{"item":"j008","mode":"search","speed":{"replica_markets_per_s":2601.39,"scope":"512 replica 10000-step markets, T3 port, 30 fork processes, warmed Numba (seeds 1415999488..1415999999)","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,"what":"T3 port (replica STRATEGY block, T3 weights+constants) vs T3 code (cb6d9455) EVM fees, callbacks recorded from replica T3 markets"},"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,"what":"replica CG minus T, required within 0.15 of +2.00"},"C":{"sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":6.140219326533029e-05,"threshold_bps":0.1,"passed":true,"what":"frozen candidate Solidity EVM vs port with frozen values (weights 1e-6, non-integer constants WAD-truncated as T3 does), callbacks recorded from replica candidate markets"}},"search_settings":{"method":"CMA-ES (pycma 4.x) over 219 = 178 head weights + 41 constants","start":"T3's frozen params (weights, 41 constants) in T3's coordinates (z=0 is T3)","weights":"w = w0 + 0.03 * rms(block of T3 start) * z, blocks W1,b1,W2,b2","constants":"c = c0 * 2^(0.02 z), exponent clipped to [-1,1]; *_DECAY: d = 1-(1-d0)*2^(0.02 z); ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP rounded; c0 = T3 params.constants","population":16,"es_seed":808,"sigma0":0.5,"sigma_cap":"sigma0 * 0.5^(minutes/40), applied before ask and after tell","train":"512 fresh markets per generation shared by population and T, from seed 1944000000 up, none reused","train_seed_range":[1944000000,1944809471],"fitness":"mean edge minus T on the generation markets","generations":1581,"search_minutes":48.48,"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],[5.03,2.5802,0.316],[10.04,2.6131,0.2727],[15.06,2.6208,0.236],[20.06,2.6337,0.2358],[25.06,2.645,0.2344],[30.06,2.659,0.2187],[35.09,2.6821,0.1934],[40.11,2.6997,0.1854],[45.13,2.706,0.13]],"best_monitor":{"gain_over_T":2.7060202461550125,"se":0.03028271133717064,"minutes":45.13,"generation":1454,"T3_at_start":2.584618491684381},"holdout":{"seeds":[40000000,40008191],"over_T":{"mean":2.6552981202581853,"se":0.013812575327513585,"n":8192},"over_base":{"mean":0.12220181389549067,"se":0.00539708690596292,"n":8192},"base_over_T":{"mean":2.533096306362695,"se":0.01349951591946062,"n":8192}},"real":{"protocol":"each strategy 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; pair = candidate minus T3","block1":{"seeds":[8728000,8729023],"n":1024,"mean_diff":0.14366070182899537,"se":0.016104754519997037,"sum":147.10855867289126,"sumsq":292.8300719276031,"wins":622,"ties":0,"median":0.11522213896870426,"worst5":[[8728989,-1.8528621194207062],[8728961,-1.5340593730404635],[8728778,-1.1971843349502933],[8728109,-1.1936608068339183],[8728433,-1.124509752847871]],"best5":[[8728886,3.932617940935188],[8728967,3.374294370038456],[8728372,2.677471618382583],[8728804,2.532919203246138],[8729002,2.1650397486977226]],"retail_delta":null,"arb_delta":null,"pnl_delta":0.1410765860615939,"retail_volume_y_delta":17.12505849593122,"arb_volume_y_delta":37.77950544392357,"means":{"candidate_edge":530.3135604447219,"T3_edge":530.169899742893}},"block2":{"seeds":[8730000,8731023],"n":1024,"mean_diff":0.1456780978790791,"se":0.015510616631913937,"sum":149.174372228177,"sumsq":273.7506905649383,"wins":637,"ties":0,"median":0.1521011020250853,"worst5":[[8730283,-2.229283164652543],[8730538,-1.6248228700520713],[8730636,-1.447222417138164],[8731007,-1.3717713834714687],[8730532,-1.2326918499702515]],"best5":[[8730832,2.655739893221835],[8730358,2.1876521803775404],[8730632,2.167948767762198],[8730572,2.0170404502094925],[8730266,1.7092224394818913]],"retail_delta":null,"arb_delta":null,"pnl_delta":0.12658950004270864,"retail_volume_y_delta":17.467371330592265,"arb_volume_y_delta":39.09229357964225,"means":{"candidate_edge":526.7223120976203,"T3_edge":526.5766339997411}},"retail_arb_note":"run_batch results expose edges, pnl, retail_volume_y and arb_volume_y per strategy (fields: arb_volume_y, average_fees, edges, initial_fair_price, initial_reserves, pnl, retail_volume_y, seed, steps, strategies, winner) but no retail/arb split of edge, so retail_delta and arb_delta are null; pnl and volume deltas (Y units, mean per market) are given instead."