{"item":"j107","mode":"search","speed":{"n":512,"seconds":0.5409860161598772,"replica_markets_per_s":946.4200269618227,"scope":"512 T3 replica 10000-step markets, 6 fork processes, warmed Numba, all available cores","threshold":500},"gates":{"A":{"sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":5.7471258602809216e-05,"threshold_bps":0.01,"passed":true},"B":{"n":512,"seeds":[7232768,7233279],"mean_diff":1.920372244773669,"se":0.04445924198500627,"retail_delta":4.78667942995755,"arb_delta":-2.866307185183879,"target":2.0,"tolerance":0.15,"passed":true},"C":{"sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":5.906716672634399e-05,"threshold_bps":0.1,"passed":true}},"search_settings":{"method":"CMA-ES (pycma) over 219 = 178 head weights + 41 constants","start":"T3 frozen params","weights":"w = w_T3 + 0.03*rms(block)*z, blocks W1,b1,W2,b2","constants":"c = c_T3 * 2^(clip(0.02*z,-1,1)); decays d = 1-(1-d_T3)*2^(clip(0.02*z,-1,1)); four integer constants rounded","population":16,"es_seed":907,"sigma0":1.0,"sigma_cap":"sigma0*0.5^(active_minutes/40), applied before ask and after tell","train_markets_per_generation":512,"train_seed_range":[2142000000,2142163327],"train_generations":319,"train_unique_markets":163328,"fitness":"mean edge minus T on each generation\u2019s shared seeds","monitor_seeds":[30000000,30002047],"monitor_rule":"CMA mean every five active minutes, best monitored point frozen","search_minutes_active":52.21842054128647,"search_minutes_wall":53.589473116397855,"best_monitor_generation":280,"best_monitor_gain_over_T":2.610900843505874},"curve_columns":["minutes","monitor_gain_over_T","sigma"],"curve":[[0.0,2.584618491684523,1.0],[5.098,2.5433751062532792,0.7807970114887268],[10.241,2.5442273651792675,0.7333770345534778],[15.268,2.558315958869912,0.6560281900062859],[20.328,2.554125910105199,0.602183722024877],[25.429,2.5579672785129333,0.5585179324430137],[30.547,2.588968815676594,0.5321332642982911],[35.69,2.5868207512005483,0.4972985858007365],[40.727,2.609384971422287,0.47128298171100697],[45.871,2.610900843505874,0.4516371159282025],[51.034,2.6069103832023757,0.412978898183355]],"holdout":{"seeds":[40000000,40008191],"n":8192,"over_T":{"n":8192,"mean":2.5606118246239493,"se":0.013853372557658098},"over_base":{"n":8192,"mean":0.027515518261254396,"se":0.005450672227967633},"retail_delta_over_base":0.15029641037764085,"arb_delta_over_base":-0.12278089211638635},"real":{"protocol":"each strategy alone versus 30 bps VanillaStrategy; amm_sim_rs.run_batch(arm,VanillaStrategy,configs,8), 64 seed chunks; configs use MatchRunner._build_configs ranges and draw order with rng seed = market seed","blocks":[{"seeds":[9124000,9125023],"n":1024,"mean_diff":0.06452754059030186,"se":0.016387969072176864,"sum":66.0762015644691,"sumsq":285.6000931864605,"wins":560,"worst5":[[9124970,-2.1704907716144817],[9124941,-1.8452090874782812],[9124959,-1.6584988279035997],[9124020,-1.5988120426782189],[9124368,-1.3977170141507713]],"retail_delta":null,"arb_delta":null,"pnl_delta":0.05560980024833739,"retail_volume_y_delta":-70.36479180318132,"arb_volume_y_delta":63.52095282013689,"means":{"candidate_edge":526.5223904689985,"T3_edge":526.4578629284081}},{"seeds":[9126000,9127023],"n":1024,"mean_diff":0.05889581546611483,"se":0.02575056447875849,"sum":60.30931503730159,"sumsq":698.1748676470121,"wins":536,"worst5":[[9126899,-1.6472544952342787],[9126955,-1.5290412554977593],[9126445,-1.5230658411934428],[9126927,-1.5154408913664383],[9126948,-1.3788036725921984]],"retail_delta":null,"arb_delta":null,"pnl_delta":0.06619096629044918,"retail_volume_y_delta":-68.2288344009529,"arb_volume_y_delta":73.18815743517908,"means":{"candidate_edge":526.114304085141,"T3_edge":526.0554082696749}}],"retail_arb_note":"run_batch exposes total edge, pnl, and retail/arb volumes, but no retail/arb split of edge. Real retail_delta and arb_delta are null; Y-volume deltas are 