{"item":"k02","mode":"replica-search","speed":{"n":512,"seconds":0.9214197758119553,"replica_markets_per_s":555.6642188939622,"workers":8,"n_steps":10000,"warmup_excluded":true},"search":{"algorithm":"pycma CMA-ES","cma_version":"4.5.0","population":32,"dimensions":219,"weights":178,"constants":41,"ES_seed":702,"sigma0":1.0,"sigma_ceiling":"sigma0 * 0.5 ** (active_elapsed_minutes / 30)","weight_transform":"w0 + 0.05 * rms(initial block) * z; separate W1,b1,W2,b2 blocks; rounded 1e-6","constant_transform":"c0 * 2**clip(0.03*z,-1,1); DECAY names use 1-(1-d0)*2**clip(0.03*z,-1,1); ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP rounded to integer; others WAD-rounded","fitness":"paired mean edge minus T, 512 new market seeds per generation shared by all 32 candidates and T","minutes":60.472563744930085,"generations":96,"training_unique_markets":49152,"monitor_n":2048,"monitor_every_minutes":5,"selection":"Best measured CMA mean on the fixed monitor set, including initial J5; no holdout or real feedback used for selection","best_monitor_gain_over_T":2.3839730961484866,"monitor_gain_over_J5":0.02716630257820629,"selected_monitor_minutes":50.00129190896405,"target_minutes":60,"weight_block_rms":{"W1":1.4834639914943566,"b1":1.281812989752893,"W2":1.4922471288536627,"b2":0.9987087753757349}},"curve":[[0.04906830138061195,2.3568067935702803,1.0],[5.194751721364446,2.3491987220617316,0.8825970330976963],[10.931392772332766,2.3431090656985396,0.7768038446624098],[15.42877667688299,2.3387828674519877,0.7001375949659467],[20.007124759198632,2.3554868792207935,0.6370331711553158],[25.003836090913197,2.351810277872562,0.5615659850869361],[30.009140370464106,2.373892063234814,0.5022187141339544],[35.01133700032951,2.3792775209005175,0.447417617281195],[40.028231825431185,2.372660096927577,0.39685206540441675],[45.00158062376237,2.3757667610148347,0.3540260590801371],[50.00129190896405,2.3839730961484866,0.3154894773156597],[55.022579327648664,2.3769633822733374,0.2820838883367693],[60.00786206489817,2.3752323434482436,0.25147761664031537]],"gates":{"A":{"sequences":50,"callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":5.144324015924663e-05,"threshold_bps":0.01,"over_threshold":0,"passed":true},"B":{"n":512,"mean_diff":0.8655072079761197,"se":0.033774160243544064,"worst5":[-1.814946819088732,-0.9303319003453794,-0.753965300148252,-0.7301471476150709,-0.7164407834928852],"sum":443.1396904837733,"sumsq":681.9826227397823,"target":0.876,"tolerance":0.15,"passed":true},"C":{"sequences":50,"callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":4.891912920969646e-05,"threshold_bps":0.1,"over_threshold":0,"passed":true}},"holdout":{"n":8192,"seeds":[40000000,40008191],"over_T":{"n":8192,"mean_diff":2.32738027595647,"se":0.013370680862876934,"worst5":[-9.714620535393237,-3.514355703046249,-3.3221421536314892,-2.842415974701453,-2.8241798231184703],"sum":19065.8992206354,"sumsq":56369.52758839862,"retail_edge_delta":{"n":8192,"mean_diff":4.6430424232821075,"se":0.01513524680855054,"worst5":[-7.424468209628458,-1.0151247778159131,0.4440882831003705,0.5971406357181195,0.6157553907024749],"sum":38035.803531527024,"sumsq":191972.98253800115},"arb_edge_delta":{"n":8192,"mean_diff":-2.3156621473256376,"se":0.00725193788704637,"worst5":[-7.943473208984869,-7.734782856631995,-