{"item":"j041","mode":"search","speed":{"replica_markets_per_s":934,"runs_markets_per_s":[934.1,952.8,930.6],"scope":"512 replica 10000-step markets, T3 port, 8 fork processes, warmed Numba","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,"passed":true},"C":{"sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":5.8220975182859264e-05,"threshold_bps":0.1,"passed":true,"what":"frozen candidate Solidity EVM vs port with frozen (1e-6 weights, WAD-rounded constants) values"},"monitor_T3_over_T_reproduced":2.584618491684348},"search_settings":{"method":"CMA-ES (pycma 4.5.0, default covariance) over 219 = 178 head weights + 41 constants","start":"T3's frozen params (params of artifact 2333ecf2) at z = 0","weights":"w = w0 + 0.03 * rms(block of T3 weights) * z, blocks W1, b1, W2, b2","constants":"c = c0 * 2^(0.02 z), exponent clipped to [-1,1]; decays (the nine *_DECAY keys) d = 1-(1-d0)*2^(0.02 z); ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP rounded (minimum 1)","population":32,"es_seed":841,"sigma0":0.5,"sigma_cap":"sigma0 * 0.5^(search_minutes/40), applied before ask and after tell","train":"256 fresh markets per generation shared by the population and T, from seed 2010000000 up, none reused","train_seed_range":[2010000000,2010096511],"fitness":"mean edge minus T on the generation markets (T = port with head off, T constants and anchors)","generations":377,"search_minutes":49.64,"monitor":"CMA mean on seeds 30000000..30002047 at start and every 5 minutes; best monitored point frozen"},"curve_columns":["minutes","monitor_gain_over_T","sigma"],"curve":[[0.0,2.5846,0.5],[5.13,2.5951,0.3737],[10.15,2.601,0.3533],[15.17,2.6123,0.3415],[20.17,2.6047,0.3222],[25.25,2.6158,0.2908],[30.27,2.6156,0.2912],[35.33,2.6137,0.2487],[40.36,2.6201,0.2485],[45.43,2.6272,0.2276]],"best_monitor":{"gain_over_T":2.627235953584513,"se":0.030176574191424076,"generation":345,"minutes":45.426765235265094,"T3_at_start":2.584618491684348},"holdout":{"seeds":[40000000,40008191],"n":8192,"over_T":{"mean":2.5711905559264157,"se":0.013827274245753843,"n":8192},"over_base":{"mean":0.03809424956372086,"se":0.0038371359651030775,"n":8192},"base_over_T":{"mean":2.533096306362695,"se":0.01349951591946062,"n":8192},"retail_delta_over_base":0.26092509522435603,"arb_delta_over_base":-0.2228308456606353},"real":{"protocol":"each arm alone vs 30 bps VanillaStrategy: amm_sim_rs.run_batch(X, VanillaStrategy, configs, 8), chunks of 64, configs = MatchRunner._build_configs body (BASELINE_SETTINGS/BASELINE_VARIANCE) with rng seed = config seed = market seed","block1_vs_T3":{"seeds":[8860000,8861023],"n":1024,"mean_diff":0.057398448289181,"se":0.012581417717015665,"sum":58.77601104812135,"sumsq":169.19282819763436,"wins":573,"worst5":[{"seed":8860553,"diff":-3.5706759635511958},{"seed":8861020,"diff":-1.3470572103052518},{"seed":8860905,"diff":-1.136016314018093},{"seed":8860253,"diff":-1.0785320463287462},{"seed":8860404,"diff":-1.0162369515161345}],"median":0.03891249443347533,"retail_delta":0.27500221812189724,"retail_delta_se":0.014146365218514496,"arb_delta":-0.21760376983271684,"arb_delta_se":0.009614721215707106,"decomposition_reconciliation_max_abs":1.1013412404281553e-13,"means":{"candidate_edge":529.5549186525395,"T3_edge":529.4975202042503},"pnl_delta":0.05478075694036022,"retail_volume_y_delta":56.04811121189455,"arb_volume_y_delta":129.62508734098634},"block2_vs_T3":{"seeds":[8862000,8863023],"n":1024,"mean_diff":0.037193836102817734,"se":0.010530341397964047,"sum":38.08648816928536,"sumsq":117.57762301004311,"wins":556,"worst5":[{"seed":8862890,"diff":-1.8232497326507655},{"seed":8862015,"diff":-1.7275444087312053},{"seed":8862191,"diff":-1.3010289801464978},{"seed":8862156,"diff":-1.0750447362494242},{"seed":8862830,"diff":-0.9867468633123053}],"median":0.027443878256121934,"retail_delta":0.2634063462753092,"retail_delta_se":0.010829372697975181,"arb_delta":-0.22621251017249153,"arb_delta_se":0.005410396227875473,"decomposition_reconciliation_max_abs":1.1368683772161603e-13,"means":{"candidate_edge":526.9027924370685,"T3_edge":526.8655986009657},"pnl_delta":0.03910600979081025,"retail_volume_y_delta":54.33464770396605,"arb_volume_y_delta":126.32116655551592},"pooled_vs_T3":{"n":2048,"mean_diff":0.04729614219599937,"se":0.008204390418298568,"sum":96.86249921740671,"sumsq":286.77045120767747,"wins":1129,"note":"pooled