{"item":"j5","speed":{"replica_markets_per_s":5264.227367326977,"T_markets_per_s":7129.71244546849,"scope":"512 10000-step markets, warmed numba, fork pool, compile excluded, 32 processes, IA-port strategy inside the replica","generation_seconds":1.64},"search":{"minutes":40.81,"generations":1496,"settings":{"library":"cma (pycma)","es_seed":475,"popsize":16,"dims":219,"markets_per_generation":512,"train_seeds":"1030000000 + gen*512 .. +511 (gen 0..1495), each used once, shared by the population and T","fitness":"mean replica edge minus T edge on the generation seeds","start":"IA params (frozen weights) and IA constants (x=0); not the restart vector","parameterization":"weight w = w0 + s_block*z with s_block = 0.05*rms(block) (blocks W1, b1, W2, b2); constant exponent x = 0.03*z clipped to [-1,1]; value = start*2^x, decays via 1-d = (1-d0)*2^x, integers rounded; CMA sigma0 = 1 in z","sigma_cap":"sigma <= 0.5^(search_minutes/30) applied after every generation","monitor":"CMA mean on seeds 30000000..30002047 at start and every 5 search-minutes; frozen point = best monitored mean","final_sigma":0.2407738515035932,"frozen_point":{"minutes":40.02,"generation":1467,"monitor_gain_over_T":2.3568343475047095,"monitor_se":0.029495790307281798}}},"curve":[[0.0,1.539624226348283,1.0],[5.02,1.9609684402819414,0.6433267320148867],[10.02,2.0537105752268183,0.6248970243501552],[15.01,2.132273729211702,0.5374092605298582],[20.0,2.1977801974086018,0.4266307177020615],[25.01,2.2519425367070642,0.37468062726919016],[30.01,2.297421658876312,0.2976954176509629],[35.01,2.3309366632762156,0.28631994704907715],[40.02,2.3568343475047095,0.24151465072240244]],"curve_note":"rows are [search minutes, monitor gain over T (2048 seeds, se about 0.026-0.030), CMA sigma in z units]; row 0 is IA itself","gates":{"A":{"passed":true,"what":"IA's own port (port_sha256 b29cd2a0...) with params vs IA code (sha256 956566e9...) EVM fees","sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":6.501554232485329e-05,"fees_above_0_01_bps":0,"threshold_bps":0.01},"B":{"seeds":[7116384,7116895],"n":512,"IA_minus_T":1.4654026984931672,"se":0.04614738409203076,"target":1.513,"passed":true,"HA_minus_T":1.0989513895749443,"HA_se":0.03682188500341987,"interval":[1.363,1.663]},"C":{"passed":true,"what":"frozen candidate code vs the same port with the frozen (1e6-rounded weights, WAD-rounded constants) values","sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":0.00015195374049314925,"fees_above_0_01_bps":0,"threshold_bps":0.1}},"holdout":{"n":8192,"seeds":[40000000,40008191],"over_T":2.307544068661547,"over_T_se":0.013528690579041706,"over_HA":1.1907120061615977,"over_HA_se":0.0101443432652314,"over_base":0.8258328396747168,"over_base_se":0.00934936923764563,"base":"IA","IA_over_T":1.4817112289868306,"HA_over_T":1.1168320624999497},"real":{"seeds":[7672000,7672511],"chunk":64,"protocol":"each strategy alone vs 30 bps VanillaStrategy, amm_sim_rs.run_batch(X, Vanilla, configs, 8), configs per MatchRunner._build_configs (BASELINE_SETTINGS/BASELINE_VARIANCE) with seed = market