{"item":"j063","mode":"search","speed":{"markets":512,"seconds":0.8061319310218096,"markets_per_second":635.1317697476842,"cores":4,"threshold_markets_per_second":500,"seeds":[310000,310511],"scope":"T3; 512 warmed 10000-step replica markets; all available cores; wall time includes pool startup"},"gates":{"A":{"passed":true,"max_fee_error_bps":5.7471258602809216e-05,"sequences":50,"callbacks_per_sequence":2000,"seeds":[310000,310049],"seconds":14.58600902557373},"B":{"passed":true,"mean_diff":1.920372244773669,"se":0.04445924198500627,"n":512,"reference":2.0,"seconds":1.3773627281188965},"C":{"passed":true,"max_fee_error_bps":5.985189100842642e-05,"sequences":50,"callbacks_per_sequence":2000,"seeds":[310000,310049],"seconds":9.494129657745361}},"search_settings":{"setting":"C","pycma_version":"4.5.0","method":"pycma CMA-ES","dimension":219,"weight_coordinates":178,"constant_coordinates":41,"start":"T3 frozen params","coordinates":"w=w_T3+0.03*rms(T3 block)*z (W1,b1,W2,b2 separately); c=c_T3*2**clip(0.02*z,-1,1); DECAY constants d=1-(1-d_T3)*2**clip(0.02*z,-1,1); ELAPSED_CAP,DIR_IMPACT_MULT,STEP_COUNT_CAP,ANCHOR_COUNT_CAP rounded to integer","population":32,"markets_per_generation":256,"sigma0":0.5,"sigma_cap":"0.5 * 0.5**(search_minutes/40), before ask and after tell","es_seed":863,"train_seed_range":[2054000000,2054051455],"unique_train_markets":51456,"train_market_evaluations_including_T":1698048,"fitness":"mean edge minus T, 256 generation markets shared by all 32 population members and T","monitor_seeds":[30000000,30002047],"monitor":"CMA mean at start and every 5 search minutes; freeze best monitored mean","generations":201,"search_minutes":55.85280386240532,"freeze":"weights to 1e-6; noninteger constants to WAD integer literals; scaling and Solidity shell unchanged","segment_limit_seconds":420},"curve_columns":["minutes","monitor_gain_over_T","sigma"],"curve":[[0.032950024819001555,2.584618491684348,0.4997145912791163],[5.025440040618802,2.6010357466413065,0.37116092042191806],[10.241232760405788,2.606428878959319,0.3543751182543909],[15.112979182321578,2.6138521818253486,0.35030950398823835],[20.150634409386353,2.6195652373242675,0.3399259503155832],[25.200464977595644,2.619352445780363,0.3230856044035135],[30.043485846323893,2.6225002025509303,0.2958710445354871],[35.034532990221244,2.6204295433934215,0.2724638389813945],[40.01111794100143,2.6109721501157024,0.2499518398302824],[45.065939240770724,2.6326765198341433,0.2289892090339666],[50.50867690638794,2.6273454891304744,0.208379184746363],[55.228333901885584,2.627860390497265,0.19201509719189774]],"best_monitor":{"mean_gain_over_T":2.6326765198341433,"minutes":45.065939240770724},"holdout":{"seeds":[40000000,40008191],"over_T":{"mean":2.5641212467147376,"se":0.013605661152878687,"n":8192},"over_base":{"mean":0.031024940352042743,"se":0.0037599573337971175,"n":8192}},"real":[{"seeds":[8948000,8949023],"n":1024,"comparison":"candidate minus T3; each alone against 30 bps VanillaStrategy","mean_diff":0.02790432760081335,"se":0.010353474852223855,"sum":28.57403146323287,"sumsq":113.08909073340912,"wins":569,"worst5":[{"seed":8948204,"diff":-2.187491786897567},{"seed":8948584,"diff":-1.451174296860927},{"seed":8948536,"diff":-1.4205624252667803},{"seed":8948364,"diff":-1.0497249934313118},{"seed":8948111,"diff":-1.0044785201903323}],"retail_edge_delta":null,"arb_edge_delta":null,"retail_volume_y_delta":4.88592243123032,"arb_volume_y_delta":68.66528596192782,"pnl_delta":0.034710105834005134,"candidate_mean_edge":525.9156751941636,"T3_mean_edge":525.8877708665627,"gas":{"candidate":[{"role":"Baseline","callback":"afterInitialize","calls":1024,"ok":1024,"max_ok_gas":21796,"sum_ok_gas":22319104,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"afterSwap","calls":10966226,"ok":10966226,"max_ok_gas":22592,"sum_ok_gas":247428347992,