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","code_sha256":"2bdfa4020803fb34bc39a60ba651bc36e19fb04c3cb783bdd633ee76f2614e4a","params":{"W1":[[0.039589,1.00688,-0.724346,2.52608,-2.75313,0.673846,-1.355199,2.615414,-5.708445,-2.170035,-0.707929,-0.489467,0.467615,-2.377943,-0.563259,-0.048373,-1.054646,-0.261214,1.597284],[0.943621,0.778355,2.105465,2.622955,-0.143216,-0.137497,-0.457656,0.445425,-0.396206,0.040197,-0.12135,-1.4617,0.14397,-0.094217,-0.249307,1.181563,0.347382,0.0104,1.065441],[0.788643,3.961827,-1.154185,0.684643,0.696173,2.24222,-1.689304,1.004794,0.996074,-0.56038,0.526591,-0.079888,-0.277852,0.462761,0.152937,1.332278,-2.681963,-0.404582,-2.321729],[0.292824,-1.744079,1.001307,-0.496675,-0.902122,-0.77134,-0.013926,-0.155408,1.06276,-0.057848,0.223692,-1.988315,0.08616,0.37961,0.139515,-1.068543,1.027696,-0.291938,-1.06282],[1.344305,0.728555,4.672434,0.197728,-2.099765,-1.171653,-1.23006,-0.857464,-0.254731,0.584764,-0.132629,-2.12465,-0.400922,-1.240524,0.201665,-0.636642,2.339949,0.020969,0.655887],[1.304495,-1.603445,0.470234,-1.494707,3.474621,1.041153,4.049165,0.185048,-0.505008,-0.055582,-0.105441,3.443059,0.540835,-1.027264,0.079371,0.34617,-1.603415,-0.112264,-1.98247],[-0.907048,0.970278,-0.191791,-0.780069,2.312287,0.800613,-1.083178,2.184375,1.012517,-1.558169,1.15055,1.180194,1.585047,-1.068585,-1.007735,-1.329577,1.17753,-0.786473,2.541311],[-2.594245,-2.69645,3.591071,3.589731,0.049158,-0.870105,-1.778781,2.868804,0.470076,-0.49255,2.645194,-2.250812,1.299885,0.031452,0.604053,0.896133,-0.608131,-1.913523,1.363778]],"b1":[2.344297,-2.003916,-4.071134,-0.964351,-1.346884,-1.880954,-0.388315,0.685525],"W2":[[0.236247,-2.256719,0.959585,-0.443394,-3.068137,-0.713063,-1.141385,1.037649],[0.385335,-1.830214,-1.807633,3.787832,0.30964,-2.055058,0.879958,-0.31452]],"b2":[1.953054,3.375572],"constants":{"ELAPSED_CAP":6,"SIGNAL_THRESHOLD":0.001063615557466411,"DIR_DECAY":0.7458674086758782,"ACT_DECAY":0.3282527536725186,"SIZE_DECAY":0.47100728589281593,"TOX_DECAY":0.9347653753772481,"SIGMA_DECAY":0.7031812001134002,"LAMBDA_DECAY":0.9921702172222034,"SIZE_BLEND_DECAY":0.8373565389919022,"TOX_BLEND_DECAY":0.2622700895724863,"ACT_BLEND_DECAY":0.9871477133879953,"PHAT_ALPHA":0.2475450553746284,"PHAT_ALPHA_RETAIL":0.05129305565269736,"PHAT_ALPHA_SAME":0.14152631453624237,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":6.867227481914068,"MIN_GATE":0.02798331759305325,"TRADE_TOX_BOOST":0.296027628694394,"STALE_ATTRACT_FRAC":0.6603800619604275,"RET_CAP":0.02216947602016068,"TOX_CAP":0.18348225982040348,"TRADE_RATIO_CAP":0.20180816661087583,"LAMBDA_CAP":1.1943273464030915,"STEP_COUNT_CAP":64,"BASE_FEE":0.000397404083337758,"SIGMA_COEF":0.2102757399688941,"LAMBDA_COEF":0.001167282249580162,"FLOW_SIZE_COEF":0.5444529189133971,"TOX_COEF":0.029526059346737597,"TOX_QUAD_COEF":1.4097384819712044,"ACT_COEF":9.027839277648274,"DIR_COEF":0.001710378787912376,"DIR_TOX_COEF":0.008085830465025324,"STALE_DIR_COEF":0.7417976745636522,"SIGMA_TOX_COEF":0.06070708981360627,"TAIL_KNEE":0.05496584531469664,"TAIL_SLOPE_PROTECT":0.8234071338244479,"TAIL_SLOPE_ATTRACT":0.8438894340804839,"ANCHOR_COUNT_CAP":694,"ANCHOR_LINEAR_K":0.6852142749250304,"ANCHOR_QUADRATIC_K":1.23775867485869},"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 IDs and embedded source SHA256 hashes were independently verified; checkout and wheel match the pinned hashes.","The CG port was inserted into the supplied replica STRATEGY block; the T3 head and 41 named constants were initialized from T3 params. No port was rebuilt.","Gate A used fees from 50 replica-market callback traces. Gate B used the specified CG/T comparison markets. Gate C used the frozen candidate on the same trace seeds as Gate A.","Weights are rounded to 1e-6 and noninteger constants to WAD integers; T3 scaling and Solidity shell are unchanged.","The holdout range was evaluated once after freezing. Real candidate and T3 each ran in separate markets on fresh seeds.","No leaderboard placement is inferred from these measurements."],"input_sources":{"T3":"https://api.imd.fun/artifacts/2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336","CG":"https://api.imd.fun/artifacts/ebbd90c663c396598965b23341aea97a4501b4c971db183a8fe94a880f399979","replica":"https://api.imd.fun/artifacts/e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea","HA":"https://api.imd.fun/artifacts/2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690","T":"https://api.imd.fun/artifacts/6ac5e013b7b1fb4c5e7bdcdfec0aba28b16824e18ccf39500f258533879faffe"}}