seed","vs_base":{"n":512,"mean_diff":0.8762491940424664,"se":0.03521012376831418,"worst5":[{"seed":7672313,"diff":-1.764074951628686},{"seed":7672269,"diff":-1.5724207244689978},{"seed":7672339,"diff":-1.3999804321896931},{"seed":7672167,"diff":-1.3418489246885201},{"seed":7672022,"diff":-1.2448595406744971}],"retail_delta":-0.08221318359043195,"retail_delta_se":0.03693107094220302,"arb_delta":0.9584623776328983,"arb_delta_se":0.016270750867516944},"vs_HA":{"n":512,"mean_diff":1.219308656004236,"se":0.03770134969653109,"worst5":[{"seed":7672096,"diff":-1.6271301885705043},{"seed":7672339,"diff":-1.2535878631549622},{"seed":7672053,"diff":-0.9955380219315657},{"seed":7672437,"diff":-0.8667041951860597},{"seed":7672118,"diff":-0.793600310620775}],"retail_delta":0.5101258158478891,"retail_delta_se":0.04054524397308709,"arb_delta":0.7091828401563458,"arb_delta_se":0.018498761717835897},"IA_vs_HA":{"n":512,"mean_diff":0.3430594619617696,"se":0.02730868714859552,"worst5":[{"seed":7672224,"diff":-3.208743323881663},{"seed":7672207,"diff":-1.4945583363503374},{"seed":7672204,"diff":-1.4310453650716681},{"seed":7672100,"diff":-1.226777285348021},{"seed":7672125,"diff":-1.1867097574932473}],"retail_delta":0.592338999438321,"retail_delta_se":0.02808462870883545,"arb_delta":-0.24927953747655243,"arb_delta_se":0.011181798433725723},"retail_delta":-0.08221318359043195,"arb_delta":0.9584623776328983,"mean_edge":{"candidate":531.8946658358002,"IA":531.0184166417577,"HA":530.6753571797958},"decomposition":"arb edge reconstructed from step fair prices, spots and fees with the function in artifact 33f54e81 (initial fee = each strategy BASE_FEE); retail = total - arb"},"gas":{"afterSwap peak":237419,"afterInitialize peak":243234,"OOG":0,"other_failures":0,"afterSwap_calls":5532176,"IA":{"afterSwap_peak":235666,"afterInitialize_peak":243237,"OOG":0,"other_failures":0,"afterSwap_calls":5475880},"HA":{"afterSwap_peak":231555,"afterInitialize_peak":243147,"OOG":0,"other_failures":0,"afterSwap_calls":5435507},"source":"amm_sim_rs.gas_stats() per 64-seed chunk, Submission role"},"valid":true,"code_zb64":"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","code_sha256":"dd53db1fbe42628e040c6c7b7a82689867ab601263c5e740506299a3a186b38c","params":{"architecture":"19-8-2 as IA (ReLU clipped [0,4], inputs clipped [-4,4], output bps added to T-path 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from IA params","feature_offsets":"unchanged from IA params","weight_fixed_point_scale":1000000,"constants":{"ELAPSED_CAP":[8.0,7.0],"SIGNAL_THRESHOLD":[0.001538461538461538,0.001168085308968538],"DIR_DECAY":[0.75,0.6708732125720838],"ACT_DECAY":[0.53,0.49682908632969613],"SIZE_DECAY":[0.53,0.4728256252769685],"TOX_DECAY":[0.91,0.935365149604538],"SIGMA_DECAY":[0.69,0.6696245950727084],"LAMBDA_DECAY":[0.99,0.987870739046352],"SIZE_BLEND_DECAY":[0.828,0.8483380461513357],"TOX_BLEND_DECAY":[0.051,0.24478681527482282],"ACT_BLEND_DECAY":[0.985,0.9846490771136527],"PHAT_ALPHA":[0.27,0.247625310137791],"PHAT_ALPHA_RETAIL":[0.06,0.0507874078770196],"PHAT_ALPHA_SAME":[0.12,0.14851350675375644],"DIR_IMPACT_MULT":[4.0,5.0],"GATE_SIGMA_MULT":[7.2,5.424109880048015],"MIN_GATE":[0.03,0.02752861145289368],"TRADE_TOX_BOOST":[0.35,0.29535921748716293],"STALE_ATTRACT_FRAC":[1.05,0.7339436627363265],"RET_CAP":[0.02857142857142857,0.02077647001542073],"TOX_CAP":[0.2,0.18285021586819034],"TRADE_RATIO_CAP":[0.2,0.2114237530741308],"LAMBDA_CAP":[1.82,1.3277634863952608],"STEP_COUNT_CAP":[64.0,56.0],"BASE_FEE":[0.0004,0.00051082991832555],"SIGMA_COEF":[0.2,0.19158029221698078],"LAMBDA_COEF":[0.0012,0.001362871137046423],"FLOW_SIZE_COEF":[0.4842,0.47371206396001814],"TOX_COEF":[0.03,0.02450003373115383],"TOX_QUAD_COEF":[1.5,1.322845864299775],"ACT_COEF":[9.1843,8.240528322972024],"DIR_COEF":[0.002,0.003178306275011696],"DIR_TOX_COEF":[0.01,0.0104643196179574],"STALE_DIR_COEF":[0.685,0.7451429374420652],"SIGMA_TOX_COEF":[0.05,0.045521188875803024],"TAIL_KNEE":[0.06,0.04944397677