshold": 500, "decision": ">= 500 markets/s, search run"}, "search": {"library": "cma (pycma)", "es_seed": 724, "popsize": 16, "dims": 219, "start": "J5 frozen params and J5 constants (z=0)", "parameterization": "w = w0 + 0.03*rms(block)*z per block (W1,b1,W2,b2; rms of J5 block); constants c = c0*2^e, decays d = 1-(1-d0)*2^e, e = clip(0.02*z,-1,1), c0/d0 = J5 values; integer constants (ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP) rounded; CMA sigma0 = 1 in z", "sigma_cap": "sigma <= 0.5^(search_minutes/30) after every generation", "markets_per_generation": 1024, "train_seeds": "1269000000 + gen*1024 .. +1023, gen 0..61, each used once, shared by population and T", "fitness": "mean replica edge minus T edge on the generation seeds", "minutes": 45.62, "generations": 62, "final_sigma": 0.34849632583356355, "monitor": "CMA mean on seeds 30000000..30002047 at start and every 5 search minutes (and at the end); T on the same seeds", "frozen_point": {"minutes": 10.32, "generation": 20, "monitor_gain_over_T": 2.377516016386369, "monitor_se": 0.029471693497189404, "J5_monitor_gain_over_T": 2.3568067935702803}}, "curve_note": "rows [search minutes, monitor gain over T (2048 seeds), CMA sigma]; row 0 is J5 itself; monitor se about 0.029", "curve": [[0.0, 2.3568067935702803, 1.0], [5.16, 2.364026949093584, 0.857369158779862], [10.32, 2.377516016386369, 0.7878533662474141], [15.8, 2.329577034533458, 0.6942119268108768], [21.19, 2.34611063905058, 0.6128862986511383], [26.72, 2.3514489641766563, 0.5393200088424648], [32.09, 2.363679049570084, 0.4764407766429447], [37.61, 2.358756065732232, 0.41933999111545395], [43.25, 2.3698394415508486, 0.3681514322755336], [45.62, 2.366047363798054, 0.34849632583356355]], "gates": {"A": {"sequences": 50, "swap_callbacks": 100000, "seeds": [310000, 310049], "max_fee_diff_bps": 0.0005486521249473131, "fees_at_or_above_threshold": 0, "threshold_bps": 0.01, "passed": true, "what": "J5's port (IA port b29cd2a0 with J5 weights, TH = J5 values for the 38 named constants, anchor literals = J5 ANCHOR_*) vs J5 code (sha256 dd53db1f) EVM fees, synthetic sequences of 2000 afterSwap callbacks each"}, "B": {"seeds": [7672000, 7672511], "n": 512, "J5_minus_IA": 0.8655072079761197, "se": 0.033774160243544064, "target": 0.876, "interval": [0.726, 1.026], "passed": true, "IA_minus_T": 1.4903959661301307, "IA_minus_T_se": 0.04232724264040335}, "C": {"sequences": 50, "swap_callbacks": 100000, "seeds": [310000, 310049], "max_fee_diff_bps": 0.00028256392073378045, "fees_at_or_above_threshold": 0, "threshold_bps": 0.1, "passed": true, "what": "frozen candidate Solidity vs the J5 port with the frozen (1e-6 rounded weights, WAD-integer constants, integer caps) values"}, "freezer_selftest": "freezing J5 params with J5 constants reproduced J5 code byte for byte"}, "holdout": {"n": 8192, "seeds": [40000000, 40008191], "over_T": 2.306775444200554, "over_T_se": 0.01357016729674729, "over_base": -0.0007686244609929754, "over_base_se": 0.0045677889593102, "base": "J5", "J5_over_T": 2.307544068661547, "J5_over_T_se": 0.013528690579041706}, "real": {"seeds": [8392000, 8393023], "chunk": 64, "protocol": "each strategy alone vs 30 bps VanillaStrategy, amm_sim_rs.run_batch(X, Vanilla, configs, 8), configs per MatchRunner._build_configs body (BASELINE_SETTINGS/BASELINE_VARIANCE) with rng seed = market seed and config seed = market seed", "vs_IB": {"n": 1024, "mean_diff": 0.5509001808844094, "se": 0.02442928177119383, "worst5": [{"seed": 8392782, "diff": -2.26964986222697}, {"seed": 8392092, "diff": -2.1340956988101425}, {"seed": 