{"item":"j024","mode":"search","speed":{"replica_markets_per_s":3779.98,"scope":"512 replica 10000-step markets, T3 port, 32 fork processes, warmed Numba (seeds 1975999488..1975999999)","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's port (CG port with T3 weights, constants and anchor literals) vs T3 code EVM fees on callbacks recorded from replica T3 markets (first 2,000 afterSwap callbacks per seed)"},"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 (identical to the value T3 reported)"},"C":{"sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":6.350638312533491e-05,"threshold_bps":0.1,"passed":true,"what":"frozen candidate Solidity EVM vs port with frozen values (weights 1e-6, constants as WAD integers), 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 W1,b1,W2,b2 and the 41 params.constants); scaling fixed","weights":"w = w0 + 0.03 * rms(block) * z, blocks W1,b1,W2,b2, w0 and rms from T3","constants":"c = c0 * 2^(0.02 z), exponent clipped to [-1,1]; decays (names containing DECAY) d = 1-(1-d0)*2^(0.02 z); ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP rounded; c0 = T3 constants","population":16,"es_seed":824,"sigma0":1.0,"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 1976000000 up, none reused","train_seed_range":[1976000000,1976455167],"fitness":"mean edge minus T on the generation markets","generations":889,"search_minutes":45.28,"monitor":"CMA mean on seeds 30000000..30002047 at start and every 5 search minutes; best monitored point frozen"},"curve_columns":["minutes","monitor_gain_over_T","sigma"],"curve":[[0.0,2.584618491684348,1.0],[5.05,2.5615404910580004,0.6409368599270147],[10.08,2.604137134159916,0.5716117656523967],[15.14,2.632339621095735,0.550892083768406],[20.15,2.7028057362347084,0.4653948072846169],[25.15,2.7023600127049514,0.4287706853578418],[30.2,2.718523604945842,0.41639945586870786],[35.22,2.7478408741294347,0.35647241724131357],[40.27,2.7578562150904817,0.29676719017105013],[45.28,2.761518700929213,0.3151710437097255]],"curve_monitor_se":[0.02940244221721447,0.0301627888173128,0.030603304253962623,0.029637101930675876,0.03077324192051747,0.030222786876449435,0.030338458641994564,0.0303453824828961,0.03011143053483294,0.02981102464854298],"best_monitor":{"gain_over_T":2.761518700929213,"se":0.02981102464854298,"generation":889,"minutes":45.28,"T3_at_start":2.584618491684348},"holdout":{"seeds":[40000000,40008191],"over_T":{"mean":2.710024919284698,"se":0.01353825875689987,"n":8192},"over_base":{"mean":0.1769286129220035,"se":0.005426842337572846,"n":8192},"base_over_T":{"mean":2.533096306362695,"se":0.01349951591946062,"n":8192},"over_base_retail_delta":0.14854889120705883,"over_base_arb_delta":0.028379721714943955},"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":[8792000,8793023],"n":1024,"mean_diff":0.1849123004114781,"se":0.014915982697806248,"sum":189.35019562135358,"sumsq":268.0794000394946,"wins":679,"median":0.1745788132340067,"worst5":[[8792657,-1.6885451406224092],[8792456,-1.4031764838880463],[8792083,-1.368613532259701],[8792216,-1.2630444393030302],[8792200,-1.249363044136885]],"best5":[[8792427,3.6264717835274496],[8792449,2.1173552529496646],[8792738,2.0784597099170696],[8792742,1.7399075130424535],[8792815,1.5710396454045394]],"retail_delta":null,"arb_delta":null,"pnl_delta":0.19351890202159439,"retail_volume_y_delta":-53.62197382004717,"arb_volume_y_delta":-24.742278111929338,"means":{"candidate_edge":533.4890052997641,"T3_edge":533.3040929993527}},"block2":{"seeds":[8794000,8795023],"n":1024,"mean_diff":0.19717123806973863,"se":0.014953964836600905,"sum":201.90334778341236,"sumsq":274.06422623840126,"wins":692,"median":0.19586293129356136,"worst5":[[8794465,-2.1993277203538355],[8794444,-1.6640328506700826],[8794219,-1.4350117862076672],[8794578,-1.4270754976816988],[8794664,-1.3549462793062048]],"best5":[[8794370,2.243269430037344],[8794637,1.6730287412964344],[8794932,1.6296450911473812],[8794644,1.5199083648143414],[8794472,1.5059121558041397]],"retail_delta":null,"arb_delta":null,"pnl_delta":0.17689797399453866,"retail_volume_y_delta":-56.44209330552993,"arb_volume_y_delta":-19.943179843053493,"means":{"candidate_edge":528.616581228556,"T3_edge":528.4194099904862}},"retail_arb_note":"run_batch results expose edges, pnl, retail_volume_y and arb_volume_y per strategy, not the retail/arb split of edge, so retail and arb edge deltas are null; pnl and volume deltas (mean per market) are given instead."