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","code_sha256":"f06b3cb7c141ce8239519c9c177695cc3de9c849be5428e32d2edc3d089ae78b","params":{"architecture":"19-8-2 ReLU head added to T fees (T = RS2 + toxicity anchor, unchanged)","float":{"W1":[[0.457099,2.815979,-0.470439,2.826301,-2.750426,-0.041008,-3.379935,-0.351159,-4.162208,0.004879,-0.930424,0.768778,0.36836,0.650659,1.292366,0.190902,0.100572,0.407128,0.30688],[0.620384,1.766239,1.776038,3.551845,1.882839,0.621439,0.697084,-0.301873,-0.015995,0.060167,-0.374918,0.032706,0.96841,-1.363182,0.983907,-0.009387,0.402333,0.130082,-0.574471],[1.671725,2.411583,-1.240899,1.524721,2.187916,3.719082,-0.377081,2.227318,1.768972,-1.179395,-0.200658,-2.053171,-1.114383,0.365091,-2.287847,1.153467,-0.592212,-1.113871,0.620842],[-0.73034,-0.735717,0.682664,0.7919,-0.353884,2.020287,0.003025,1.290693,-0.854936,0.981147,0.497609,-0.997627,-2.35846,-0.446644,0.501422,-0.016871,2.568218,0.179449,-0.158111],[0.608984,-1.464364,3.62216,-1.071937,-3.169782,-1.757046,-1.470288,-0.772562,0.204088,-0.173972,0.132952,-2.951064,0.052758,0.594292,0.521941,-0.306564,1.623187,0.850001,0.692112],[1.425041,-0.287442,0.915447,-0.548319,2.488938,1.0607,0.16394,-0.084597,-1.723634,0.640298,0.078873,3.31765,0.942818,-0.368925,-0.233017,0.65083,-0.724992,-0.411747,0.350708],[-1.769052,1.060791,0.946119,-2.890229,1.364628,-0.218012,0.50096,0.1041,1.311284,-0.147478,-0.108501,0.501017,-1.096556,1.345717,-0.334675,0.394904,0.749634,-0.059772,0.748475],[-1.04356,-2.284559,2.790943,2.357572,-1.348475,-1.669215,-0.439102,1.759373,1.776425,-1.644041,2.017412,-1.769813,0.777238,0.537019,0.739689,1.37371,0.133373,-0.314138,0.291381]],"b1":[1.868932,-2.614648,-2.9116,-0.308329,0.271925,-1.945033,-1.507854,-0.520066],"W2":[[0.595325,-1.945374,-0.006153,-0.232853,-3.628139,-0.326714,-0.709155,1.324751],[0.611932,-1.359247,-1.398712,2.169389,0.5951,-1.08227,-0.152294,0.4562]],"b2":[0.21066,2.497432]},"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":484,"population":32,"dimension":178,"initial_sigma":0.05,"sigma_units":"block-RMS normalized coordinates","CMA_diagonal_iterations":0,"start":"FA params.float, unchanged frozen weights","generations":68,"train_seeds":[1070000000,1070034815],"train_markets_per_generation":512,"final_sigma":0.009872831699601584,"fitness":"mean replica edge minus T edge on the generation block (shared seeds)","proposals_rounded_to":null,"monitor_and_frozen_rounding":1e-06,"monitor_seeds":[30000000,30002047],"monitor_every_minutes":5,"selection":"CMA mean only, retain best monitor score including initial FA","selected":{"from":"mean","monitor_minutes":65.24805372549066,"monitor_gain":1.7715039748105736}}},"notes":["All named artifact hashes and FA port hash verified before use. FA own port used unchanged; HA mapped to the same port by zero-padding W1 from 13 to 19 inputs.","Curve rows are [active search minutes, monitor mean edge gain over T, global sigma in block-RMS coordinates]. Sigma cap is enforced before each population; first monitor sigma was logged before its scoring time, later monitor sigma after scoring. Search generations use disjoint 512-seed blocks shared by all 32 policies and T. JIT time and between-segment idle time excluded from search time.","Candidate frozen before its once-only holdout and real-engine confirmation. Fixed FA/HA controls were collected during search pauses and were not used for candidate selection. Solidity changes are head fixed-point weight literals only; the original-weight freeze roundtrip reproduced FA byte for byte.","Real-engine arms each ran alone against VanillaStrategy, with MatchRunner draw order and 8 workers. Confirmation is not used for candidate selection.","Retail and arb edge contributions are numerical reconstructions from engine step traces, using the cited prior harness; retail=total-arb. First FA 64-seed timing chunk retained total edge and volumes but not decomposition; vs_FA edge decomposition therefore uses the remaining 448 seeds. All paired total-edge and volume summaries use 512 seeds.","Worst5 lists the five lowest paired candidate-minus-baseline edge differences. SE is sample standard deviation divided by sqrt(n). No leaderboard placement is inferred."]}