8392165, "diff": -1.8634780475597381}, {"seed": 8392435, "diff": -1.7010262878610547}, {"seed": 8393021, "diff": -1.617641664777807}], "sum": 564.1217852256352, "sumsq": 935.9431503212083, "retail_volume_y_delta": 57.45227273322682, "retail_volume_y_delta_se": 6.638270585962416, "arb_volume_y_delta": -131.56686420064835, "arb_volume_y_delta_se": 4.798226323060446, "pnl_delta": 0.5680556857842305}, "mean_edge": {"candidate": 528.579233760759, "IB": 528.0283335798747}, "retail_arb_note": "LightweightSimResult gives retail_volume_y and arb_volume_y, not an edge split, so retail/arb deltas are Y-volume deltas (candidate minus IB)"}, "gas": {"candidate": {"afterSwap_peak": 237693, "afterInitialize_peak": 243234, "OOG": 0, "other_failures": 0, "afterSwap_calls": 11056956}, "IB": {"afterSwap_peak": 237142, "afterInitialize_peak": 243227, "OOG": 0, "other_failures": 0, "afterSwap_calls": 11021271}, "source": "amm_sim_rs.gas_stats() per 64-seed chunk, Submission role, reset before each chunk"}, "valid": true, "code_zb64": 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", "code_sha256": "89a125cdde7bcdf7603dcb07e29f6c8f16b2966a34c1b26978212f0c9417740d", "params": {"architecture": "19-8-2 as IA/J5 (ReLU clipped [0,4], inputs clipped [-4,4], output bps added to T-path fees)", "W1": [[1.03202, -0.832193, -1.281535, 2.806759, -2.120711, 1.878508, -0.648459, 2.128709, -3.614814, -2.464706, -0.668723, -0.541911, 0.474533, -1.71747, -1.131252, 0.594463, -0.023407, -0.569117, 0.556143], [0.929, 0.178222, 1.773766, 3.020302, 1.63698, 0.903257, -0.270848, -0.117846, -0.365456, 0.111278, -0.228422, -1.424442, 0.308766, -0.319173, -0.094924, 0.995081, -0.150109, 0.062847, 0.230465], [1.78595, 2.54009, -0.149818, 1.601522, 1.088022, 4.23628, -1.485735, 1.342419, 1.685892, -1.096113, 0.008293, -1.478216, -0.435619, 0.271399, 0.326608, 1.276111, -1.149183, 0.064588, -1.249438], [-0.626043, -1.001086, 1.611363, -0.504698, -1.523364, 1.45128, 0.150942, 0.709359, -0.672776, 0.350524, 0.392524, -0.988489, -2.056266, 0.801843, -0.144901, 0.411964, 3.37555, -0.056808, -0.598489], [0.951077, 0.775554, 4.559094, -0.03293, -1.977757, -2.151696, -0.412823, -1.022071, -0.294202, 0.030462, 0.060333, -1.563349, 0.245117, -1.083139, 0.008481, -0.414236, 2.613394, -0.024475, -0.271313], [1.219442, -1.941555, 0.565979, -0.567159, 2.073781, 1.043038, 2.311549, 1.478906, -0.780457, 0.246137, 0.089741, 3.71681, 0.519928, -0.769844, -0.051782, 1.730695, -0.873693, -0.782116, 0.59783], [-2.056667, 0.401743, 0.524689, -1.815704, 2.374613, 1.191871, -0.680999, 1.445591, 1.48582, -0.655796, 0.581245, 1.443258, 0.92928, 0.65978, -0.602001, -0.247005, 1.215655, -0.081992, 1.269464], [-3.40871, -1.819362, 4.51946, 3.514584, -1.294435, -1.525309, -1.359552, 0.941559, 2.565856, -0.877447, 2.570605, -1.463949, 0.79062, -0.807969, 0.465094, 0.649043, 0.938555, -1.381562, 1.547083]], "b1": [0.544199, -0.849877, -2.740654, 0.025802, -1.135152, -1.610513, -0.837173, -0.064586], "W2": [[0.11496, -2.41879, 0.449222, -0.709721, -3.204532, -0.650122, 0.604682, 0.699729], [0.514123, -2.378989, -1.83268, 2.322691, 0.793689, -1.719121, 0.140868, 0.644075]], "b2": [0.848929, 1.209407], "constants": {"ELAPSED_CAP": 7.0, "SIGNAL_THRESHOLD": 0.001162748712664599, "DIR_DECAY": 0.6588371113025004, "ACT_DECAY": 0.5051531334370056, "SIZE_DECAY": 0.4818272859333085, "TOX_DECAY": 0.9358981921517765, "SIGMA_DECAY": 0.6729152763165316, "LAMBDA_DECAY": 0.9876602395838529, "SIZE_BLEND_DECAY": 0.8485560490807148, "TOX_BLEND_DECAY": 0.25206870894615263, "ACT_BLEND_DECAY": 