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"getName","calls":1024,"ok":1024,"max_ok_gas":21526,"sum_ok_gas":22042624,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterInitialize","calls":1024,"ok":1024,"max_ok_gas":243234,"sum_ok_gas":249071616,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterSwap","calls":11108975,"ok":11108975,"max_ok_gas":238120,"sum_ok_gas":1506063837522,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"getName","calls":1024,"ok":1024,"max_ok_gas":21742,"sum_ok_gas":22263808,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}],"t3":[{"role":"Baseline","callback":"afterInitialize","calls":1024,"ok":1024,"max_ok_gas":21796,"sum_ok_gas":22319104,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"afterSwap","calls":10959750,"ok":10959750,"max_ok_gas":22592,"sum_ok_gas":247282333788,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"getName","calls":1024,"ok":1024,"max_ok_gas":21526,"sum_ok_gas":22042624,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterInitialize","calls":1024,"ok":1024,"max_ok_gas":243234,"sum_ok_gas":249071616,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterSwap","calls":11098028,"ok":11098028,"max_ok_gas":238108,"sum_ok_gas":1504728353489,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"getName","calls":1024,"ok":1024,"max_ok_gas":21742,"sum_ok_gas":22263808,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}]}},{"seeds":[8950000,8951023],"n":1024,"comparison":"candidate minus T3; each alone against 30 bps VanillaStrategy","mean_diff":0.06402925322825437,"se":0.013827223049182828,"sum":65.56595530573247,"sumsq":204.48180301579606,"wins":593,"worst5":[{"seed":8950213,"diff":-1.256820959058473},{"seed":8950915,"diff":-1.098406380004235},{"seed":8951009,"diff":-1.0789355248585935},{"seed":8950613,"diff":-0.9922256579908435},{"seed":8950378,"diff":-0.9735908717212851}],"retail_edge_delta":null,"arb_edge_delta":null,"retail_volume_y_delta":4.891497116937231,"arb_volume_y_delta":64.88378021042521,"pnl_delta":0.06730093569613871,"candidate_mean_edge":524.7480828912226,"T3_mean_edge":524.6840536379943,"gas":{"candidate":[{"role":"Baseline","callback":"afterInitialize","calls":1024,"ok":1024,"max_ok_gas":21796,"sum_ok_gas":22319104,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"afterSwap","calls":10962329,"ok":10962329,"max_ok_gas":22592,"sum_ok_gas":247340459932,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"getName","calls":1024,"ok":1024,"max_ok_gas":21526,"sum_ok_gas":22042624,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterInitialize","calls":1024,"ok":1024,"max_ok_gas":243234,"sum_ok_gas":249071616,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterSwap","calls":11108327,"ok":11108327,"max_ok_gas":237611,"sum_ok_gas":1505925642750,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"getName","calls":1024,"ok":1024,"max_ok_gas":21742,"sum_ok_gas":22263808,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}],"t3":[{"role":"Baseline","callback":"afterInitialize","calls":1024,"ok":1024,"max_ok_gas":21796,"sum_ok_gas":22319104,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"afterSwap","calls":10956516,"ok":10956516,"max_ok_gas":22592,"sum_ok_gas":247209303312,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"getName","calls":1024,"ok":1024,"max_ok_gas":21526,"sum_ok_gas":22042624,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterInitialize","calls":1024,"ok":1024,"max_ok_gas":243234,"sum_ok_gas":249071616,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterSwap","calls":11096960,"ok":11096960,"max_ok_gas":237611,"sum_ok_gas":1504532747670,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"getName","calls":1024,"ok":1024,"max_ok_gas":21742,"sum_ok_gas":22263808,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}]}}],"gas":{"candidate":{"non_OOG_failures