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","code_sha256":"301941829a44bb60977bb28181a5e4bfa6544f3696763f987054789b2611d686","params":{"W1":[[0.654471,1.616192,-0.786055,3.194473,-2.819834,-0.745799,-1.103005,1.399501,-5.182228,-0.047389,1.840275,-0.34166,0.284462,1.50209,0.230267,-1.204179,0.368945,0.128606,0.322065],[0.495108,1.032922,2.545247,3.022238,0.545921,-0.792076,-0.166156,-0.320584,-0.072802,-0.091527,-0.179354,-0.810304,0.246024,-1.439807,-1.006687,1.317468,0.396225,-0.701713,0.16103],[1.377378,2.844135,0.235131,0.370319,1.065977,1.72645,-1.681601,1.351727,0.715107,-0.937554,0.132692,-3.065224,-0.788429,-0.134986,0.410067,0.637203,-0.584876,-0.838255,-1.118148],[-1.161171,-0.862658,1.44659,-0.347316,-0.560987,1.149734,-1.058577,1.737799,-1.817471,-0.164429,0.328763,-2.122942,-1.647649,-0.104171,0.263169,0.741364,1.831593,0.522629,1.904871],[0.237232,0.675657,2.640259,-0.350353,-2.032207,-0.032464,1.338695,1.061689,-0.090965,0.146196,-0.008601,-2.061813,-0.184058,-0.661903,0.236134,-1.212566,2.5002,-0.715383,-0.162412],[2.414711,-1.219338,1.842294,-0.892567,1.765955,1.503509,0.285132,0.106068,-0.567663,0.363173,-0.175631,3.233143,1.05256,-0.508115,-1.263047,0.58407,0.26797,1.221104,0.152133],[-1.281479,1.354851,0.300801,-2.954143,1.498673,-0.077106,-0.380866,0.016136,0.790167,-0.059733,0.808665,0.275944,-0.94974,0.476579,0.11158,0.203081,0.124231,0.71829,-0.351035],[-2.208804,-1.676579,2.67743,3.026558,-0.39123,-2.586319,-1.282493,2.97081,1.117537,-1.54951,2.703842,-2.273928,0.249918,0.459059,-0.267546,2.343903,0.728739,0.066072,-0.739607]],"b1":[1.843756,-1.958675,-3.109189,-1.951308,-0.923113,-1.635223,-2.724683,-0.957449],"W2":[[0.322713,-1.673628,0.284764,-0.267997,-2.892365,-0.4659,-2.275743,0.886153],[0.343761,-1.317095,-1.335244,0.413609,1.860307,-1.208948,0.636254,0.391827]],"b2":[1.652891,1.962816],"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":["An isolated 512-market speed check confirmed the initial under-200 result after the initial measurement overlapped the fee-parity process.","The measured speed selects the explicitly required fallback, so no training gain or leaderboard placement is claimed.","All measured fields are from this execution. Supplied prior gains are used only as Gate B reference.","IB own verified float port was imported directly into the replica STRATEGY block. T sets all 178 head weights to zero.","Code and params remain exactly the supplied frozen IB; no Solidity literals or other code were changed.","Confirmation seeds are processed once per strategy in ascending 32-seed chunks. First 32 seeds were lost to a repaired serialization bug and excluded.","Retail/arb are EDGE deltas reconstructed from Rust steps using the sourced decomposition harness; no-retail test residual is recorded under gates.","No holdout markets were run under the speed fallback.","Gas counters are collected with amm_sim_rs.gas_stats() for both arms; all callback failures invalidate the result."]}