6.97794082430832,-6.861650489230158,-6.295764058640174],"sum":-18969.904310891623,"sumsq":47456.754161195975}},"over_base":{"n":8192,"mean_diff":0.01983620729492285,"se":0.0046346923592292585,"worst5":[-3.754331620075618,-3.734051818897626,-2.869106135112588,-2.676947768105265,-2.554454276662568],"sum":162.498210160008,"sumsq":1444.570829053863,"retail_edge_delta":{"n":8192,"mean_diff":0.11874513961598046,"se":0.004812780434110434,"worst5":[-4.002656529990475,-3.5107680459457242,-2.9981851862951316,-2.809079020488184,-1.973455086628121],"sum":972.7601837341119,"sumsq":1669.7537137860368},"arb_edge_delta":{"n":8192,"mean_diff":-0.09890893232105763,"se":0.0019139413575208785,"worst5":[-1.50388757216421,-1.4247529081076138,-1.4032704394404476,-1.2376993090922923,-1.1221378894633176],"sum":-810.2619735741041,"sumsq":325.94341735176596}}},"real":{"seeds":[8304000,8305023],"chunks":16,"chunk_size":64,"protocol":"Each arm alone versus 30 bps VanillaStrategy; amm_sim_rs.run_batch(X, VanillaStrategy, configs, 8). Canonical 10000-step configs, variance draws from numpy.default_rng(market_seed) in MatchRunner._build_configs order. No real seed reused within either arm.","vs_IB":{"n":1024,"mean_diff":0.5829834205142421,"se":0.03361121391093508,"worst5":[{"seed":8304111,"diff":-20.796243555230262},{"seed":8305007,"diff":-3.5597123973135467},{"seed":8305003,"diff":-2.7595857029771196},{"seed":8304544,"diff":-2.1471442404993013},{"seed":8304344,"diff":-1.9223957420387023}],"sum":596.9750226065839,"sumsq":1531.4603870967335,"retail_volume_y_delta":72.70740339429261,"retail_volume_y_delta_se":8.89823993255799,"arb_volume_y_delta":-125.15445174465815,"arb_volume_y_delta_se":5.6726158475887605},"mean_edge":{"candidate":530.8905403558931,"IB":530.3075569353789},"retail_arb_units":"Real deltas are Y-token volumes: this wheel exposes total edge and retail/arb volume, but no retail/arb edge split. Replica holdout includes paired retail and arb EDGE deltas."},"gas":{"candidate":{"Baseline.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},"Baseline.afterSwap":{"calls":11006439,"ok":11006439,"max_ok_gas":22592,"sum_ok_gas":248335824840,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"Baseline.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},"Submission.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},"Submission.afterSwap":{"calls":11089632,"ok":11089632,"max_ok_gas":239071,"sum_ok_gas":1503007265250,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"Submission.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}},"IB":{"Baseline.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},"Baseline.afterSwap":{"calls":11013844,"ok":11013844,"max_ok_gas":22592,"sum_ok_gas":248503019132,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"Baseline.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},"Submission.afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243227,"sum_ok_gas":249064448,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"Submission.afterSwap":{"calls":11050538,"ok":11050538,"max_ok_gas":236997,"sum_ok_gas":1493936969832,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"Submission.getName":{"calls":1024,"ok":1024,"max_ok_gas":21735,"sum_ok_gas":22256640,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}}},"valid":true,"code_zb64":"