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","code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9","params":{"W1":[[-0.122003,0.731454,-0.465368,2.998833,-2.325042,0.583646,-1.465719,2.330367,-5.296259,-1.804534,-0.852343,-0.171263,0.445759,-2.173843,-0.471323,-0.232548,-1.223397,-0.141278,1.469197],[0.723577,0.803271,2.012153,2.714905,-0.15748,-0.282939,-0.464975,0.413107,-0.374623,0.209898,-0.085672,-1.819724,0.155218,-0.150565,-0.090415,1.03029,0.352852,0.060971,1.075809],[1.136941,3.756676,-1.203927,0.753486,0.931579,2.18083,-1.749807,1.029621,1.28779,-0.682605,0.429824,-0.075276,-0.430937,0.395573,0.304551,1.171626,-2.518045,-0.429065,-2.231623],[0.38127,-1.388284,1.016535,-0.407249,-1.012472,-0.390365,0.096328,0.065385,0.788451,0.171605,0.180177,-1.77325,-0.281683,0.176087,0.248675,-1.12143,1.042201,-0.458772,-0.871662],[1.327491,0.535888,4.87539,0.001265,-1.974526,-1.26398,-1.11645,-0.628563,-0.409856,0.563594,0.003287,-2.352466,-0.044409,-1.113051,0.319107,-0.710736,2.261434,-0.084005,0.495262],[1.286688,-1.941086,0.444896,-1.373127,3.641454,1.422972,3.746961,0.525433,-0.534447,0.051663,0.011805,3.715596,0.577559,-1.171091,0.156784,0.495838,-1.786088,-0.276209,-1.605988],[-1.091095,1.136029,-0.019796,-0.728152,2.535019,0.747419,-1.205788,2.259411,1.227282,-1.521974,1.247646,1.17961,1.415836,-1.102357,-1.135424,-1.465166,0.961808,-0.916514,2.464189],[-2.543156,-2.722593,3.353545,3.590386,-0.223427,-0.855418,-1.730654,2.482834,0.435976,-0.90223,2.473317,-2.129974,1.382278,0.140581,0.699543,0.93941,-0.394647,-1.848609,1.259045]],"b1":[1.919914,-1.602846,-4.340146,-0.866279,-1.483061,-2.196219,-0.574283,0.399937],"W2":[[0.185543,-2.066947,0.949148,-0.630713,-3.080369,-0.74658,-0.935833,0.951334],[0.412422,-2.048122,-1.701156,3.503979,0.290637,-2.178203,0.888547,-0.182852]],"b2":[1.499011,2.997006],"constants":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":0.001171470033649966,"DIR_DECAY":0.7335249441444244,"ACT_DECAY":0.3765498595421264,"SIZE_DECAY":0.48738084586012276,"TOX_DECAY":0.9286329950353552,"SIGMA_DECAY":0.7327584924491856,"LAMBDA_DECAY":0.9918504260432562,"SIZE_BLEND_DECAY":0.8397180057889105,"TOX_BLEND_DECAY":0.2359008403605123,"ACT_BLEND_DECAY":0.987140557453247,"PHAT_ALPHA":0.24980215859066515,"PHAT_ALPHA_RETAIL":0.05426450370635507,"PHAT_ALPHA_SAME":0.14768044281339848,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":6.7367233899854675,"MIN_GATE":0.03055236895744703,"TRADE_TOX_BOOST":0.3050034835515307,"STALE_ATTRACT_FRAC":0.6899010688573033,"RET_CAP":0.02307934747517747,"TOX_CAP":0.20799000239681092,"TRADE_RATIO_CAP":0.18401740086912755,"LAMBDA_CAP":1.1767903030740083,"STEP_COUNT_CAP":64,"BASE_FEE":0.000394715277459523,"SIGMA_COEF":0.20585950793588467,"LAMBDA_COEF":0.00127231278988692,"FLOW_SIZE_COEF":0.5039180701096855,"TOX_COEF":0.030557276512942967,"TOX_QUAD_COEF":1.5845537652051427,"ACT_COEF":8.530156956319056,"DIR_COEF":0.001787397826556854,"DIR_TOX_COEF":0.007644979769584344,"STALE_DIR_COEF":0.7509802734859878,"SIGMA_TOX_COEF":0.06014956771610196,"TAIL_KNEE":0.05332132369252848,"TAIL_SLOPE_PROTECT":0.8584369839037304,"TAIL_SLOPE_ATTRACT":0.8500966921207127,"ANCHOR_COUNT_CAP":715,"ANCHOR_LINEAR_K":0.6779948673968177,"ANCHOR_QUADRATIC_K":1.1108717241619794},"scaling":{"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_size","step_trade_count","prev_bid_fee","prev_ask_fee","steps_since_arb_like_print","router_implied_vanilla_spot_dev"],"feature_multipliers":[1000.0,2.0,500.0,500.0,500.0,1.0,500.0,500.0,2.0,2.0,1000000.0,1.0,500.0,647.054817,1.395287,220.617911,228.148131,0.412565,274.335453],"feature_offsets":[-1.0,-1.0,-1.0,-1.0,-1.0,-1.0,0.0,0.0,-1.0,-1.0,-1.0,0.0,-1.0,-0.618293,-2.037262,-0.803057,-0.808615,-0.823811,0.001772],"weight_fixed_point_scale":1000000,"input_clip":[-4,4],"hidden_relu_clip":[0,4],"output_unit_fee":0.0001,"note":"unchanged from CG"}},"input_sources":{"T3":"https://api.imdnotdead.fun/artifacts/2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336","CG":"https://api.imdnotdead.fun/artifacts/ebbd90c663c396598965b23341aea97a4501b4c971db183a8fe94a880f399979","replica":"https://api.imdnotdead.fun/artifacts/e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea","HA":"https://api.imdnotdead.fun/artifacts/2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690"},"notes":["All reported experimental metrics are measurements in this item; prior artifact performance claims were not treated as new measurements.","All four artifact JSON SHA256 digests and all brief-specified decoded source hashes verified. Setup succeeded at checkout 6b6921f8d463314aa7c96234e1be25a25245f704; instrumented wheel SHA256 aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a verified.","Per step 3, uncontended replica throughput below 500 markets/s selects real-only mode. No CMA-ES search, monitor curve, new candidate, holdout or second real block was performed. Submitted code and whole params are exactly T3.","The supplied CG port was inserted into the supplied replica STRATEGY block, not rebuilt. Its 3 anchor literals read appended W entries; PT reads appended TH entries; T3 weights and its 41 constants supplied from frozen params. No market logic changed. Numba cache enabled. Gate A recording adds an output buffer only, with no synthetic reserve updates.","Real arms each ran alone versus 30 bps VanillaStrategy via amm_sim_rs.run_batch(arm, VanillaStrategy, configs, 8). Arms used separate processes and markets. Configs use the exact MatchRunner._build_configs draw order and BASELINE_SETTINGS values, substituting each requested seed. Each of 1024 fresh seeds evaluated once per arm. No tuning used this block.","Real execution was segmented under 8 minutes per command and saved after every 16 markets. Gas reset and read for each batch, then counts summed and successful peaks maximized per arm.","Real retail_delta and arb_delta are null because this wheel exposes total edges and retail/arb volumes, but does not expose their edge decomposition. Reported volume deltas are submission volume differences in Y units, not edge deltas.","Paired SE uses sample standard deviation (ddof=1)/sqrt(n). sum and sumsq refer to all paired edge differences; worst5 lists the five smallest differences. No leaderboard placement is claimed."]}