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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":["No trained candidate: speed gate mandates no search. Delivered code and parameters are the original frozen IB; this item establishes its paired advantage over HA on new seeds, not an improvement over IB.","vs_IB is the exact same strategy evaluated once; zero differences are identical observations, not a second independent engine run.","Real engine exposes retail_volume_y and arb_volume_y, but no retail/arb edge split. retail_delta and arb_delta are explicitly Y-volume differences.","Fresh real seeds are contiguous from 7592000, never repeated for a strategy. IB and HA receive the same configs in separate markets against the 30-bps VanillaStrategy.","Gate A uses the supplied RS2 differential-test callback generator adapted to the supplied unmodified IB port and code; all 178 head entries initialized from IB params. Gate B uses the supplied replica with its STRATEGY block replaced by imports of IB strat_init/strat_after. Zero head weights implement T.","All six named source SHA256 checks and the setup wheel SHA256 check passed; setup validated StarterStrategy. Compilation is excluded from speed timing.","Reported validation covers the speed fallback, not completion of the conditional training/holdout path."],"input_sha256":{"HA":"99e3a2eceae0e5543d27473859e10b005d0ce0aa7067f2e1a24d1e0e4a7390fe","T":"ebd9de9bf6af6e55d5e308fd15dbb88edec11fd684891d02a30aec185acd19b3","replica_source":"1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c","RS2_port":"9eac3553357528b06eeae3ed8d18283d83401e1968145ceba16be356a147e271","IB_code":"301941829a44bb60977bb28181a5e4bfa6544f3696763f987054789b2611d686","IB_port":"f63227c5e0f63633efd132d6fb402ede665e5c9cb24481911471e8dc20a3362d"}}