{"item":"k11","mode":"search","speed":{"replica_markets_per_s":743.4562020471426,"T_markets_per_s":1068.1272133032714,"scope":"512 10000-step markets (seeds 810000..810511), warmed numba, fork pool of 6 processes on 6 CPUs, J5 port inside replica"},"search":{"library":"cma (pycma)","es_seed":711,"popsize":16,"dims":219,"sigma0":1.0,"start":"J5 frozen params (z=0)","parameterization":"w = w0 + 0.05*rms(block)*z per block (W1,b1,W2,b2); constants c = c0*2^(0.03 z) exponent clipped [-1,1]; decays 1-d = (1-d0)*2^(0.03 z); integers rounded","sigma_cap":"sigma <= 0.5^(search_minutes/30) after each generation","markets_per_generation":512,"train_seeds":"1230000000 + gen*512 .. +511, gen 0..275, each used once, shared by population and T","fitness":"mean replica edge minus T edge on the generation seeds","minutes":45.51,"generations":276,"final_sigma":0.34941533200877095,"monitor":"CMA mean on seeds 30000000..30002047 at start and every 5 search minutes (paired with T)","frozen_point":{"minutes":45.02,"generation":273,"what":"CMA mean","monitor_gain_over_T":2.385731121482812,"monitor_se":0.029383702317003994,"J5_monitor_gain_over_T":2.3568067935702803}},"curve":[[0.0,2.3568067935702803,1.0],[5.12,2.265001054147997,0.7605206785179588],[10.14,2.243207783213017,0.7344171217969696],[15.04,2.264827693489697,0.6801608050438028],[20.12,2.262264013909511,0.612557824151782],[25.11,2.2542204892951867,0.5598417106988098],[30.13,2.299839571977884,0.4984840851957857],[35.03,2.308577642528916,0.4451013156050772],[40.12,2.333037150947579,0.39572161611796935],[45.02,2.385731121482812,0.3533657958093473]],"curve_note":"rows [search minutes, monitor gain over T on 2048 seeds (se about 0.029-0.030), CMA sigma in z units]; row 0 is J5","gates":{"A":{"sequences":50,"seeds_tried":[310000,310050],"swap_callbacks":100000,"max_fee_diff_bps":0.0003497565046611806,"over_0.01":0,"threshold_bps":0.01,"passed":true,"reverted_sequences":[[310037,1424,true,0.015517345618621165,1152088.7979090586,4900,0.11744653017625362,8514512.931963883,"ut: 0x4e487b710000000000000000000000000000000000000000000000000000000000000012 }"]],"what":"J5's port (IA port b29cd2a0 with J5 weights, 38 named TH constants and 3 anchor values) vs J5 code (dd53db1f) EVM fees via EVMStrategyExecutor; synthetic callback sequences"},"B":{"seeds":[7672000,7672511],"n":512,"J5_minus_IA":0.8655072079761197,"se":0.033774160243544064,"target":0.876,"interval":[0.726,1.026],"passed":true,"J5_minus_T":[2.3559031741062504,0.04904331091020273],"IA_minus_T":[1.4903959661301307,0.04232724264040335]},"C":{"sequences":50,"seeds_tried":[310000,310050],"swap_callbacks":100000,"max_fee_diff_bps":0.012934920846918718,"over_0.01":2,"threshold_bps":0.1,"passed":true,"reverted_sequences":[[310037,1424,true,0.01590186312678837,1124014.7142101536,4900,0.12035371144145618,8308842.2286538975,"ut: 0x4e487b710000000000000000000000000000000000000000000000000000000000000012 }"]],"what":"frozen Solidity (code_sha256 below) vs the port at the frozen values (weights rounded 1e-6, constants WAD-rounded)"}},"holdout":{"n":8192,"seeds":[40000000,40008191],"over_T":2.329272685432167,"over_T_se":0.013486766985879271,"over_base":0.021728616770619755,"over_base_se":0.0057972590209028636,"base":"J5","J5_over_T":[2.307544068661547,0.013528690579041706],"candidate_is_J5":false,"retail_delta_over_T":4.669449092386802,"arb_delta_over_T":-2.340176406954636},"real":{"seeds":[8340000,8341023],"chunk":64,"protocol":"each