0.9846613679320917, "PHAT_ALPHA": 0.24654130708889355, "PHAT_ALPHA_RETAIL": 0.04988137148761059, "PHAT_ALPHA_SAME": 0.15024250265598568, "DIR_IMPACT_MULT": 5.0, "GATE_SIGMA_MULT": 5.310353680066322, "MIN_GATE": 0.028755876837958636, "TRADE_TOX_BOOST": 0.30012867444243985, "STALE_ATTRACT_FRAC": 0.7439821261014115, "RET_CAP": 0.020759482946263577, "TOX_CAP": 0.18132214037231562, "TRADE_RATIO_CAP": 0.20845030089129385, "LAMBDA_CAP": 1.3535759345991327, "STEP_COUNT_CAP": 57.0, "BASE_FEE": 0.000508134101723667, "SIGMA_COEF": 0.1877109467945157, "LAMBDA_COEF": 0.001348542881062129, "FLOW_SIZE_COEF": 0.48188023382045203, "TOX_COEF": 0.02392218579226781, "TOX_QUAD_COEF": 1.367402758626434, "ACT_COEF": 8.29995377761181, "DIR_COEF": 0.003296913007577095, "DIR_TOX_COEF": 0.010684364473509862, "STALE_DIR_COEF": 0.7472654350208648, "SIGMA_TOX_COEF": 0.044600579162825414, "TAIL_KNEE": 0.05025329071701485, "TAIL_SLOPE_PROTECT": 0.8932855457143085, "TAIL_SLOPE_ATTRACT": 0.8643887380828649, "ANCHOR_COUNT_CAP": 566.0, "ANCHOR_LINEAR_K": 0.7593272536437132, "ANCHOR_QUADRATIC_K": 1.2557522951692819}, "scaling": {"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], "note": "unchanged from IA/J5"}, "weight_fixed_point_scale": 1000000}, "seeds": {"gate_A_C_sequences": [310000, 310049], "gate_B": [7672000, 7672511], "speed": [1268999488, 1268999999], "train": [1269000000, 1269063487], "monitor": [30000000, 30002047], "holdout": [40000000, 40008191], "real": [8392000, 8393023]}, "notes": ["All sha256 checked: HA artifact 2801efc8 (code 99e3a2ec), J5 artifact fe2320b5 (code_zb64 dd53db1f), IA artifact df0ddfdf (port_zb64 b29cd2a0), IB artifact afd5183e (code_zb64 301941829a), replica artifact e8a7a2af (replica_source 1e4c44b4), wheel aedb6828, checkout 6b6921f8.", "J5's port = IA's port used as given inside the replica STRATEGY block; only textual changes: the three anchor literals (674., 0.712696..., 1.295240...) read W[NW], W[NW+1], W[NW+2], and strat_init/strat_after take one vector P = [TH, W, anchor] so the replica passes it through. No port was rebuilt.", "Replica reproduction: the start monitor of J5 (+2.35681 over T on seeds 30000000..30002047) and J5's holdout over T (+2.307544 on 40000000..40008191) equal J5's own reported values to 4-6 digits.", "This machine has 4 cores: replica 518 markets/s (just above the 500 threshold), so 45.6 search minutes gave only 62 generations (J5 had 1496 on 32 cores).", "Search result: the best monitored CMA mean (+2.3775 at 10.32 min, gen 20) is within monitor noise (se 0.029) of J5 (+2.3568). Holdout over J5: -0.0008 se 0.0046, i.e. no measurable gain over J5; the frozen candidate is essentially J5 with small perturbations.", "Real engine: candidate minus IB +0.551 se 0.024 on 1024 fresh seeds 8392000..8393023; candidate 0 OOG, 0 other failures, afterSwap peak 237693 <= 245000. J5 itself was not rerun on the real engine in this item (not requested).", "Gates A and C used 50 synthetic sequences (seeds 310000..310049) of 2000 afterSwap callbacks each: random-walk reference price, trade direction biased toward it, lognormal sizes capped at 15% of reserve X, timestamps advancing by 0..40; replica pools executed with the port's fees and each callback replayed to the EVM via EVMStrategyExecutor.after_swap_fast.", "Gas figures are amm_sim_rs.gas_stats() Submission-role peaks over the real run; IB's own report gave afterSwap peak 234849 on other seeds, here 237142.", "Commands were segmented under 8 minutes (search state pickled between 7-minute segments; real run resumable by 64-seed chunk)."]}