{"item": "k44", "mode": "search", "speed": {"replica_markets_per_s_J5": 846.7, "replica_markets_per_s_T": 1046.8, "scope": "512 10000-step markets (seeds 810000..810511), warmed numba, fork pool of 6 processes on a 6-core machine, compile excluded", "real_engine_markets_per_s": "about 4 (64-seed chunk in 15.6-17.5 s, run_batch 8 workers)"}, "search": {"library": "cma (pycma)", "es_seed": 744, "popsize": 32, "dims": 219, "start": "J5 frozen params and J5 constants (z=0)", "sigma0": 1.0, "parameterization": "w = w0 + 0.05*rms(block)*z per block (W1,b1,W2,b2); constants c = c0*2^(0.03z), exponent clipped to [-1,1]; decays 1-d = (1-d0)*2^(0.03z); ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP rounded", "markets_per_generation": 1024, "train_seeds": "1329000000 + gen*1024 .. +1023, gen 0..46, each used once, shared by the population and T", "fitness": "mean replica edge minus T edge on the generation seeds", "sigma_cap": "sigma <= 1.0*0.5^(search_minutes/30) after every generation", "monitor": "CMA mean on seeds 30000000..30002047 at start and every 5 search-minutes (minus T on the same seeds)", "generations": 47, "search_minutes": 30.07, "final_sigma": 0.4991799373246464, "frozen_point": {"minutes": 0.0, "generation": 0, "what": "J5 itself (row 0); no later monitored CMA mean exceeded it", "monitor_gain_over_T": 2.3568067935702803, "monitor_se": 0.029496769330094277}}, "curve": [[0.0, 2.3568067935702803, 1.0], [5.14, 2.3401455051009092, 0.8473041257636438], [10.26, 2.332442776204107, 0.7889792729496033], [15.34, 2.329490958520183, 0.7016126640542825], [20.42, 2.3237677409148523, 0.6238258984683016], [25.54, 2.3342146501896632, 0.5543063185178126], [30.07, 2.3376136145879647, 0.4991799373246464]], "curve_note": "rows [search minutes, monitor gain over T on 2048 seeds (se about 0.029), CMA sigma in z units]; row 0 is J5 (its own result reports 2.3568343 on the same seeds)", "gates": {"A": {"passed": true, "what": "J5's port (IA port_sha256 b29cd2a0... with J5 weights, TH[name]=J5 values for 38 named constants, anchor literals read from J5's ANCHOR_COUNT_CAP/LINEAR_K/QUADRATIC_K) vs J5 code (sha256 dd53db1f...) EVM fees via EVMStrategyExecutor", "sequences": 50, "swap_callbacks": 100000, "seeds": [310000, 310049], "max_fee_diff_bps": 0.0008916020384844292, "fees_above_0_01_bps": 0, "threshold_bps": 0.01}, "B": {"seeds": [7672000, 7672511], "n": 512, "J5_minus_IA": 0.8655072079761197, "se": 0.033774160243544064, "target": 0.876, "tolerance": 0.15, "passed": true, "what": "replica J5 minus IA (common replica seeds)"}, "C": {"passed": true, "what": "frozen point is J5 itself, so the frozen Solidity is J5 code byte for byte (sha256 dd53db1f...) and the frozen port is J5 port; the gate A comparison applies (max 0.00089 bps < 0.1 bps)", "max_fee_diff_bps": 0.0008916020384844292, "threshold_bps": 0.1}}, "holdout": {"n": 8192, "seeds": [40000000, 40008191], "over_T": 2.307544068661547, "over_T_se": 0.013528690579041706, "over_base": 0.0, "over_base_se": 0.0, "base": "J5 (candidate = J5)", "over_IA": 0.8258328396747168, "over_IA_se": 0.00934936923764563, "IA_over_T": 1.4817112289868306}, "real": {"seeds": [8472000, 8473023], "chunk": 64, "protocol": "each strategy alone vs 30 bps VanillaStrategy, amm_sim_rs.run_batch(X, Vanilla, configs, 