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","code_sha256":"2cf645f96cded9acb0fb686110e1a0261039145c78e70582171ae435df7f5ba9","params":{"W1":[[0.919793,1.591532,-0.846571,3.355217,-3.052319,-0.811872,-0.880715,1.265702,-5.06508,-0.212586,1.598953,-0.071664,0.732401,1.316045,0.147008,-1.799395,0.308523,0.351605,0.340111],[0.31484,0.747563,2.25797,2.782151,0.462165,-0.3544,-0.235938,-0.432798,-0.156558,-0.042442,-0.074319,-0.617384,0.475532,-1.048536,-0.758227,1.59708,0.320615,-0.727501,0.210057],[1.504987,2.620653,0.323063,0.735819,0.874417,1.601369,-1.775439,1.111424,0.330137,-0.625792,0.087397,-2.600526,-0.733387,-0.170854,0.579474,0.607758,-0.694534,-0.719074,-1.068296],[-1.321188,-0.828545,1.455685,-0.335244,-0.719318,1.121297,-1.013872,1.67189,-1.847612,-0.478051,0.569402,-2.274156,-1.6623,-0.083065,0.684535,0.463741,2.156154,0.532336,2.420728],[0.268432,0.609599,2.228287,-0.093972,-2.430812,-0.081422,1.185044,1.053828,-0.230455,0.276545,-0.067407,-1.362182,0.045646,-0.427402,0.262954,-1.38813,1.901336,-0.138069,-0.126533],[2.639421,-1.215182,1.896815,-1.220552,1.996763,1.572032,0.373592,-0.031165,-0.426263,0.213175,-0.242735,3.359059,1.272595,-0.287202,-1.162513,0.404824,0.28502,1.346513,0.3075],[-1.219412,1.174837,-0.093831,-2.92941,1.542941,-0.044742,-0.27409,0.204517,0.681705,0.072212,0.7509,0.543628,-0.996286,0.686665,0.491908,0.650074,0.277302,0.99604,-0.291584],[-1.936049,-1.453297,2.680509,2.694562,-0.248521,-2.419844,-1.585074,3.160263,1.154611,-1.509934,2.751165,-2.243831,0.5017,0.272471,-0.017792,2.100826,0.796732,0.028024,-0.434855]],"b1":[1.629548,-1.520049,-3.461274,-1.856113,-0.78111,-1.653477,-2.720435,-1.088006],"W2":[[0.596885,-1.428197,0.263204,-0.35421,-2.797116,-0.433649,-2.450806,0.659762],[0.346905,-1.554204,-1.500756,0.373625,1.952599,-1.21735,0.820435,0.440998]],"b2":[2.072986,1.574836],"hidden_units":8,"input_count":19,"layout":"flat vector = W1 (8x19 row-major), b1(8), W2 (2x8 row-major: bid row then ask row), b2(2)","weight_fixed_point_scale":1000000,"feature_fixed_point_scale":1000000,"output_unit_fee":0.0001,"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_amountY","step_trade_count","prev_bid_fee","prev_ask_fee","steps_since_arb_like_print","router_implied_vanilla_spot"],"feature_multipliers":[1000,2,500,500,500,1,500,500,2,2,1000000,1,500,0.05,0.5,333.333333,333.333333,0.125,500],"feature_offsets":[-1,-1,-1,-1,-1,-1,0,0,-1,-1,-1,0,-1,-1,-0.5,-1,-1,-1,0],"feature_clip":[-4,4],"hidden_relu_clip":[0,4],"toxicity_anchor":{"count_cap":674,"linear_k_wad":712696014807650816,"quadratic_k_wad":1295240753826310656}},"notes":["All six named file hashes and the wheel hash verified before use. Setup at pinned repository commit passed StarterStrategy validation.","IB own float port used unchanged; replica STRATEGY block imports its strat_init and strat_after. Zero head weights give T; HA embedded by zero-padding six W1 columns.","Only fixed-point numeric head literals changed in IB Solidity. Gate C uses 50 sequences of 2000 callbacks against frozen 1e6-rounded weights.","An initial segmented attempt omitted global NumPy RNG state; it and a restart were discarded before selection. Final reported run restarts IB with ES seed 436, saves RNG state at every segment, and uses disjoint fresh generation seeds from 901000000. Discarded attempts used seeds below 901000000 and do not contribute to curve or selection.","Every command segment was shorter than eight minutes. Full 8192-seed holdout evaluated once after freezing; no candidate selection used holdout or real results.","Real candidates and references each ran alone against 30 bps VanillaStrategy, configs per MatchRunner, eight workers. Retail/arb real deltas are Y volume; holdout includes replica edge decomposition.","curve entries are [training minutes, monitor gain over T, scalar CMA sigma in RMS-normalized coordinates]. Sigma is capped before every ask. Curve sigma records post-tell state; the first three segments did not additionally cap that unused internal state after tell, so it can slightly exceed the cap at the later monitor timestamp. Subsequent segments cap after tell as well.","Sources identify supplied source artifacts and pinned config implementation; all new performance and gas values are local measurements."]}