across the two blocks, for context; each block is reported apart"},"retail_arb_method":"run_batch exposes per-step fair price, spot and fees but no retail/arb split; arb edge per market is reconstructed from those step fields, retail = total edge - arb, using the decomposition of artifact 33f54e81 (initial fee = the arm BASE_FEE)."},"gas":{"candidate":{"afterInitialize":{"calls":2048,"ok":2048,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"max_ok_gas":243234},"afterSwap":{"calls":22281250,"ok":22281250,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"max_ok_gas":238065},"getName":{"calls":2048,"ok":2048,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"max_ok_gas":21742}},"T3":{"afterInitialize":{"calls":2048,"ok":2048,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"max_ok_gas":243234},"afterSwap":{"calls":22231393,"ok":22231393,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"max_ok_gas":237777},"getName":{"calls":2048,"ok":2048,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"max_ok_gas":21742}},"candidate_afterSwap_peak":238065,"T3_afterSwap_peak":237777,"candidate_failed_calls":0,"T3_failed_calls":0,"limit":245000},"valid":true,"code_zb64":"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","code_sha256":"9e8173ccc1ec8f552e048ecf7639c43c4e5202fb1efe0aec58468e8a03767057","params":{"W1":[[-0.028776,0.684487,-0.352302,2.83684,-2.259004,0.460167,-1.473549,2.364786,-5.09916,-1.891801,-0.807767,-0.168029,0.361869,-2.312086,-0.356076,-0.214152,-1.281652,-0.146131,1.642384],[0.671118,0.835746,1.963182,2.649603,-0.05934,-0.334274,-0.442691,0.361301,-0.46746,0.252189,-0.141477,-1.824024,0.205106,-0.0133,-0.049018,1.098185,0.416539,0.121826,1.149899],[0.964467,3.855155,-1.238842,0.732936,0.922659,2.130231,-1.70772,0.941119,1.375445,-0.549628,0.460547,-0.105359,-0.255984,0.327205,0.331817,1.189926,-2.478629,-0.432493,-2.479545],[0.311578,-1.269704,1.062507,-0.356378,-1.051413,-0.344089,0.155748,0.037211,0.970417,0.036795,0.218194,-1.635246,-0.187809,0.235261,0.260905,-1.256291,0.999957,-0.440866,-0.807182],[1.228764,0.631739,4.806828,0.072741,-1.957961,-1.218993,-1.149695,-0.690687,-0.467652,0.650725,0.050728,-2.339941,0.001753,-1.111984,0.405623,-0.744534,2.143064,-0.145423,0.398358],[1.30997,-1.829958,0.500157,-1.311869,3.577124,1.568655,3.752302,0.662339,-0.552443,0.057727,0.035191,3.726585,0.51937,-1.127797,0.232344,0.614605,-1.769053,-0.264624,-1.484478],[-1.015183,1.136619,-0.047178,-0.672484,2.550671,0.854886,-1.132379,2.322437,1.331919,-1.495529,1.217265,1.197566,1.291485,-1.14157,-1.101388,-1.567448,0.946131,-0.814577,2.571934],[-2.607851,-2.758734,3.30699,3.616912,-0.365867,-0.8503,-1.861243,2.449262,0.458468,-1.053777,2.432661,-2.275501,1.424107,0.340686,0.76882,0.961229,-0.486214,-1.864889,1.158606]],"b1":[1.958458,-1.566884,-4.435626,-0.822325,-1.51029,-2.230741,-0.702769,0.509987],"W2":[[0.192732,-2.152222,1.075337,-0.706603,-3.176088,-0.8288,-0.931911,0.890731],[0.456978,-1.924845,-1.795295,3.600892,0.159329,-2.111865,0.771932,-0.187635]],"b2":[1.283684,2.98629],"constants":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":0.0011305035783483535,"DIR_DECAY":0.7283922063724844,"ACT_DECAY":0.359750342578946,"SIZE_DECAY":0.5006420271658937,"TOX_DECAY":0.9272145662860646,"SIGMA_DECAY":0.7199811352600753,"LAMBDA_DECAY":0.9921503231669982,"SIZE_BLEND_DECAY":0.8437922577202714,"TOX_BLEND_DECAY":0.2481219422520038,"ACT_BLEND_DECAY":0.9870133807166726,"PHAT_ALPHA":0.2545412