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","code_sha256":"d58782fc5c7697d129e663ca37a56cd3a384d30bcf5abbde7f70ec02738ff25a","params":{"W1":[[1.255674,-0.855579,-1.5497,2.740239,-2.099743,1.926723,-0.574135,2.280052,-3.503755,-2.601957,-0.809097,-0.522475,0.475425,-1.86689,-1.048195,0.144217,-0.027765,-0.698344,0.535624],[0.947683,0.427964,1.760308,3.213573,1.728848,0.726008,-0.296793,-0.162226,-0.259035,-0.000362,-0.27088,-1.424364,0.22003,-0.288123,-0.05597,1.212306,-0.03476,0.185235,0.238496],[1.604423,2.640711,0.019772,1.588156,1.12641,4.262498,-1.616892,1.452376,1.649926,-1.02619,0.188657,-1.625568,-0.336737,0.198167,0.27545,1.199723,-1.346277,0.102266,-1.107306],[-0.672236,-0.873548,1.426032,-0.459997,-1.499932,1.411435,0.086459,0.798586,-0.214081,0.336244,0.277387,-1.139743,-2.113878,0.802206,-0.031383,0.353038,3.488008,0.197968,-0.551886],[0.999223,0.756944,4.716381,0.288915,-2.096407,-2.171365,-0.471158,-0.782365,-0.220854,0.103533,0.137185,-1.589371,0.12178,-1.097647,-0.033628,-0.367015,2.548287,-0.131628,-0.234453],[1.145385,-1.818067,0.488789,-0.19458,2.249838,0.903484,2.219414,1.578402,-0.89017,0.146935,0.079571,3.598286,0.665989,-0.98878,-0.099492,1.530439,-1.105256,-0.688368,0.604887],[-2.139444,0.13725,0.422989,-1.711067,2.236889,1.508184,-0.460284,1.722287,1.46726,-0.678558,0.701602,1.767067,0.723782,0.45364,-0.430139,-0.373549,1.139549,-0.387598,1.357673],[-3.29464,-1.975583,4.467583,3.655622,-1.166539,-1.628969,-1.418101,1.08293,2.544853,-0.870239,2.54207,-1.537401,0.746219,-1.051404,0.521024,0.965625,0.905033,-1.218754,1.575048]],"b1":[0.597215,-0.899005,-2.683847,-0.1661,-1.256848,-1.580312,-0.714734,-0.183834],"W2":[[0.03486,-2.171622,0.493615,-0.859121,-3.159406,-0.506355,0.300366,0.781081],[0.671156,-2.337774,-1.773964,2.189589,0.780101,-1.765255,0.271772,0.453808]],"b2":[0.865714,1.054878],"constants":{"ELAPSED_CAP":7.0,"SIGNAL_THRESHOLD":0.001190051009879464,"DIR_DECAY":0.6551761170640493,"ACT_DECAY":0.4623636687355695,"SIZE_DECAY":0.46424719518026636,"TOX_DECAY":0.9334632684911263,"SIGMA_DECAY":0.6618686363141768,"LAMBDA_DECAY":0.9884771794298143,"SIZE_BLEND_DECAY":0.8485453192272601,"TOX_BLEND_DECAY":0.22103253850630067,"ACT_BLEND_DECAY":0.9847984941935586,"PHAT_ALPHA":0.2479347045099993,"PHAT_ALPHA_RETAIL":0.04861491539798433,"PHAT_ALPHA_SAME":0.14079649427267987,"DIR_IMPACT_MULT":5.0,"GATE_SIGMA_MULT":5.569174936349212,"MIN_GATE":0.027724315801164467,"TRADE_TOX_BOOST":0.2973354005344465,"STALE_ATTRACT_FRAC":0.729041070976845,"RET_CAP":0.020160123201883196,"TOX_CAP":0.1746732277252438,"TRADE_RATIO_CAP":0.20441907434059414,"LAMBDA_CAP":1.301562929624561,"STEP_COUNT_CAP":58.0,"BASE_FEE":0.000516823182681736,"SIGMA_COEF":0.18799881494284004,"LAMBDA_COEF":0.001324741804658338,"FLOW_SIZE_COEF":0.48917005285532905,"TOX_COEF":0.022945932941453872,"TOX_QUAD_COEF":1.2621238672934019,"ACT_COEF":8.064373784498379,"DIR_COEF":0.003487033969392498,"DIR_TOX_COEF":0.010263084275018456,"STALE_DIR_COEF":0.7442483626278317,"SIGMA_TOX_COEF":0.04775499967018886,"TAIL_KNEE":0.05017603039843332,"TAIL_SLOPE_PROTECT":0.862533161652896,"TAIL_SLOPE_ATTRACT":0.8401701383797529,"ANCHOR_COUNT_CAP":533.0,"ANCHOR_LINEAR_K":0.7517037705296844,"ANCHOR_QUADRATIC_K":1.3486927773623916},"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],"weights":1000000,"constant_fixed_point":1000000000000000000,"architecture":"19-8-2; inputs