":0,"afterSwap_peak":238120,"OOG":0,"calls":22221398,"afterSwap_calls":22217302,"callbacks":[{"role":"Baseline","callback":"afterInitialize","calls":2048,"ok":2048,"max_ok_gas":21796,"sum_ok_gas":44638208,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"afterSwap","calls":21928555,"ok":21928555,"max_ok_gas":22592,"sum_ok_gas":494768807924,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"getName","calls":2048,"ok":2048,"max_ok_gas":21526,"sum_ok_gas":44085248,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterInitialize","calls":2048,"ok":2048,"max_ok_gas":243234,"sum_ok_gas":498143232,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterSwap","calls":22217302,"ok":22217302,"max_ok_gas":238120,"sum_ok_gas":3011989480272,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"getName","calls":2048,"ok":2048,"max_ok_gas":21742,"sum_ok_gas":44527616,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}]},"t3":{"non_OOG_failures":0,"afterSwap_peak":238108,"OOG":0,"calls":22199084,"afterSwap_calls":22194988,"callbacks":[{"role":"Baseline","callback":"afterInitialize","calls":2048,"ok":2048,"max_ok_gas":21796,"sum_ok_gas":44638208,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"afterSwap","calls":21916266,"ok":21916266,"max_ok_gas":22592,"sum_ok_gas":494491637100,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"getName","calls":2048,"ok":2048,"max_ok_gas":21526,"sum_ok_gas":44085248,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterInitialize","calls":2048,"ok":2048,"max_ok_gas":243234,"sum_ok_gas":498143232,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterSwap","calls":22194988,"ok":22194988,"max_ok_gas":238108,"sum_ok_gas":3009261101159,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"getName","calls":2048,"ok":2048,"max_ok_gas":21742,"sum_ok_gas":44527616,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}]}},"valid":true,"code_zb64":"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","code_sha256":"7e588fca4d153358cdaa397eae44d9760d5192c222d83b36442aac037a95025b","params":{"W1":[[-0.111595,0.644141,-0.463329,3.049371,-2.3485,0.614031,-1.429739,2.411745,-5.214866,-1.772879,-0.811424,-0.056791,0.502438,-2.101507,-0.496917,-0.323874,-1.203608,-0.077226,1.454431],[0.732427,0.736834,2.087008,2.703377,-0.101471,-0.215229,-0.467582,0.313124,-0.386013,0.159588,-0.126539,-1.774664,0.23016,-0.138552,-0.024881,1.100251,0.349409,0.124399,1.158901],[1.051804,3.78326,-1.179582,0.715082,0.924009,2.23424,-1.661978,1.010566,1.314979,-0.713929,0.399098,-0.09351,-0.366318,0.348469,0.224897,1.202414,-2.499175,-0.28726,-2.429604],[0.38452,-1.404438,0.922609,-0.370682,-0.957722,-0.33426,0.016131,-0.015687,0.831624,0.125793,0.165268,-1.83156,-0.35294,0.28711,0.199347,-1.099888,1.00916,-0.496926,-0.847081],[1.323043,0.397339,4.836468,-0.047604,-1.998355,-1.270921,-1.087473,-0.65234,-0.350013,0.521726,-0.021931,-2.296765,-0.053482,-1.085188,0.309048,-0.767309,2.205118,-0.087958,0.468388],[1.339988,-1.905912,0.346843,-1.406968,3.676618,1.410899,3.7838,0.571098,-0.508065,-0.032278,0.006357,3.740598,0.497151,-1.131331,0.206878,0.531458,-1.798853,-0.229719,-1.558828],[-0.943253,1.134171,-0.075669,-0.624544,2.455159,0.710052,-1.096756,2.314309,1.230845,-1.521933,1.167879,1.097439,1.42372,-1.094475,-1.147043,-1.463806,0.987684,-0.884491,2.557737],[-2.544712,-2.681709,3.316953,3.568031,-0.279308,-0.905134,-1.821735,2.548622,0.554745,-0.809915,2.431603,-2.122852,1.331394,0.20222,0.784222,1.002743,-0.481057,-1.80917,1.293379]],"b1":[1.695634,-1.605072,-4.266008,-0.973897,-1.357905,-2.059067,-0.518049,0.58676],"W2":[[0.243586,-2.053696,0.936671,-0.741546,-3.064935,-0.767388,-0.966841,0.828145],[0.338483,-1.909069,-1.679954,3.632106,0.243072,-2.118668,0.780564,-0.20256]],"b2":[1.390107,3.22796],"constants":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":0.001213858145