675635],"TAIL_SLOPE_PROTECT":[0.93,0.8769115691956163],"TAIL_SLOPE_ATTRACT":[0.85,0.8632618839360807],"ANCHOR_COUNT_CAP":[674.0,564.0],"ANCHOR_LINEAR_K":[0.7126960148076508,0.7532823694587746],"ANCHOR_QUADRATIC_K":[1.2952407538263107,1.301162029835076]},"constants_x":{"ELAPSED_CAP":-0.18139994173605906,"SIGNAL_THRESHOLD":-0.3973427340938604,"DIR_DECAY":0.39671535642047717,"ACT_DECAY":0.09838777131636221,"SIZE_DECAY":0.16561948768598475,"TOX_DECAY":-0.47761274154685646,"SIGMA_DECAY":0.09183807261928024,"LAMBDA_DECAY":0.278491648480744,"SIZE_BLEND_DECAY":-0.1815493506545564,"TOX_BLEND_DECAY":-0.3295241353490854,"ACT_BLEND_DECAY":0.033362891260801324,"PHAT_ALPHA":-0.12480062525988928,"PHAT_ALPHA_RETAIL":-0.24049165815846776,"PHAT_ALPHA_SAME":0.30755973893326066,"DIR_IMPACT_MULT":0.3378288656440822,"GATE_SIGMA_MULT":-0.40861050208609645,"MIN_GATE":-0.12403065869707496,"TRADE_TOX_BOOST":-0.2448842861744594,"STALE_ATTRACT_FRAC":-0.5166480962365056,"RET_CAP":-0.45962261598196397,"TOX_CAP":-0.12933767011161934,"TRADE_RATIO_CAP":0.08013746999014999,"LAMBDA_CAP":-0.45494026713765207,"STEP_COUNT_CAP":-0.17987629849111475,"BASE_FEE":0.3528430233881113,"SIGMA_COEF":-0.062050840717081245,"LAMBDA_COEF":0.1836147522499494,"FLOW_SIZE_COEF":-0.03159266603339885,"TOX_COEF":-0.2921787652184183,"TOX_QUAD_COEF":-0.1813175296298618,"ACT_COEF":-0.15643293207918468,"DIR_COEF":0.6682581555706424,"DIR_TOX_COEF":0.06547851171698676,"STALE_DIR_COEF":0.12141320979545397,"SIGMA_TOX_COEF":-0.13538985791889274,"TAIL_KNEE":-0.2791677169170871,"TAIL_SLOPE_PROTECT":-0.08479935258768291,"TAIL_SLOPE_ATTRACT":0.022335448561178802,"ANCHOR_COUNT_CAP":-0.25638800664776806,"ANCHOR_LINEAR_K":0.07990390625949231,"ANCHOR_QUADRATIC_K":0.006580342924744696}},"notes":["All hashes checked: HA code 99e3a2ec, replica 1e4c44b4, RS2 port 9eac3553, IA code 956566e9, IA port b29cd2a0, wheel aedb6828, checkout 6b6921f8.","IA's port was used as given inside the replica STRATEGY block; the only textual change is that its three hard-coded anchor literals (674., 0.712696..., 1.295240...) read W[NW], W[NW+1], W[NW+2] so they can be searched, and TH is passed as an argument instead of the global PT. T = the same port with W[0]=0 (head off), HA = the same port with HA's 13-input weights and scaling (new-input weights 0). No port was rebuilt from source.","Constants searched (41): the 38 nonzero named `uint256 constant` declarations of IA.sol lines 8-46 (REVERT_U = 0 excluded: x*2^x cannot move it) plus the anchor count cap and two coefficients. Integers: ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, anchor cap. Decays: the nine *_DECAY entries. Other named TH entries (inline literals such as PROCESS_VAR, OBS_VAR, ROUTE_FEE) were held fixed so the freeze changes only declared constants and the anchor literals.","Freeze: only head literals (1e6 fixed point), changed constant declarations (WAD integer literals; integer constants as integers) and the anchor literals changed. A self-test freezing IA params with start constants reproduced IA.sol byte for byte.","Gate B uses IA minus T on seeds 7116384..7116895 in the replica: 1.465 se 0.046 vs required 1.513 +/- 0.15.","Holdout gain over IA (0.826) and the real gain over IA (0.876 se 0.035) can be compared directly: replica-to-real gap 0.050.","The monitor curve was still rising when the search stopped (+2.331 at 35 min, +2.357 at 40 min).","The real engine was run with 8 workers per arm, three arms (candidate, IA, HA) at the same time on 32 cores, all on seeds 7672000..7672511."]}