clipped [-4,4]; hidden ReLU clipped [0,4]; output in bps"}},"seeds":{"training":[1203000000,1203049151],"gate_A_C":[310000,310049],"gate_B":[7672000,7672511],"monitor":[30000000,30002047],"holdout":[40000000,40008191],"real":[8304000,8305023]},"verified_sources":{"ha":{"url":"https://api.imdnotdead.fun/artifacts/2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690","payload_sha256":"2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690","decoded_code_sha256":"99e3a2eceae0e5543d27473859e10b005d0ce0aa7067f2e1a24d1e0e4a7390fe"},"j5":{"url":"https://api.imdnotdead.fun/artifacts/fe2320b5c091489337b3eb06bcbaea19bf4a8af09d959d67504ba63184f1dab6","payload_sha256":"fe2320b5c091489337b3eb06bcbaea19bf4a8af09d959d67504ba63184f1dab6"},"ia":{"url":"https://api.imdnotdead.fun/artifacts/df0ddfdf122c88641513dd179980fce475f42a912a184f812d213f27db7c14df","payload_sha256":"df0ddfdf122c88641513dd179980fce475f42a912a184f812d213f27db7c14df"},"ib":{"url":"https://api.imdnotdead.fun/artifacts/afd5183e9ff3235334e041c00b0cd19079599a2c6464db95f8c1586712105557","payload_sha256":"afd5183e9ff3235334e041c00b0cd19079599a2c6464db95f8c1586712105557"},"replica":{"url":"https://api.imdnotdead.fun/artifacts/e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea","payload_sha256":"e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea"},"j5.sol":{"decoded_sha256":"dd53db1fbe42628e040c6c7b7a82689867ab601263c5e740506299a3a186b38c"},"ia.py":{"decoded_sha256":"b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b"},"ib.sol":{"decoded_sha256":"301941829a44bb60977bb28181a5e4bfa6544f3696763f987054789b2611d686"},"replica.py":{"decoded_sha256":"1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c"}},"notes":["All reported measurements are local experiments, not leaderboard results. No leaderboard submission was made.","Setup completed at amm-challenge commit 6b6921f8d463314aa7c96234e1be25a25245f704; simulator wheel SHA256 aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a verified.","Supplied IA port and replica were used; only strategy wiring, dynamic TH/anchor parameters and J5 weights were changed. T has zero head and T constants. IA has IA head and T constants.","Gate A/C use 50 independently initialized 2000-callback sequences, numpy seeds 310000..310049, gaps sampled from [0,0,0,1,1,2,8,13], lognormal(-4,1) X amounts capped at 1% of X reserves, trade direction redirected toward spot 100 outside [80,120].","A preliminary unbounded synthetic stress generator drove reserves toward zero and caused a division-by-zero revert in unchanged J5; it was replaced by the bounded callback generator above. This was not an OutOfGas. Real-market validity is assessed separately from engine gas counters.","Curve rows are [active search minutes, paired monitor gain over T, CMA sigma]. Initial monitors were taken at generation boundaries; later monitors at candidate boundaries to follow five-minute cadence more closely. Sigma ceiling is applied at generation boundaries. Checkpoint segments are shorter than 8 minutes. SE uses sample standard deviation divided by sqrt(n).","Frozen Solidity inherits the challenge AMMStrategyBase.sol and IAMMStrategy.sol; all learned weights and constants are embedded, with no new runtime dependency."]}