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","code_sha256":"aa2c4a5637a4060088263d71ab8b109339b101bb25d64a45e9c7de83710d8728","params":{"architecture":"19-8-2 ReLU head added to T fees (T = RS2 + toxicity anchor, unchanged)","float":{"W1":[[0.41541,2.625494,-0.552797,2.61768,-2.951257,0.119446,-3.454543,-0.130464,-4.180482,-0.020483,-0.696185,0.821209,0.368503,0.800388,1.36512,0.11594,0.070658,0.425678,0.550247],[0.826483,1.670343,1.625203,3.541027,1.953008,0.523761,0.712603,-0.306419,0.030773,0.103124,-0.380698,0.102332,0.904122,-1.278882,1.023807,-0.005028,0.435202,0.0198,-0.63752],[1.76269,2.357321,-1.322141,1.5845,2.339261,3.52075,-0.326077,2.394657,1.598474,-1.133809,-0.281646,-1.804465,-1.026689,0.228433,-2.135998,1.047193,-0.422202,-0.938828,0.554366],[-0.66037,-0.657432,0.641931,0.772477,-0.315574,1.880929,0.232721,1.179756,-0.818173,1.022032,0.611346,-0.863671,-2.36979,-0.390564,0.589984,0.194244,2.617808,-0.00871,-0.184773],[0.667105,-1.662614,3.710663,-1.099943,-3.211229,-1.687362,-1.516088,-0.814365,0.330405,-0.188594,0.092073,-3.103254,-0.045199,0.586768,0.54985,-0.277598,1.362595,0.875048,0.744305],[1.306201,-0.195204,0.825063,-0.726541,2.514743,1.141709,0.295602,-0.1486,-1.828924,0.67406,0.123563,3.283964,0.972392,-0.399466,-0.237829,0.539019,-0.699159,-0.41017,0.336302],[-1.600728,1.326864,0.894166,-2.981901,1.130169,-0.162328,0.507105,0.266489,1.115566,-0.033268,-0.155503,0.52253,-1.328877,1.521563,-0.41909,0.652718,0.848083,-0.081342,0.813151],[-1.092411,-2.43406,2.632868,2.38289,-1.321667,-1.665258,-0.457378,1.669463,1.744703,-1.546099,2.095317,-1.726177,0.820261,0.330566,0.535138,1.471106,0.134934,-0.414392,0.275478]],"b1":[2.097202,-2.700747,-2.855195,-0.163861,0.368394,-1.7426,-1.63415,-0.661716],"W2":[[0.610442,-1.871713,-0.062359,-0.222805,-3.859125,-0.41772,-0.591765,1.250239],[0.637392,-1.446095,-1.364995,2.318799,0.587007,-0.949508,-0.050367,0.349325]],"b2":[0.23645,2.596366]},"shapes":{"W1":[8,19],"b1":[8],"W2":[2,8],"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(+1/-1)","uncertainty","min(silent,8)/8","anchor_mean","T_bid_fee","T_ask_fee","prev_bid_fee","prev_ask_fee","(spot-pHat)/pHat","retail_flow_rate"],"feature_multipliers":[1000.0,2.0,500.0,500.0,500.0,1.0,500.0,500.0,2.0,1.0,1000000.0,1.0,500.0,200.0,200.0,200.0,200.0,500.0,2.0],"feature_offsets":[-1.0,-1.0,-1.0,-1.0,-1.0,-1.0,0.0,0.0,-1.0,0.0,-1.0,0.0,-1.0,-1.0,-1.0,-1.0,-1.0,0.0,-1.0],"feature_clip":[-4,4],"hidden_relu_clip":[0,4],"added_inputs":{"13 T_bid_fee":"bidFee after all T clamps, before the head (fraction)","14 T_ask_fee":"askFee likewise","15 prev_bid_fee":"slots[0] at callback entry","16 prev_ask_fee":"slots[1] at callback entry","17 (spot-pHat)/pHat":"signed, pHat after this callback update","18 retail_flow_rate":"uint80(slots[15]) after update (WAD units)"},"toxicity_anchor":{"count_cap":674,"linear_k_wad":712696014807650816,"quadratic_k_wad":1295240753826310656},"cma":{"library":"cma","seed":105,"population":16,"dimension":178,"initial_sigma":0.1,"CMA_diagonal_iterations":40,"start":"HA weights, W1[:,13:19] = 0 (start policy gives HA fees exactly)","generations":512,"train_seeds":[140000000,140131071],"train_markets_per_generation":256,"final_sigma":0.04966318892526065,"fitness":"mean replica edge minus T edge on the generation block (shared seeds)","proposals_rounded_to":1e-06,"monitor_seeds":[30000000,30002047],"monitor_every_minutes":5,"selection":"at each monitor