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arm alone versus 30 bps VanillaStrategy, run_batch(arm, VanillaStrategy, configs, 8); configs use MatchRunner._build_configs draw order with rng seed = market seed; 64-config 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","code_sha256":"07f7636112e1802376ee42bbb0fdf2fa96e85b20c1887c13f7a78ad2edf8f8b4","params":{"W1":[[-0.092645,0.839314,-0.43334,2.979451,-2.411944,0.615426,-1.333559,2.47076,-5.289995,-1.897185,-0.870607,-0.177946,0.464822,-2.275485,-0.55305,-0.358513,-1.105917,-0.035688,1.516556],[0.709141,0.682521,2.057846,2.820978,-0.166452,-0.363177,-0.388108,0.373764,-0.384052,0.120771,-0.088613,-1.800925,0.153474,-0.206806,-0.080153,1.033022,0.362444,0.101605,1.046375],[1.007083,3.744243,-1.251996,0.822684,0.88886,2.278185,-1.744351,0.994744,1.243742,-0.613566,0.451585,0.035545,-0.364465,0.407446,0.298777,1.218224,-2.500801,-0.372574,-2.299325],[0.426922,-1.351551,1.038892,-0.332544,-0.879799,-0.284191,0.208626,-0.00588,0.723598,0.14677,0.13477,-1.688944,-0.182112,0.281097,0.209826,-1.238037,1.053734,-0.615755,-0.816071],[1.261063,0.544041,4.838962,-0.005274,-2.062633,-1.151155,-1.208765,-0.684209,-0.423149,0.44022,0.019045,-2.375034,-0.105181,-1.065323,0.278713,-0.591675,2.188054,-0.073118,0.550266],[1.305651,-1.91279,0.533073,-1.452268,3.634771,1.421474,3.766766,0.475066,-0.468138,-0.06468,0.039274,3.624187,0.607866,-1.182681,0.115918,0.502601,-1.865761,-0.246288,-1.555823],[-0.953878,1.078543,0.019625,-0.6793,2.618809,0.772459,-1.219192,2.21764,1.379634,-1.40025,1.169079,1.2811,1.422637,-1.210991,-1.078576,-1.558812,0.899937,-0.870197,2.432796],[-2.425903,-2.711458,3.421245,3.556299,-0.178419,-0.784283,-1.741197,2.484358,0.361075,-0.810885,2.403446,-2.096226,1.460222,0.217322,0.689419,1.094198,-0.43852,-1.908623,1.128201]],"b1":[2.025839,-1.66326,-4.304198,-0.932576,-1.311426,-2.303365,-0.593708,0.66182],"W2":[[0.162483,-2.181583,0.93925,-0.798643,-3.088315,-0.723387,-1.04509,0.881768],[0.438961,-2.087605,-1.816335,3.574404,0.280165,-2.288132,0.833666,-0.111948]],"b2":[1.385395,3.019511],"constants":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":0.001187823145909327,"DIR_DECAY":0.7353184583963991,"ACT_DECAY":0.38086564088337427,"SIZE_DECAY":0.49443822523753067,"TOX_DECAY":0.9276367487718764,"SIGMA_DECAY":0.7292305084052366,"LAMBDA_DECAY":0.9917366622303098,"SIZE_BLEND_DECAY":0.8374805525300154,"TOX_BLEND_DECAY":0.24642041928764502,"ACT_BLEND_DECAY":0.9869610463249046,"PHAT_ALPHA":0.24779694565235394,"PHAT_ALPHA_RETAIL":0.05395667285682887,"PHAT_ALPHA_SAME":0.14564728251663484,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":6.643976928329039,"MIN_GATE":0.03013174546558194,"TRADE_TOX_BOOST":0.30080441046292195,"STALE_ATTRACT_FRAC":0.6856749790302699,"RET_CAP":0.02276160727838626,"TOX_CAP":0.20965598356725043,"TRADE_RATIO_CAP":0.18334673159753917,"LAMBDA_CAP":1.1722229875971173,"STEP_COUNT_CAP":63,"BASE_FEE":0.000392035541405189,"SIGMA_COEF":0.2086084350284917,"LAMBDA_COEF":0.001290073614563942,"FLOW_SIZE_COEF":0.4969804811273493,"TOX_COEF":0.030136585457311148,"TOX_QUAD_COEF":1.59997558188340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from CG"}},"notes":["T3 code, CG port, replica source, HA code, T code, RS2 port, artifact JSONs, checkout and setup wheel hashes checked against the supplied values.","The speed timing used the first training seed block with T3 only; no candidate fitness or selection used that timing result. Training generations themselves used disjoint seed blocks.","Frozen Solidity changes only T3 head weights and its 41 named constants; input scaling and Solidity shell are unchanged.","The real-engine result exposes retail and arbitrage volumes but not their separate edge contributions; retail_delta and arb_delta are null, and Y-volume deltas are reported.","The 8192-seed holdout was evaluated once after selecting the fixed monitor winner."]}