},"gas":{"block1":{"candidate":{"afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":11127747,"ok":11127747,"max_ok_gas":235527,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":1024,"ok":1024,"max_ok_gas":21742,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}},"T3":{"afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":11110035,"ok":11110035,"max_ok_gas":235527,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":1024,"ok":1024,"max_ok_gas":21742,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}},"candidate_afterSwap_peak":235527,"T3_afterSwap_peak":235527,"candidate_oog":0,"T3_oog":0},"block2":{"candidate":{"afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":11111759,"ok":11111759,"max_ok_gas":238108,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":1024,"ok":1024,"max_ok_gas":21742,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}},"T3":{"afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":11093391,"ok":11093391,"max_ok_gas":238096,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":1024,"ok":1024,"max_ok_gas":21742,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}},"candidate_afterSwap_peak":238108,"T3_afterSwap_peak":238096,"candidate_oog":0,"T3_oog":0},"limit":245000,"source":"amm_sim_rs.gas_stats() after gas_stats_reset(), per arm per block, Submission role"},"valid":true,"code_zb64":"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","code_sha256":"1d97c3cabc56293ad49459c3513a5739dacce604de2270952517c5aabfb365ff","params":{"W1":[[-0.205832,0.714183,-0.58348,3.36196,-2.456684,0.497877,-1.691245,2.346357,-5.568119,-1.914979,-0.791444,-0.321737,0.537624,-2.334921,-0.568525,-0.279567,-1.329778,-0.2285,1.304743],[0.743351,0.791631,2.29733,2.75751,-0.134087,0.173597,-0.358895,0.408228,-0.190678,0.097192,-0.087479,-1.415443,0.237926,0.115413,-0.19417,0.858723,0.131772,0.015493,0.900459],[0.789791,3.887658,-1.58498,0.737726,0.525639,2.323108,-1.659958,0.913756,1.110672,-0.376534,0.474634,0.001145,0.171156,0.727726,0.274963,1.438445,-2.713383,-0.449985,-2.648852],[0.337887,-1.387876,1.022794,-0.271997,-1.325261,-0.422461,0.276374,-0.232694,0.936785,-0.136745,0.070064,-2.047225,-0.283946,0.462119,0.097212,-1.290414,0.809895,-0.570155,-0.693545],[1.150185,0.79392,4.4843,0.182645,-2.093013,-1.374178,-1.025293,-0.92586,-0.192423,0.37673,0.013904,-2.286851,-0.147062,-1.005733,0.392584,-0.437822,2.456268,-0.133561,0.151298],[1.412644,-2.043391,0.135012,-1.420161,3.816082,1.261993,3.927827,0.759851,-0.887372,-0.060913,-0.135834,3.576748,0.702289,-0.933457,0.18931,0.144719,-1.748556,-0.07831,-1.749527],[-0.791768,1.122545,-0.204106,-0.543043,2.729872,0.770667,-1.130972,2.62983,1.287993,-1.177713,1.260698,1.201545,1.079669,-1.249598,-1.443947,-1.485437,1.230534,-0.882461,2.636195],[-2.74688,-2.615587,3.537745,3.73459,-0.483565,-0.840879,-1.654549,2.704585,0.263694,-0.394265,2.601935,-1.960004,1.559257,0.383035,0.776074,1.064453,-0.576566,-1.57498,1.071803]],"b1":[2.235832,-1.494337,-4.643955,-0.394789,-1.306068,-2.472902,-0.654324,0.424729],"W2":[[0.226304,-2.098107,1.110405,-0.871219,-2.971686,-0.83756,-1.134012,0.809031],[0.335976,-2.033949,-1.749173,3.590356,0.071877,-2.050665,0.806813,-0.053813]],"b2":[1.176229,3.661747