},"gas":{"candidate":{"block1":{"afterSwap_peak":235471,"afterSwap_calls":11166979,"afterInitialize_peak":243234,"OOG":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"calls":11169027},"block2":{"afterSwap_peak":237452,"afterSwap_calls":11134765,"afterInitialize_peak":243234,"OOG":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"calls":11136813}},"T3":{"block1":{"afterSwap_peak":235480,"afterSwap_calls":11167549,"afterInitialize_peak":243234,"OOG":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"calls":11169597},"block2":{"afterSwap_peak":237657,"afterSwap_calls":11135440,"afterInitialize_peak":243234,"OOG":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0,"calls":11137488}}},"valid":true,"code_zb64":"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","code_sha256":"226d20b7c388c4e70e8fa0a2c057ed81240a4f0bbd55f1c8443be456c7ea7a25","params":{"W1":[[0.249826,0.323701,-0.332967,2.762324,-2.353991,0.424153,-1.328463,2.533555,-5.024596,-1.551135,-0.911372,0.440517,0.505858,-2.238548,-0.21704,-0.814892,-1.338393,-0.361956,1.475329],[0.803786,0.957388,2.093172,2.748433,-0.133784,-0.187525,-0.340574,0.241472,-0.247469,0.036611,-0.070689,-1.272845,-0.069697,0.030097,-0.223803,0.715967,0.221316,-0.01258,0.857289],[0.420422,3.9588,-1.288583,0.530511,1.201236,2.347051,-1.286586,0.883741,0.556815,-0.341257,0.325027,-0.030235,0.18359,0.580943,0.139585,0.836732,-3.090374,-0.132328,-2.965527],[0.2265,-1.010257,1.053765,-0.452356,-0.477484,0.493809,0.743164,-0.428776,0.695613,-0.247334,0.016302,-2.335395,0.250796,0.731134,0.105307,-1.608775,1.208568,-0.411687,-1.323658],[1.312964,0.565926,4.394728,0.00919,-2.179355,-0.915025,-1.33054,-0.417759,-0.367499,0.416126,-0.15272,-2.589276,0.223496,-0.934374,0.183449,-0.89202,2.277461,0.032989,0.514387],[1.490975,-1.966124,0.568637,-1.222799,3.553697,1.43172,3.671675,1.007801,-0.449369,0.002309,0.071799,3.971645,0.673235,-1.382863,0.320984,0.10935,-1.302385,-0.486331,-1.399253],[-0.528427,1.587087,0.590052,-0.515887,2.638251,0.907594,-0.785145,2.794075,1.380856,-1.776323,1.152475,1.441066,1.228102,-0.964254,-1.253082,-1.657448,0.910916,-0.682301,2.443875],[-2.329801,-2.768515,3.971862,3.753315,-0.065711,-0.638795,-1.73621,2.981103,0.355119,-0.893119,2.569282,-1.688518,1.493543,0.277654,0.620367,1.38838,0.004897,-1.49274,0.793315]],"b1":[1.984133,-1.43782,-3.525094,-0.201381,-2.203571,-2.699666,-0.490161,-0.039825],"W2":[[0.301525,-1.950288,1.487011,-0.76554,-2.697103,-0.743049,-1.217138,0.823607],[0.691969,-1.534645,-1.791242,3.28002,-0.162077,-2.096325,0.855714,-0.182773]],"b2":[1.287868,2.979361],"constants":{"ELAPSED_CAP":7.0,"SIGNAL_THRESHOLD":0.001207883360604119,"DIR_DECAY":0.7313593090898782,"ACT_DECAY":0.4145773563696681,"SIZE_DECAY":0.5292329275575665,"TOX_DECAY":0.9287090375064853,"SIGMA_DECAY":0.703254383289367,"LAMBDA_DECAY":0.9922629903335127,"SIZE_BLEND_DECAY":0.8263679882264595,"TOX_BLEND_DECAY":0.24691772021949332,"ACT_BLEND_DECAY":0.9879536590062142,"PHAT_ALPHA":0.24834431674739302,"PHAT_ALPHA_RETAIL":0.05320023924889139,"PHAT_ALPHA_SAME":0.13622588481452755,"DIR_IMPACT_MULT":4.0,"GATE_SIGMA_MULT":6.323258321481004,"MIN_GATE":0.029836286994856603,"TRADE_TOX_BOOST":0.23788314351303805,"STALE_ATTRACT_FRAC":0.7125066136125379,"RET_CAP":0.020836850395478754,"TOX_CAP":0.21839976629625155,"TRADE_RATIO_CAP":0.1632218580952914,"LAMBDA_CAP":1.120951150619335,"STEP_COUNT_CAP":66.0,"BASE_FEE":0.00036451958329498,"SIGMA_COEF":0.20059530491263475,"LAMBDA_COEF":0.001325819502431104,"FLOW_SIZE_COEF":0.46545906182199065,"TOX_COEF":0.03158524942437793,"TOX_QUAD_COEF":1.6870694656010694,"ACT_COEF":8.93075857906481,"DIR_COEF":0.00205510661528229,"DIR_TOX_COEF":0.007003657154136395,"STALE_DIR_COEF":0.7462289019779793,"SIGMA_TOX_COEF":0.060808045096652955,"TAIL_KNEE":0.06140534414024643,"TAIL_SLOPE_PROTECT":0.8497161774996757,"TAIL_SLOPE_ATTRACT":0.8248733451649247,"ANCHOR_COUNT_CAP":756.0,"ANCHOR_LINEAR_K":0.773297010117481,"ANCHOR_QUADRATIC_K":1.0397797965642142},"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":[1976000000,1976455167],"monitor":[30000000,30002047],"holdout":[40000000,40008191],"real_block1":[8792000,8793023],"real_block2":[8794000,8795023],"speed":[1975999488,1975999999]},"notes":["All supplied artifact ids matched their sha256 (T3 2333ecf2, CG ebbd90c6, replica e8a7a2af); decoded files matched the brief: T3 code cb6d9455, CG port b29cd2a0, replica source 1e4c44b4 (CG code e1ea8fcb also checked). Setup wheel aedb6828 verified; checkout 6b6921f8.","HA's artifact (2801efc8...) returned HTTP 404 from api.imd.fun on this run. HA was only needed for real-only mode, which did not apply (replica speed 3780 markets/s >= 500), so nothing here depends on it.","Port used as given (no rebuild): inserted into the replica STRATEGY block. The only textual changes are the three anchor literals (674., 0.712696..., 1.295240...), which now read W[NW], W[NW+1], W[NW+2], and TH/W taken from one parameter vector. T = the same port with the head off (W[0]=0), T's TH_VALUES and the original anchor literals. Gate B reproduced T3's reported replica CG-minus-T value exactly (1.920372, seeds 7232768..7233279), and the start monitor reproduced T3's best monitor exactly (2.584618 vs 2.584613), which shows the coordinates and setup match T3's.","Search: 889 generations over 45.28 search minutes in 7 segments, each under 8 minutes, with CMA state saved under scratch. Monitor gain over T: 2.585 at the start, 2.562 at 5 min (large early sigma), 2.604, 2.703, 2.702, 2.701, 2.748, 2.758, then 2.762 at 45.3 min. The best monitored point was the last one, so the curve was still rising when the search stopped. The search ended at the 45-minute minimum because about 55 minutes of the item were left by then.","Frozen = the 45.28-minute CMA mean, with weights rounded to 1e-6 and non-integer constants rounded to WAD integers. The four rounded constants (ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP) were not changed by the search: params.constants holds their values. The Solidity changes from T3's code are only the constant declarations, the anchor count cap and the two anchor K literals, and the _head body. Scaling and the shell are unchanged.","Replica holdout (8,192 seeds, evaluated once after freezing): +0.177 se 0.005 over T3 and +2.710 se 0.014 over T. T3 over T on the same seeds is 2.533, identical to T3's own reported holdout.","Real engine, each arm alone vs VanillaStrategy, candidate minus T3: block 1 (8792000..8793023) +0.185 se 0.015, 679/1024 wins; block 2 (8794000..8795023) +0.197 se 0.015, 692/1024 wins. The replica predicted +0.177; both blocks are within 0.02 of that.","Gas: candidate afterSwap peak 235471 / 237452 (block 1 / block 2), at most 245000. 0 OOG, revert, halt, tx_error or bad_return in about 22.3M candidate afterSwap calls. afterInitialize peak 243234 is the same as T3's (unchanged code path).","Gate A first crashed (heap corruption, then an LLVM assertion) when numba compilation and EVM replay ran in the same worker processes. It was redone by recording the port's fees in one Numba process (first 2,000 afterSwap callbacks of each replica market, seeds 310000..310049) and replaying them on the EVM in separate spawn workers. Gate C used the same method.","Retail/arb edge deltas from the real engine are null because run_batch does not expose them; pnl and volume deltas are given instead. The replica holdout split vs T3 is retail +0.149, arb +0.028. No leaderboard placement is claimed.","Next step: continue CMA from this item's final mean. The monitor was still rising at a sigma of about 0.30."]}