105525033,"PHAT_ALPHA_RETAIL":0.05448717169735657,"PHAT_ALPHA_SAME":0.1469787009612919,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":6.3434997919507845,"MIN_GATE":0.030577267001686673,"TRADE_TOX_BOOST":0.2933816686530744,"STALE_ATTRACT_FRAC":0.6880733554369906,"RET_CAP":0.023188262443007774,"TOX_CAP":0.21278824224163448,"TRADE_RATIO_CAP":0.18080975553008516,"LAMBDA_CAP":1.162148326808265,"STEP_COUNT_CAP":66,"BASE_FEE":0.000388912696061605,"SIGMA_COEF":0.20554263756911986,"LAMBDA_COEF":0.0013098208916872524,"FLOW_SIZE_COEF":0.5112440157607506,"TOX_COEF":0.031200621349333338,"TOX_QUAD_COEF":1.5800108893525473,"ACT_COEF":8.225254038219173,"DIR_COEF":0.00183988547197733,"DIR_TOX_COEF":0.007829542203567685,"STALE_DIR_COEF":0.7531140390370344,"SIGMA_TOX_COEF":0.06025769325015734,"TAIL_KNEE":0.05146862273537378,"TAIL_SLOPE_PROTECT":0.8399394798862717,"TAIL_SLOPE_ATTRACT":0.8552863024740415,"ANCHOR_COUNT_CAP":715,"ANCHOR_LINEAR_K":0.6716426447182019,"ANCHOR_QUADRATIC_K":1.1150268558786887},"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"}},"seeds":{"gateA_C":[310000,310049],"gateB":[7232768,7233279],"train":[2010000000,2010096511],"monitor":[30000000,30002047],"holdout":[40000000,40008191],"real_block1":[8860000,8861023],"real_block2":[8862000,8863023],"speed":[1000000000,1000001535],"real_timing_only":[5000000,5000063]},"notes":["All supplied artifact ids and decoded file sha256s matched the brief (T3 code cb6d9455, CG port b29cd2a0, replica 1e4c44b4, HA code 99e3a2ec); setup wheel aedb6828 verified; checkout 6b6921f8.","The port is used as given in the replica STRATEGY block; the three anchor literals read the parameter vector and W/TH come from one vector instead of the PT global. T = same port with the head off and T constants/anchors.","The T3 frozen point reproduces its recorded monitor value: +2.58462 here vs +2.58461 in artifact 2333ecf2, and gate B reproduces the +1.92037 recorded in artifact 2333ecf2 exactly.","Replica speed about 934 markets/s on this 8-core machine (over 500), so the search ran: 377 generations in 49.64 search minutes in 7 segments (each under 8 minutes, state saved under scratch). Search stopped when 55 minutes of the item remained, after the 45-minute minimum.","Monitor gain over T: +2.5846 at start (T3), best +2.6272 se 0.0302 at 45.4 min (generation 345). The curve is roughly flat after 15 minutes (2.605..2.627, within monitor se 0.03), so continued CMA from this point shows little further gain at this budget; the best-monitored point is selected by a noisy monitor.","Holdout (8,192 seeds, once after freezing): +2.571 se 0.014 over T, +0.038 se 0.004 over T3 (base); replica retail/arb shares of the gain over T3: retail +0.261, arb -0.223.","Real engine, candidate minus T3, paired: block 1 (8860000..8861023) +0.0574 se 0.0126 (wins 573/1024), block 2 (8862000..8863023) +0.0372 se 0.0105 (wins 556/1024); pooled over 2,048 seeds +0.0473 se 0.0082. The candidate is a small real-engine improvement over T3 (about the replica holdout improvement); no leaderboard placement is claimed.","Retail/arb real deltas: reconstruction from step-level fair price/spot/fees (HA real-decomposition harness, artifact 33f54e81), initial fee taken from the arm's own BASE_FEE; each arm ran a second time on the same seeds to get step data and all per-seed edges were byte-identical to the first run (asserted).","Search and holdout seeds were not reused; real seeds were used only for the frozen candidate and T3 (the second run adds decomposition only and reproduces the same edges). Real-timing check on seeds 5000000..5000063 (T3) was only to size the schedule.","Gas: candidate afterSwap peak 238065 (<=245000) in both blocks, 0 OOG, reverts, halts, tx errors or bad returns; afterInitialize peak 243234 equals T3's. valid is computed from these and from gates A, B, C.","Gates: A 5.75e-05 bps, B +1.920 (target +2.00 +/- 0.15), C 5.82e-05 bps."]}