],"constants":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":0.001145082515057863,"DIR_DECAY":0.7333361181441191,"ACT_DECAY":0.32207397249252634,"SIZE_DECAY":0.5171930590081096,"TOX_DECAY":0.9295140935909877,"SIGMA_DECAY":0.6833295333921339,"LAMBDA_DECAY":0.9922078072570872,"SIZE_BLEND_DECAY":0.8427887808453323,"TOX_BLEND_DECAY":0.2694436850115153,"ACT_BLEND_DECAY":0.9871611776340662,"PHAT_ALPHA":0.24912062697757192,"PHAT_ALPHA_RETAIL":0.049549367995278336,"PHAT_ALPHA_SAME":0.1353555903594034,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":5.775715381265903,"MIN_GATE":0.029115655042971807,"TRADE_TOX_BOOST":0.28532173422145785,"STALE_ATTRACT_FRAC":0.6838613030359699,"RET_CAP":0.0214254130326119,"TOX_CAP":0.20325863080577283,"TRADE_RATIO_CAP":0.18859845507848852,"LAMBDA_CAP":1.038434028438301,"STEP_COUNT_CAP":67,"BASE_FEE":0.000420302121827081,"SIGMA_COEF":0.19184685829387677,"LAMBDA_COEF":0.001353097141162751,"FLOW_SIZE_COEF":0.5310980453500959,"TOX_COEF":0.03079556036682542,"TOX_QUAD_COEF":1.513530518081438,"ACT_COEF":8.929994513207214,"DIR_COEF":0.001858477340960016,"DIR_TOX_COEF":0.007322986412449862,"STALE_DIR_COEF":0.7502949653757307,"SIGMA_TOX_COEF":0.0607377048372896,"TAIL_KNEE":0.05858447439657765,"TAIL_SLOPE_PROTECT":0.8506534747894541,"TAIL_SLOPE_ATTRACT":0.8608627404923387,"ANCHOR_COUNT_CAP":764,"ANCHOR_LINEAR_K":0.7129071094709932,"ANCHOR_QUADRATIC_K":1.0864039933895626},"constants_wad":{"SIGNAL_THRESHOLD":"1145082515057863","DIR_DECAY":"733336118144119168","ACT_DECAY":"322073972492526336","SIZE_DECAY":"517193059008109632","TOX_DECAY":"929514093590987648","SIGMA_DECAY":"683329533392133888","LAMBDA_DECAY":"992207807257087232","SIZE_BLEND_DECAY":"842788780845332224","TOX_BLEND_DECAY":"269443685011515264","ACT_BLEND_DECAY":"987161177634066176","PHAT_ALPHA":"249120626977571936","PHAT_ALPHA_RETAIL":"49549367995278336","PHAT_ALPHA_SAME":"135355590359403392","GATE_SIGMA_MULT":"5775715381265903616","MIN_GATE":"29115655042971808","TRADE_TOX_BOOST":"285321734221457856","STALE_ATTRACT_FRAC":"683861303035969920","RET_CAP":"21425413032611900","TOX_CAP":"203258630805772832","TRADE_RATIO_CAP":"188598455078488512","LAMBDA_CAP":"1038434028438300928","BASE_FEE":"420302121827081","SIGMA_COEF":"191846858293876768","LAMBDA_COEF":"1353097141162751","FLOW_SIZE_COEF":"531098045350095872","TOX_COEF":"30795560366825420","TOX_QUAD_COEF":"1513530518081437952","ACT_COEF":"8929994513207214080","DIR_COEF":"1858477340960016","DIR_TOX_COEF":"7322986412449862","STALE_DIR_COEF":"750294965375730688","SIGMA_TOX_COEF":"60737704837289600","TAIL_KNEE":"58584474396577648","TAIL_SLOPE_PROTECT":"850653474789454080","TAIL_SLOPE_ATTRACT":"860862740492338688","ANCHOR_LINEAR_K":"712907109470993280","ANCHOR_QUADRATIC_K":"1086403993389562624"},"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":{"speed":[1415999488,1415999999],"gateA_C":[310000,310049],"gateB":[7232768,7233279],"train":[1944000000,1944809471],"monitor":[30000000,30002047],"holdout":[40000000,40008191],"real_block1":[8728000,8729023],"real_block2":[8730000,8731023]},"notes":["Inputs verified: artifact downloads T3 2333ecf2, CG ebbd90c6, replica e8a7a2af, HA 2801efc8 each hash to their id; decoded T3 code_zb64 = cb6d9455 (as given), CG port_zb64 = b29cd2a0 (as given), replica_source = 1e4c44b4 (as given), HA code = 99e3a2ec (as given). Setup ran from checkout 6b6921f8 with the wheel aedb6828 verified; StarterStrategy validated.","Port used as given (no port rebuilt): inserted into the replica STRATEGY block; only the three anchor literals (674., 0.712696..., 1.295240...) now read W[NW], W[NW+1], W[NW+2], and W/TH come from one parameter vector instead of the PT global. T3 = that port with T3's weights, 41 