strategy alone vs 30 bps VanillaStrategy, amm_sim_rs.run_batch(X, Vanilla, configs, 8), configs per MatchRunner._build_configs draw order with seed = market seed","vs_IB":{"n":1024,"mean_diff":0.5803944451273564,"se":0.031476393016440625,"sum":594.3239118104129,"sumsq":1382.8183916120156,"worst5":[{"seed":8340895,"diff":-2.7957834253496685},{"seed":8340430,"diff":-2.1206308785319834},{"seed":8340799,"diff":-1.7312159398911717},{"seed":8340316,"diff":-1.6637443017285705},{"seed":8340671,"diff":-1.6135787586239303}],"retail_delta":-0.36466918551051664,"retail_delta_se":0.033205016375627006,"arb_delta":0.9450636306378726,"arb_delta_se":0.011671208304186715},"mean_edge":{"candidate":523.5387210118697,"IB":522.9583265667424},"decomposition":"arb edge reconstructed per step from step fair price, previous step end spot (k = 1e6 constant) and previous step fees (initial fees from afterInitialize), closed-form arb as in the replica; retail = total - arb"},"gas":{"candidate":{"afterSwap_peak":237772,"afterInitialize_peak":243234,"afterSwap_calls":11046441,"OOG":0,"other_failures":0},"IB":{"afterSwap_peak":234873,"afterInitialize_peak":243227,"afterSwap_calls":10988747,"OOG":0,"other_failures":0},"source":"amm_sim_rs.gas_stats() after each arm run (Submission 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","code_sha256":"3b8ab1de17601ce84dfd743b49b9b8a539cd823a5fce0c4790fecf553be60747","params":{"W1":[[1.35341,-0.84038,-1.041463,2.769947,-2.533457,1.700718,-0.515914,2.002312,-3.785421,-2.442247,-0.468968,-0.1712,0.422112,-1.899283,-1.121396,0.905584,0.093647,-0.596599,0.127453],[0.888867,0.252374,2.178089,2.988814,1.933909,0.601498,-0.165096,-0.410177,-0.275699,0.410953,-0.209418,-0.964417,0.574121,-0.189306,0.198813,0.876324,-0.023476,0.075772,-0.20993],[1.438662,3.278351,-0.029666,1.290002,1.136006,4.1811,-1.475155,1.205378,1.48727,-0.819465,0.348195,-1.88687,-0.750781,0.172714,0.18231,1.360071,-0.925811,-0.437285,-1.393839],[-0.406864,-0.917901,1.379856,-0.661231,-1.214217,1.218412,0.337803,0.884212,-1.078534,0.360683,0.247456,-1.013671,-1.672773,0.731341,-0.648747,0.315209,3.514132,-0.59357,-0.526049],[1.043446,0.242683,4.330484,0.156635,-2.474302,-2.122794,-0.472956,-0.708117,-0.027959,0.152249,0.116975,-2.116625,-0.028876,-0.898748,0.064066,-0.37569,2.549255,-0.130283,0.004874],[1.31338,-2.104192,1.096756,-0.126843,1.932775,0.601783,2.442227,1.46111,-0.834648,0.302861,0.054912,3.450468,0.759457,-1.032039,0.005802,1.425308,-0.757103,-0.24772,0.454553],[-2.544424,0.156912,-0.291906,-1.514576,2.082542,1.544063,-0.425495,1.528089,2.066296,-0.369998,0.297058,1.429106,1.790691,0.520301,0.154466,-0.10848,0.720526,0.150677,1.657818],[-3.050801,-2.071941,4.434422,3.488405,-1.172499,-1.042192,-1.447887,0.735028,2.99009,-0.85697,2.396862,-2.173403,0.619481,-0.872317,0.109804,0.777207,0.95509,-1.19156,1.961859]],"b1":[-0.015627,-0.59637,-2.562071,-0.147126,-1.14931,-2.018788,-0.540155,-0.26725],"W2":[[-0.336375,-2.504592,0.730757,-0.854273,-2.881204,-0.552589,1.149182,1.034806],[0.755545,-2.328793,-2.060157,2.293723,0.581542,-2.075078,-0.055328,0.440346]],"b2":[0.991478,0.773707],"constants":{"ELAPSED_CAP":7.0,"SIGNAL_THRESHOLD":0.00111770430624725,"DIR_DECAY":0.686630548291712,"ACT_DECAY":0.44137658509893973,"SIZE_DECAY":0.5080666342