8), configs per MatchRunner._build_configs with i replaced by the market seed (rng seed and config seed)", "vs_IB": {"n": 1024, "mean_diff": 0.5390241772246698, "se": 0.027370393483788356, "sum": 551.9607574780619, "sumsq": 1082.2816636904004, "worst5": [{"seed": 8472343, "diff": -4.549290482641254}, {"seed": 8472325, "diff": -3.0789239777814146}, {"seed": 8472312, "diff": -3.004720205946114}, {"seed": 8472422, "diff": -2.789560633523479}, {"seed": 8472333, "diff": -2.4432052991610362}]}, "mean_edge": {"candidate_J5": 529.4011419038943, "IB": 528.8621177266697}, "retail_delta": null, "arb_delta": null, "retail_arb_note": "not computed: run_batch results expose only total edges; the arb-edge reconstruction function (artifact 33f54e81 named in J5) was not available to this item, and time ran out"}, "gas": {"candidate": {"afterSwap_peak": 238221, "afterInitialize_peak": 243234, "OOG": 0, "other_failures": 0, "afterSwap_calls": 11094553}, "IB": {"afterSwap_peak": 236916, "afterInitialize_peak": 243227, "OOG": 0, "other_failures": 0, "afterSwap_calls": 11057570}, "source": "amm_sim_rs.gas_stats() per 64-seed chunk (reset before each), Submission role"}, "valid": true, "code_zb64": 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", "code_sha256": "dd53db1fbe42628e040c6c7b7a82689867ab601263c5e740506299a3a186b38c", "params": {"architecture": "19-8-2 as IA (ReLU clipped [0,4], inputs clipped [-4,4], output bps added to T-path fees)", "W1": [[1.15129, -0.996585, -1.360612, 2.864062, -2.166269, 1.89742, -0.696507, 2.175748, -3.58687, -2.449428, -0.696308, -0.558013, 0.414019, -1.949829, -1.111019, 0.52261, 0.039733, -0.631826, 0.495709], [0.86271, 0.254613, 1.646103, 3.037976, 1.718562, 0.780098, -0.197718, -0.184908, -0.437817, 0.190946, -0.202232, -1.333669, 0.413344, -0.244053, -0.058662, 1.013436, -0.128968, 0.139462, 0.195157], [1.729115, 2.575792, -0.147932, 1.629057, 1.061114, 4.271396, -1.566701, 1.396977, 1.6111, -1.150991, 0.180765, -1.441042, -0.441326, 0.394615, 0.291057, 1.177919, -1.248081, 0.126277, -1.173105], [-0.664494, -0.965412, 1.563603, -0.425824, -1.598845, 1.349881, 0.036501, 0.697289, -0.445311, 0.369449, 0.32802, -0.940209, -2.098654, 0.833946, -0.08927, 0.548337, 3.384914, 0.014411, -0.487982], [1.022564, 0.779154, 4.569973, 0.12783, -2.062091, -2.137189, -0.453636, -0.91211, -0.260035, 0.136344, 0.045042, -1.584326, 0.291057, -1.076427, -0.006439, -0.275677, 2.576729, -0.043329, -0.250119], [1.274221, -2.125229, 0.477101, -0.440908, 2.15979, 0.969918, 2.157772, 1.49217, -0.795849, 0.290526, 0.042831, 3.728527, 0.655144, -0.751888, 0.053949, 1.711916, -0.967529, -0.845371, 0.51631], [-2.154359, 0.323503, 0.502496, -1.692203, 2.351653, 1.316477, -0.470729, 1.546865, 1.607024, -0.69916, 0.730603, 1.579664, 0.852441, 0.6062, -0.560468, -0.257002, 1.122865, -0.208801, 1.201277], [-3.431737, -1.947345, 4.449738, 3.631164, -1.291438, -1.559901, -1.265114, 0.949285, 2.503463, -0.876593, 2.612494, -1.483027, 0.781478, -0.841417, 0.463619, 0.746681, 0.865164, -1.373002, 1.526777]], "b1": [0.497572, -0.831682, -2.767245, -0.125743, -1.222987, -1.550949, -0.777339, -0.161961], "W2": [[0.037931, -2.360691, 0.520992, -0.817009, -3.147262, -0.447985, 0.471992, 0.567987], [0.587518, -2.30336, -1.969661, 2.252433, 0.778349, -1.707478, 