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","code_sha256":"9386b3d1b0e09fc376db314a9105a8facdf8646b5c19723702635fbb8408266d","params":{"W1":[[0.039283,0.750245,-0.699818,3.218952,-2.396347,0.649559,-1.329586,2.189268,-5.347503,-2.180604,-0.747262,-0.146829,0.466376,-2.056481,-0.498176,-0.206245,-1.368797,0.056074,1.714931],[0.679379,0.713692,2.040507,2.568073,-0.204698,-0.358989,-0.471769,0.136139,-0.234374,0.34066,-0.034051,-1.763878,0.181699,-0.017943,0.107502,0.955555,0.153707,0.052123,1.107926],[0.859749,3.873313,-1.55543,0.654591,0.823955,2.323324,-1.546331,0.783486,1.192323,-0.556577,0.369768,-0.083526,-0.091628,0.357731,0.125238,1.05818,-2.487928,-0.371677,-2.336205],[0.34804,-1.237379,0.931272,-0.207285,-1.186866,-0.391359,0.426673,-0.165299,0.797775,-0.081463,0.102325,-1.597161,-0.04212,0.498029,0.1802,-1.349818,0.982116,-0.350196,-0.782912],[1.146542,0.657817,4.748019,0.057682,-2.231603,-1.3246,-1.17481,-0.64191,-0.452606,0.542803,0.010829,-2.541279,-0.063532,-1.011165,0.343516,-0.661617,2.100669,-0.012474,0.492435],[1.429361,-1.849077,0.477815,-1.444485,3.463266,1.384588,3.606459,0.574295,-0.789031,0.223665,-0.096144,3.441947,0.402587,-1.114486,0.297678,0.750864,-1.690305,-0.210032,-1.422926],[-0.66014,1.308779,-0.098158,-0.855015,2.524165,0.682363,-1.200724,2.447263,1.262211,-1.242916,1.040927,1.094585,1.103144,-1.167177,-1.187187,-1.516654,0.827362,-0.989189,2.623884],[-2.559914,-2.68751,3.416112,3.591439,-0.202272,-0.867571,-1.815531,2.559925,0.462403,-0.782911,2.503814,-2.047699,1.534212,0.021728,0.684163,0.902915,-0.357073,-1.625922,1.280261]],"b1":[1.837397,-1.39759,-4.298707,-0.703176,-1.436928,-2.181735,-0.371156,0.494846],"W2":[[0.210536,-2.143503,1.172223,-0.503876,-3.074448,-0.687378,-0.91097,0.991239],[0.464636,-1.771426,-1.794643,3.5431,0.102296,-1.959713,0.901969,-0.290268]],"b2":[1.34578,3.171569],"constants":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":0.001063431744106109,"DIR_DECAY":0.7461566992630688,"ACT_DECAY":0.34522118625692727,"SIZE_DECAY":0.4656947689093607,"TOX_DECAY":0.9265737945160147,"SIGMA_DECAY":0.71616007882036,"LAMBDA_DECAY":0.9914210250111848,"SIZE_BLEND_DECAY":0.8394778680683624,"TOX_BLEND_DECAY":0.2632054438209014,"ACT_BLEND_DECAY":0.986897301189858,"PHAT_ALPHA":0.24998866064598307,"PHAT_ALPHA_RETAIL":0.0539317528980259,"PHAT_ALPHA_SAME":0.13843626271530438,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":6.459704007629316,"MIN_GATE":0.028649308482209753,"TRADE_TOX_BOOST":0.2776301749270762,"STALE_ATTRACT_FRAC":0.6882469978458086,"RET_CAP":0.021109104565673407,"TOX_CAP":0.19400744471851109,"TRADE_RATIO_CAP":0.17494733556738626,"LAMBDA_CAP":1.109614452647096,"STEP_COUNT_CAP":64,"BASE_FEE":0.000419853432568057,"SIGMA_COEF":0.20236448219374942,"LAMBDA_COEF":0.001250665453142303,"FLOW_SIZE_COEF":0.495853469476108,"TOX_COEF":0.03229463816710122,"TOX_QUAD_COEF":1.4784960373324891,"ACT_COEF":8.558125740789743,"DIR_COEF":0.001798531099498998,"DIR_TOX_COEF":0.007725838294075537,"STALE_DIR_COEF":0.7484933961834028,"SIGMA_TOX_COEF":0.06212856700186413,"TAIL_KNEE":0.05420081475999835,"TAIL_SLOPE_PROTECT":0.8402744321461956,"TAIL_SLOPE_ATTRACT":0.8479858514879841,"ANCHOR_COUNT_CAP":715,"ANCHOR_LINEAR_K":0.6784438275294983,"ANCHOR_QUADRATIC_K":1.1769245230055305},"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"}},"notes":["All named artifact JSON hashes and decoded file hashes matched the brief; setup succeeded at commit 6b6921f8d463314aa7c96234e1be25a25245f704 and wheel aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a.","Local measurements in this result were obtained in this item; sources.json identifies supplied model and replica provenance.","The supplied CG port was inserted into the supplied replica STRATEGY block. Its three anchor literals read the parameter vector and TH is supplied per vector instead of the PT global; no port was rebuilt. Callback recording does not change market or fee arithmetic.","Speed used 512 T3 markets and all 12 cores after JIT warmup; search was saved in segments below eight minutes each. Search elapsed time excludes setup, compilation and gaps between segments.","The exact pinned MatchRunner configuration fields were checked with its loop indices shifted to assigned seeds. Every real arm ran alone against the 30bps VanillaStrategy via run_batch(...,8). Real seeds were used once per arm.","Real engine results expose total edge and retail/arb volume, but no retail/arb edge split. Those two real deltas are null; volume deltas and replica holdout edge deltas are reported explicitly.","No leaderboard submission or top-10 claim is made."]}