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","code_sha256":"1225ddc358ebc75de6896eaef6f13c950fbb95bf4fc5ceae35bf7104dbe002d7","params":{"W1":[[0.546679,1.887748,-0.470053,3.644619,-2.677585,-0.826709,-1.064062,1.596445,-5.072221,0.099433,1.782056,-0.23642,0.323024,1.466617,0.13333,-1.235917,0.108944,-0.252776,0.391745],[0.807774,1.140002,2.573029,2.95164,1.025586,-0.753361,0.078128,0.134043,-0.01008,-0.195834,-0.217188,-1.035501,0.427894,-1.217721,-1.162242,1.101774,0.962444,-0.190547,0.094243],[1.374303,2.407833,-0.007482,0.630225,1.278204,1.667032,-1.500197,1.345775,0.736934,-0.961465,0.07249,-3.065489,-0.754839,-0.259746,0.965405,0.420147,-0.627042,-0.631728,-1.04245],[-1.294833,-0.631458,1.501026,-0.502031,-0.279171,0.870278,-1.343229,1.545118,-1.584637,-0.093017,0.668094,-2.016965,-1.609669,0.161882,0.465055,0.490614,1.652592,0.420276,1.591516],[0.115525,1.151155,2.04224,0.006473,-1.892944,-0.218581,1.330729,1.142852,-0.104169,0.176829,-0.002879,-2.079903,-0.057631,-0.470324,0.217134,-1.524209,2.037512,-0.608156,-0.087681],[2.280338,-0.972145,1.959753,-1.168703,1.549764,2.010509,0.493571,0.303706,-0.692523,0.730485,-0.166211,3.118154,1.157804,-0.489138,-1.191902,0.848095,0.799433,1.61984,0.205423],[-1.336432,1.284864,0.556558,-3.244319,1.412866,0.922271,-0.245505,-0.090478,0.531836,-0.181974,0.727187,0.427454,-1.282086,0.276475,-0.053899,0.334283,-0.196072,1.013206,0.103527],[-1.851146,-1.656212,2.572181,2.541736,0.002228,-2.632072,-1.39195,2.746851,1.374763,-1.07435,2.175056,-2.052609,0.621161,0.454496,-0.00272,2.703396,0.672631,-0.264794,-0.67134]],"b1":[1.793202,-1.840195,-2.631212,-2.115194,-1.233333,-1.488141,-2.816471,-1.270223],"W2":[[0.659943,-1.268513,0.13258,-1.081264,-2.861097,-0.619504,-2.67886,0.856998],[0.156963,-1.531087,-1.209453,0.474556,2.209526,-0.958428,0.617216,0.583988]],"b2":[1.806294,1.11689],"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":["The initial 512-market SPEED benchmark determined the search branch. Later short worker-scaling probes are reported separately; the search retained eight workers. All elapsed times and throughput values are measured, including process overhead where applicable.","All metrics except the explicitly labeled Gate B reference were measured locally in this run. Input hashes and upstream layout metadata are verified against the cited artifacts.","IB own hashed port was imported unchanged into the supplied replica strategy block; RS2 port was not rebuilt. Starting weights are exactly IB params. Zero head weights give T; HA uses its 13 input columns with the six new columns zero.","Gate A compares IB frozen input weights and code. Gate C compares candidate frozen rounded weights and code. Both use 50 sequences of 2,000 callbacks plus initialization; quotes drive trades alternately from EVM and port.","Freezing changes only integer literals inside IB _head. The generator reproduced the original IB source byte for byte from starting weights. No features, scaling, anchor, or other Solidity logic changed.","Monitor values select a point and are not holdout estimates. Curve rows are [elapsed_training_minutes, monitor_gain_over_T, global_sigma]; block scales are applied through CMA_stds. Training time excludes setup, idle gaps between segments and warm compilation, and includes training markets, monitoring, and checkpoint overhead.","Holdout seeds 40000000..40008191 were evaluated once per arm after freezing. Real confirmation seeds 7616000..7616511 were evaluated once per arm in 64-market chunks, each strategy alone against VanillaStrategy using amm_sim_rs.run_batch(...,8). Configs follow MatchRunner draw order and default ranges using each market seed.","Real retail_delta and arb_delta are reconstructed EDGE deltas, not volume deltas. The cited decomposition harness reconstructs negative optimal arbitrage profit from step fair prices, previous final spot/fees and constant initial k; retail is the residual total edge. The diagnostic check tests paths with zero observed retail volume. Volume deltas are separately labeled.","Gas counters come from amm_sim_rs.gas_stats(), reset before each chunk and aggregated by summing counts and taking maxima. OOG includes both roles for the candidate arm. Other-arm raw counters are also included.","valid denotes completion of gates, 512-seed confirmation and gas constraints; it does not establish top-10 leaderboard placement. No strategy changes or selection were made using holdout or real-engine confirmation outcomes."]}