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","code_sha256":"79e2c5a787e09c172b27e2fc760194336967387f82b436568b85e3a561001c53","params":{"W1":[[-0.125644,0.680953,-0.457341,2.876826,-2.44698,0.667267,-1.528835,2.25992,-5.277882,-1.854076,-0.838718,-0.196499,0.374673,-2.188338,-0.495135,-0.253195,-1.206055,-0.188202,1.473145],[0.628749,0.861466,1.925452,2.635869,-0.102693,-0.322113,-0.439633,0.356014,-0.392609,0.234708,-0.042427,-1.708367,0.133687,-0.080831,-0.082147,1.017125,0.268052,-0.040227,1.109733],[1.121664,3.689992,-1.18259,0.787878,0.835772,2.13127,-1.682505,0.98706,1.276481,-0.596571,0.420074,-0.050007,-0.463208,0.398929,0.28866,1.0016,-2.421376,-0.455228,-2.210977],[0.353111,-1.422745,0.983614,-0.353949,-1.023362,-0.372252,0.15003,0.076349,0.837081,0.043498,0.220917,-1.822485,-0.315988,0.246523,0.143567,-1.168325,1.160911,-0.383509,-0.843474],[1.369802,0.564359,4.863867,0.0037,-1.96805,-1.267712,-1.116879,-0.722476,-0.372148,0.530313,0.00077,-2.234841,-0.150769,-1.109478,0.367464,-0.735927,2.276856,-0.092396,0.470131],[1.185291,-1.965364,0.380185,-1.290159,3.553469,1.423724,3.749168,0.579516,-0.551543,0.005479,0.118021,3.652943,0.608389,-1.124316,0.280476,0.413379,-1.800759,-0.252904,-1.62039],[-1.085984,1.205115,-0.053057,-0.715197,2.490638,0.72226,-1.302782,2.304673,1.292707,-1.453864,1.163046,1.223961,1.334749,-1.084933,-1.217724,-1.406173,0.993185,-0.888533,2.600571],[-2.591877,-2.625213,3.202788,3.665592,-0.204408,-0.794907,-1.682635,2.494751,0.403703,-0.946702,2.38607,-2.063012,1.376731,0.142655,0.680916,0.883894,-0.373606,-1.942369,1.250287]],"b1":[1.993174,-1.532263,-4.189854,-0.780225,-1.623859,-2.18706,-0.582115,0.390935],"W2":[[0.13113,-2.093483,0.893442,-0.634789,-3.136815,-0.675609,-0.985296,0.966152],[0.47208,-1.92515,-1.77347,3.535736,0.309443,-2.095702,0.901359,-0.227768]],"b2":[1.484064,3.005377],"constants":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":0.001170610456196168,"DIR_DECAY":0.7233774692999903,"ACT_DECAY":0.3652499483124684,"SIZE_DECAY":0.4739335929792645,"TOX_DECAY":0.9296247412088753,"SIGMA_DECAY":0.7338827965572352,"LAMBDA_DECAY":0.9919554397690401,"SIZE_BLEND_DECAY":0.8387582659125179,"TOX_BLEND_DECAY":0.23517592550679,"ACT_BLEND_DECAY":0.9871725219281388,"PHAT_ALPHA":0.25098310358906695,"PHAT_ALPHA_RETAIL":0.05432219919041848,"PHAT_ALPHA_SAME":0.14564099178420048,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":6.620065644531991,"MIN_GATE":0.02923020533719204,"TRADE_TOX_BOOST":0.3069677324792154,"STALE_ATTRACT_FRAC":0.6884184878322555,"RET_CAP":0.022551116770254086,"TOX_CAP":0.2054946436364705,"TRADE_RATIO_CAP":0.1845750393326264,"LAMBDA_CAP":1.155009453690417,"STEP_COUNT_CAP":64,"BASE_FEE":0.000405376883470234,"SIGMA_COEF":0.2102097874280499,"LAMBDA_COEF":0.001268791119920743,"FLOW_SIZE_COEF":0.4923014936583394,"TOX_COEF":0.03151315693760609,"TOX_QUAD_COEF":1.6448884167324682,"ACT_COEF":8.791281160802868,"DIR_COEF":0.001774498746160995,"DIR_TOX_COEF":0.007537288650154161,"STALE_DIR_COEF":0.7438017363700296,"SIGMA_TOX_COEF":0.05878415747287234,"TAIL_KNEE":0.05281332850070463,"TAIL_SLOPE_PROTECT":0.8624001798006247,"TAIL_SLOPE_ATTRACT":0.860779793306776,"ANCHOR_COUNT_CAP":724,"ANCHOR_LINEAR_K":0.669307036685394,"ANCHOR_QUADRATIC_K":1.1197335059528384},"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"}},"notes":["All provided artifact ids and embedded source sha256s verified; setup wheel sha256 verified; pinned checkout 6b6921f8d463314aa7c96234e1be25a25245f704; setup validation passed.","Supplied CG port inserted into supplied replica STRATEGY block. No port regenerated. Three anchor literals lifted into TH; the same port takes TH and W from one parameter vector. T is CG port with head disabled; baseline constants remain supplied CG/T defaults.","All real seeds were used once per arm, with each strategy alone against 30 bps VanillaStrategy via amm_sim_rs.run_batch(...,8). Config RNG draws use each simulation seed and MatchRunner._build_configs draw order/ranges.","The wheel does not expose retail/arb edge components in run_batch results. Real retail_delta and arb_delta are unavailable (null); actual retail and arb volume deltas and pnl delta are supplied instead. Replica retail/arb edge deltas are measured and reported in gate B and holdout.","Gas rows aggregate raw amm_sim_rs.gas_stats() for both Submission and Vanilla Baseline roles across chunks of 32, independently per arm/block. max_ok_gas is a peak, other numeric fields sum. OOG in any callback invalidates the candidate.","Gates A and C use the first 2000 callbacks from each of 50 replica markets, seeds 310000..310049, with market-generated reserves and trades. Separate EVM and port state consume the same recorded callbacks; no stress trades.","Replica holdout evaluated once after freezing; neither real block nor holdout was used for candidate selection. Reported statistics use sample standard deviation/sqrt(n); sum and sumsq retain every seed.","All performance, gates, curves, holdout, real and gas figures in this item are local measurements, not claims copied from the source artifacts."]}