{"item":"k16","mode":"real-only","speed":{"replica_markets_per_s":[463.2,497.3],"threshold":500,"scope":"512 10000-step replica markets, J5 port inside the replica, warmed numba, fork pool of 4 processes on this 4-CPU machine (8 processes: 429 and 468/s); two runs, both under 500/s","decision":"under 500 markets/s: search skipped per the brief; J5 and IB run on the REAL seeds"},"search":{"run":false,"reason":"replica speed under 500 markets/s on this machine (4 CPUs)","planned_settings":"CMA-ES pycma over 178 weights + 41 constants from J5 frozen values, popsize 16, 512 fresh markets/gen from seed 1245000000, ES seed 716, sigma cap sigma0*0.5^(min/30); not executed"},"curve":{"columns":["minutes","monitor_gain_over_T","sigma"],"rows":[],"note":"no search was run, so there is no curve"},"gates":{"A":{"passed":true,"what":"J5's port (IA port b29cd2a0 text, anchor literals read from W, J5 weights and J5 values for the 38 named TH constants and 3 anchor constants) vs J5.sol (sha256 dd53db1f...) compiled by the repo's SolidityCompiler and run through EVMStrategyExecutor (pyrevm); synthetic single-pool callback sequences (GBM price with the engine's arb sizing, then Poisson retail), identical WAD trade data fed to both","swap_callbacks":100000,"sequences":50,"seeds":[310000,310049],"max_fee_diff_bps":6.902011424306416e-05,"fees_at_or_above_0_01_bps":0,"threshold_bps":0.01},"B":{"passed":true,"seeds":[7672000,7672511],"n":512,"replica_J5_minus_IA":0.8655072079761197,"se":0.033774160243544064,"target_real":0.876,"error":-0.010492792023880315,"replica_J5_minus_T":[2.3559031741062504,0.04904331091020273],"replica_IA_minus_T":[1.4903959661301307,0.04232724264040335]},"C":{"passed":null,"what":"not applicable: no search ran and nothing new was frozen; the candidate is J5.sol unchanged, so gate A already compares that exact Solidity with its port"}},"holdout":{"run":false,"reason":"holdout is defined after freezing a searched point; none was frozen. J5 artifact reports its own holdout on 40000000..40008191: over_T 2.3075 se 0.0135 (base IA: +0.8258 se 0.0093)"},"real":{"candidate":"J5 (code sha256 dd53db1f...)","comparator":"IB (code sha256 301941829a...)","seeds":[8360000,8361023],"chunk":64,"protocol":"each strategy alone vs 30 bps VanillaStrategy, amm_sim_rs.run_batch(X, Vanilla, configs, 8), configs per MatchRunner._build_configs (rng default_rng(seed), BASELINE_SETTINGS/BASELINE_VARIANCE) with config seed = market seed; the two arms run one after the other","vs_IB":{"n":1024,"mean_diff":0.5926351840616045,"se":0.049149441607715214,"sum":606.858428479083,"sumsq":2890.183093018618,"worst5":[{"seed":8360820,"diff":-10.655901669989248},{"seed":8360855,"diff":-5.52347757551604},{"seed":8360922,"diff":-3.2009290986428596},{"seed":8360804,"diff":-2.7304301557865074},{"seed":8360892,"diff":-2.5071087754016617}],"retail_delta":-0.45854654415195784,"retail_delta_se":0.05081316758509332,"arb_delta":1.0511817282135623,"arb_delta_se":0.016577675605560366,"wins":799,"losses":225},"mean_edge":{"J5":531.4387369927695,"IB":530.8461018087078},"decomposition":"arb edge reconstructed per seed from the step records (fair price, post-step spot and fees of the submission pool; k=x*y=1e6 constant because fees leave the pool; optimal-arb formula as in the replica); retail = total - arb. This is a reconstruction, not an engine output."},"gas":{"J5":{"afterSwap_peak":238030,"afterInitialize_peak":243234,"afterSwap_calls":11069898,"OOG":0,"other_failures":0},"IB":{"afterSwap_peak":234825,"afterInitialize_peak":243227,"afterSwap_calls":11029307,"OOG":0,"other_failures":0},"source":"amm_sim_rs.gas_stats() per 64-seed chunk (reset before each chunk), Submission role"},"valid":true,"code_zb64":"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","code_sha256":"dd53db1fbe42628e040c6c7b7a82689867ab601263c5e740506299a3a186b38c","params":{"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,"note":"unchanged from IA; inputs 0..12 use the fixed scalings in the port, 13..18 the multipliers/offsets"}},"seeds":{"gate_A_sequences":[310000,310049],"gate_B":[7672000,7672511],"speed":[1244990000,1244990511],"real":[8360000,8361023],"train":"none used","monitor":"none used","holdout":"none used"},"notes":["All hashes checked: J5 artifact fe2320b5, J5 code dd53db1f, IA artifact df0ddfdf, IA port b29cd2a0, IB artifact afd51838, IB code 30194182, replica artifact e8a7a2af, replica source 1e4c44b4, wheel aedb6828, checkout 6b6921f8.","The HA artifact 99e3a2ec... returned {\"error\":\"unknown_artifact\"} from api.imdnotdead.fun; it was not needed for this item (comparator is IB).","Mode real-only: replica speed on this 4-CPU machine was 463 and 497 markets/s (under 500), so no CMA-ES search, curve, freeze, gate C or holdout was produced. The candidate is J5 exactly as given.","J5's port was assembled from IA's port text without rebuilding it: the three anchor literals (674., 0.712696..., 1.295240...) were replaced by W[NW], W[NW+1], W[NW+2], and the TH array was passed through the replica strategy argument.","Real: J5 minus IB on 1024 fresh seeds 8360000..8361023 is +0.5926 se 0.0491; arms run sequentially, 16 chunks of 64 each.","All numbers are local measurements of this run."]}