487894,"TOX_DECAY":0.9301524011761076,"SIGMA_DECAY":0.6764913275163406,"LAMBDA_DECAY":0.9884765969742598,"SIZE_BLEND_DECAY":0.8536534285095745,"TOX_BLEND_DECAY":0.2781665661010344,"ACT_BLEND_DECAY":0.9849091343528972,"PHAT_ALPHA":0.24888848745295822,"PHAT_ALPHA_RETAIL":0.04954887252141377,"PHAT_ALPHA_SAME":0.13191915157593515,"DIR_IMPACT_MULT":5.0,"GATE_SIGMA_MULT":6.062474305675283,"MIN_GATE":0.028257350250272237,"TRADE_TOX_BOOST":0.30098605589485017,"STALE_ATTRACT_FRAC":0.7406585109779635,"RET_CAP":0.02174289766604739,"TOX_CAP":0.1807958242933904,"TRADE_RATIO_CAP":0.22223255756551313,"LAMBDA_CAP":1.3221530647826518,"STEP_COUNT_CAP":52.0,"BASE_FEE":0.000541127374847376,"SIGMA_COEF":0.17995439706426825,"LAMBDA_COEF":0.001415972303199648,"FLOW_SIZE_COEF":0.4450487570612318,"TOX_COEF":0.024854476496230214,"TOX_QUAD_COEF":1.330409473093129,"ACT_COEF":9.007167214410265,"DIR_COEF":0.003401072106237238,"DIR_TOX_COEF":0.01104847637020173,"STALE_DIR_COEF":0.7596943246185431,"SIGMA_TOX_COEF":0.04878687214236602,"TAIL_KNEE":0.05808352744121795,"TAIL_SLOPE_PROTECT":0.8629418183004451,"TAIL_SLOPE_ATTRACT":0.855507468390095,"ANCHOR_COUNT_CAP":590,"ANCHOR_LINEAR_K":0.7409232562708442,"ANCHOR_QUADRATIC_K":1.1531594672280137},"scaling":{"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,"note":"input scaling unchanged from IA/J5; constants as real-unit values (Solidity: WAD integer literals, integers as integers)"}},"seeds":{"speed":[810000,810511],"gate_A_C":[310000,310050],"gate_B":[7672000,7672511],"train":[1230000000,1230141311],"monitor":[30000000,30002047],"holdout":[40000000,40008191],"real":[8340000,8341023],"real_probe":"IB on 7000000..7000007 and 7000008 (API inspection only, before the confirmation block)"},"notes":["Hashes checked: HA artifact 2801efc8/code 99e3a2ec, J5 artifact fe2320b5/code dd53db1f, IA artifact df0ddfdf/port b29cd2a0, IB artifact afd5183e/code 301941829a, replica artifact e8a7a2af/source 1e4c44b4, wheel aedb6828, checkout 6b6921f8.","J5's port = IA's port as given with three textual changes: the anchor literals 674., 0.712696..., 1.295240... read P[NW], P[NW+1], P[NW+2], and TH is the tail of the parameter vector instead of the global PT. T = head off (W[0]=0) with T's values; IA = IA params with T's values. Freeze self-test: freezing J5's own params reproduces J5's code byte for byte.","Gate A/C: one synthetic sequence (seed 310037, callback 1424) drove the pool to an extreme state (reserveX about 0.12, reserveY about 8.3e6) where the Solidity reverts with Panic 0x12 (division by zero); that sequence was dropped and seed 310050 used so 50 full 2000-callback sequences were compared. The real engine runs had 0 reverts for the candidate.","Gate C max fee difference 0.0129 bps (2 of 100000 callbacks above 0.01 bps), under the 0.1 bps gate.","The CMA mean fell below J5 for the first ~35 minutes (sigma0=1 in z moves the mean) and passed J5 only at the 45-minute monitor (+2.386 vs +2.357, about one monitor se). Holdout gain over J5 is +0.022 se 0.006: a small, statistically clear replica gain.","Only 6 CPUs on this machine: about 743 replica markets/s, 276 generations in 45.5 search minutes. IB real runs ran concurrently with search segments (search minutes are wall-clock).","The real-engine comparison is candidate vs IB only (as briefed); J5 and T were not rerun on the real engine in this item."]}