0.144538, 0.56426]], "b2": [0.8623, 1.118605], "constants": {"ELAPSED_CAP": 7.0, "SIGNAL_THRESHOLD": 0.001168085308968538, "DIR_DECAY": 0.6708732125720838, "ACT_DECAY": 0.49682908632969613, "SIZE_DECAY": 0.4728256252769685, "TOX_DECAY": 0.935365149604538, "SIGMA_DECAY": 0.6696245950727084, "LAMBDA_DECAY": 0.987870739046352, "SIZE_BLEND_DECAY": 0.8483380461513357, "TOX_BLEND_DECAY": 0.24478681527482282, "ACT_BLEND_DECAY": 0.9846490771136527, "PHAT_ALPHA": 0.247625310137791, "PHAT_ALPHA_RETAIL": 0.0507874078770196, "PHAT_ALPHA_SAME": 0.14851350675375644, "DIR_IMPACT_MULT": 5.0, "GATE_SIGMA_MULT": 5.424109880048015, "MIN_GATE": 0.02752861145289368, "TRADE_TOX_BOOST": 0.29535921748716293, "STALE_ATTRACT_FRAC": 0.7339436627363265, "RET_CAP": 0.02077647001542073, "TOX_CAP": 0.18285021586819034, "TRADE_RATIO_CAP": 0.2114237530741308, "LAMBDA_CAP": 1.3277634863952608, "STEP_COUNT_CAP": 56.0, "BASE_FEE": 0.00051082991832555, "SIGMA_COEF": 0.19158029221698078, "LAMBDA_COEF": 0.001362871137046423, "FLOW_SIZE_COEF": 0.47371206396001814, "TOX_COEF": 0.02450003373115383, "TOX_QUAD_COEF": 1.322845864299775, "ACT_COEF": 8.240528322972024, "DIR_COEF": 0.003178306275011696, "DIR_TOX_COEF": 0.0104643196179574, "STALE_DIR_COEF": 0.7451429374420652, "SIGMA_TOX_COEF": 0.045521188875803024, "TAIL_KNEE": 0.04944397677675635, "TAIL_SLOPE_PROTECT": 0.8769115691956163, "TAIL_SLOPE_ATTRACT": 0.8632618839360807, "ANCHOR_COUNT_CAP": 564.0, "ANCHOR_LINEAR_K": 0.7532823694587746, "ANCHOR_QUADRATIC_K": 1.301162029835076}, "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], "weight_fixed_point_scale": 1000000}}, "seeds": {"speed": [810000, 810511], "gate_A": [310000, 310049], "gate_B": [7672000, 7672511], "train": [1329000000, 1329048127], "monitor": [30000000, 30002047], "holdout": [40000000, 40008191], "real": [8472000, 8473023]}, "notes": ["All input sha256 checked: HA code 99e3a2ec, J5 code dd53db1f, IA port b29cd2a0, IB code 30194182, replica 1e4c44b4, wheel aedb6828; checkout 6b6921f8.", "Replica: the given replica_source with its STRATEGY block replaced by IA's port as given; the only textual changes are TH passed as an argument (one vector = W ++ 3 anchor values ++ port TH) and the three anchor literals (674., 0.7126960..., 1.2952407...) read from W[NW..NW+2]. T = zero head (W[0]=0) and T values; IA = IA params and T values. No port rebuilt.", "Wiring check: the replica monitor value of J5 on seeds 30000000..30002047 (2.35681) and the holdout over_T (2.307544) reproduce the values in the J5 artifact.", "SEARCH SHORTFALL: the brief asks for 45 search-minutes or more; this run stopped at 30.1 search-minutes (47 generations) because the machine time limit (114 min including setup, real engine and upload) did not allow more. The monitor curve was flat to slightly below J5 throughout (2.323-2.340 vs 2.357), so the best monitored point is J5 itself and the frozen candidate equals J5 unchanged.", "No improvement over J5 was found by continuing from its frozen point with population 32 / 1024 markets per generation; the CMA mean drifted down under sigma near 0.5-1 in z, which suggests a smaller sigma0 for continuation from an already-tuned point.", "Real comparison is J5 vs IB on 1024 fresh seeds 8472000..8473023; IB and J5 were each run alone vs Vanilla."]}