constants (38 TH entries by name + 3 anchor entries) and CG's scaling. T = same port with the head off (W[0]=0), the port's original TH_VALUES and the original anchor literals.","Consistency checks: the T3 Solidity regenerated from T3's params by the freeze code is byte-identical to T3's code (cb6d9455); the replica monitor gain of T3 over T at search start is +2.5846, equal to T3's reported best_monitor; the replica holdout T3 over T is +2.533096 se 0.0135, equal to T3's reported holdout; gate B CG minus T is +1.920 se 0.044 (same as T3's gate B).","Bug found and corrected during the run: the first 7.2-minute segment computed its T baseline with T3's constants rather than T's. Because T is common to all 16 candidates of a generation, CMA-ES rankings and therefore the search trajectory are unaffected; the two monitor points taken before the fix were shifted by the measured baseline difference (-0.8287) and every later point used the correct T. The curve in this result is the corrected one.","Replica speed 2601 markets/s (>=500) so mode search ran: 1581 generations in 48.48 search minutes, 7 segments each under 8 minutes with state pickled under scratch; training seeds 1944000000..1944809471 used once each. Monitor gain over T rose from +2.585 (T3) to +2.706 at 45.13 minutes (best monitored point, frozen); sigma had fallen to 0.13 by the cap 0.5*0.5^(min/40) and the monitored curve was still rising slowly (+0.006 between the last two checks). Search stopped at 48.5 minutes, just past the 45-minute minimum, with about 57 minutes of the item left.","Freeze: weights rounded to 1e-6; integer constants (ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP) rounded; other constants written as WAD integers int(c*1e18) as T3's code has them; the port with those exact values is the frozen port. Only the named constant declarations, the three anchor literals and the _head body change; scaling, getName and the rest of the Solidity shell are T3's. The frozen code passes amm-match validate.","Integer constants vs T3: ELAPSED_CAP 7 (unchanged), DIR_IMPACT_MULT 4 (unchanged), STEP_COUNT_CAP 64 -> 67, ANCHOR_COUNT_CAP 715 -> 764. Largest relative moves among the others: ACT_DECAY 0.3765 -> 0.3221, GATE_SIGMA_MULT 6.737 -> 5.776, TOX_BLEND_DECAY 0.2359 -> 0.2694, LAMBDA_CAP 1.177 -> 1.038, TAIL_KNEE 0.0533 -> 0.0586.","Replica holdout (8192 seeds 40000000..40008191, evaluated once after freezing): candidate over T +2.655 se 0.014; over T3 +0.122 se 0.005.","Real engine, each arm alone vs 30 bps Vanilla, 8 workers, chunks of 64, seeds used once per arm: block 1 (8728000..8729023) candidate minus T3 +0.1437 se 0.0161, 622/1024 wins; block 2 (8730000..8731023, run because more than 30 minutes remained) +0.1457 se 0.0155, 637/1024 wins. The replica holdout prediction (+0.122) is within 0.03 of both real blocks. Pooled over 2048 seeds the gain is about +0.145.","Gas: candidate afterSwap peak 235527 (block 1) and 238108 (block 2), T3 235527 and 238096; 0 OOG, revert, halt, tx_error or bad_return for either arm; afterInitialize peak 243234 is the unchanged T3 code path (not afterSwap). valid = true.","Retail/arb edge deltas are null because run_batch results do not split edge; pnl and retail/arb volume deltas are given. Gate A/C sequences: the replica market for each seed 310000..310049 run with the jit disabled, first 2000 afterSwap callbacks recorded (plus afterInitialize), replayed through the compiled code in pyrevm via EVMStrategyExecutor; inputs converted float->Decimal->WAD.","No leaderboard placement is claimed. This candidate adds about +0.14 over T3 on the real engine; T3 itself was reported at +0.82 over IB on other seeds (T3 artifact), not re-measured here against HA."]}