604775,"DIR_DECAY":0.7351807792152392,"ACT_DECAY":0.37089450149377673,"SIZE_DECAY":0.47714995979273045,"TOX_DECAY":0.9278704386636349,"SIGMA_DECAY":0.7230066679362842,"LAMBDA_DECAY":0.9917809097204768,"SIZE_BLEND_DECAY":0.8405119082815251,"TOX_BLEND_DECAY":0.23842849615367123,"ACT_BLEND_DECAY":0.9870184428349312,"PHAT_ALPHA":0.2544547047487652,"PHAT_ALPHA_RETAIL":0.055357411423175705,"PHAT_ALPHA_SAME":0.14174550462992616,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":6.657655984701647,"MIN_GATE":0.02989750505937308,"TRADE_TOX_BOOST":0.30562790751932184,"STALE_ATTRACT_FRAC":0.681292357353116,"RET_CAP":0.02275494186412903,"TOX_CAP":0.20634022455320594,"TRADE_RATIO_CAP":0.18654293223371024,"LAMBDA_CAP":1.2079055468962152,"STEP_COUNT_CAP":64,"BASE_FEE":0.000395988131048762,"SIGMA_COEF":0.20390636011356356,"LAMBDA_COEF":0.001284969398149582,"FLOW_SIZE_COEF":0.48578699093547195,"TOX_COEF":0.029470578284917077,"TOX_QUAD_COEF":1.5885181038698715,"ACT_COEF":8.754891170020448,"DIR_COEF":0.001764857258589,"DIR_TOX_COEF":0.007540389825676205,"STALE_DIR_COEF":0.7456772580980201,"SIGMA_TOX_COEF":0.060178960811209894,"TAIL_KNEE":0.05417286481065495,"TAIL_SLOPE_PROTECT":0.8453814301891062,"TAIL_SLOPE_ATTRACT":0.8331996962063852,"ANCHOR_COUNT_CAP":728,"ANCHOR_LINEAR_K":0.6899130209203691,"ANCHOR_QUADRATIC_K":1.1444676672757794},"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 reported experiments were run locally for this item; no leaderboard placement is claimed. All supplied artifact ids and decoded SHA256 hashes were verified, including HA. Checkout and setup wheel match the brief; setup and StarterStrategy validation passed.","Supplied CG core inserted into replica STRATEGY block without rebuilding the port. TH and W passed as slices of one parameter vector; only three anchor literals replaced by appended W coordinates. Numeric core unchanged. T is this port with the learned head disabled (W[0]=0), CG constants and the original toxicity anchor.","Gate A used 50 actual replica-market sequences of 2000 callbacks, seeds 310000..310049. Gate C independently recorded candidate-market sequences on the same market seeds. No synthetic stress trades used.","Monitor curves evaluate the unrounded CMA mean; the frozen best monitored mean is evaluated only once on the disjoint 8192-market holdout.","Real configs reproduce MatchRunner._build_configs NumPy draw order and canonical settings for each seed. Each arm ran alone versus VanillaStrategy via amm_sim_rs.run_batch(...,8), in disjoint chunks. The first eight T3 seeds were the timing run and were retained without repetition.","Real engine results expose total edge, PnL, retail volume and arb volume, but not retail/arb edge components. Edge-component deltas are null; volume and PnL deltas are reported separately. Gas comes directly from amm_sim_rs.gas_stats(), reset per chunk and summed/maximized across chunks.","No output has been selected using real-engine results or the once-only holdout. Candidate is the best monitored point of the prescribed replica search."],"second_block_timing":{"minutes_remaining_approx":39.21046343247096,"eligible":true},"input_sha256":{"2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336":"2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336","ebbd90c663c396598965b23341aea97a4501b4c971db183a8fe94a880f399979":"ebbd90c663c396598965b23341aea97a4501b4c971db183a8fe94a880f399979","e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea":"e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea","2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690":"2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690","t3.sol":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9","port.py":"b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b","replica.py":"1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c"}}