point score the CMA mean and the best training proposal since the last point; keep the maximum monitor gain","selected":{"generation":465,"from":"mean","monitor_gain":1.7285938423048703,"monitor_se":0.02408296098809692}}},"notes":["Mandatory slow-replica fallback: this is FA unchanged, not a trained successor. No CMA-ES, monitor, or holdout claims are made. vs_FA is not applicable; no third arm was run.","Each original strategy runs alone against 30-bps VanillaStrategy via amm_sim_rs.run_batch(...,8), in disjoint ascending 32-seed chunks, once per strategy and seed. No real result is used for policy selection.","All five named code/source hashes verified, plus FA decoded port SHA256 243a04fe20939682a8ed127f07895fdf7dce610c30d9af0a6ea0b74a536202b9. FA own port used without rebuilding from source. FA float weights loaded exactly.","Pinned setup passed, wheel SHA256 aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a verified, StarterStrategy validated. All execution commands limited to 470 seconds or less.","Speed: 512 full 10000-step markets, compilation excluded by prior compiled warmup. NumPy config draws use each seed in order: size, arrival rate, volatility, with MatchRunner default ranges.","Gate A: 50 sequences of 2000 swap callbacks plus 50 initialization callbacks, differential harness adapted to call the supplied FA port with original weights. Seeds 310000..310049. Gate C is the identical-code Gate A measurement under its looser threshold, not another run.","Retail/arb values are numerical reconstructions using the upstream decomposition harness, not simulator trade-type counters. Decomposition paired statistics use only rows captured after the harness was added; earliest total-edge rows are retained without rerunning seeds. See separate decomposition sample size and range.","Decomposition local validation used 32 diagnostic seeds 99001000..99001031 for 100 steps, near-zero arrival input; zero-retail paths verify reconstructed arb independently. Harness source SHA256 b8a1e110d746241c7201c95dd7e519f1388efffe7eaa0badeda30c3474e2447b.","Worst5 lists the five smallest paired differences; SE uses sample standard deviation divided by sqrt(n). Gas counters reset per arm/chunk, summed except peaks, which are maxima. No leaderboard submission was made."],"decomposition_validation":{"n":10,"max_abs_error":7.716938199564538e-12,"checks":[{"seed":99001000,"edge":-0.060835493511955135,"arb":-0.060835493513774125,"retail":1.8189894035458565e-12},{"seed":99001008,"edge":-0.05675312119499554,"arb":-0.05675312119482612,"retail":-1.694200335577989e-13},{"seed":99001011,"edge":-0.03396531349226057,"arb":-0.033965313494478004,"retail":2.2174345692960173e-12},{"seed":99001014,"edge":-0.04466495887246322,"arb":-0.044664958870412136,"retail":-2.0510815268437455e-12},{"seed":99001020,"edge":-0.03627499670156263,"arb":-0.03627499670927957,"retail":7.716938199564538e-12},{"seed":99001022,"edge":-0.018849992261960602,"arb":-0.01884999225793038,"retail":-4.030220601691781e-12},{"seed":99001023,"edge":-0.04550806073643729,"arb":-0.045508060734575445,"retail":-1.8618440122963875e-12},{"seed":99001026,"edge":-0.04736913662710324,"arb":-0.04736913662605391,"retail":-1.0493272917244667e-12},{"seed":99001028,"edge":-0.04865090109529993,"arb":-0.0486509010942732,"retail":-1.0267342531733448e-12},{"seed":99001030,"edge":-0.008240321369791553,"arb":-0.008240321367350839,"retail":-2.440714297335944e-12}]}}