{"item":"j116","mode":"search","speed":{"replica_markets_per_s":4790.506911990077,"scope":"512 replica 10000-step markets (seeds 1415999488..1415999999), T3 port, 24-process persistent fork pool, warmed Numba","threshold":500},"gates":{"A":{"sequences":50,"swap_callbacks":100000,"max_fee_diff_bps":5.7471258602809216e-05,"seeds":[310000,310049],"threshold_bps":0.01,"passed":true,"what":"T3's port (CG port with T3 weights, 38 TH constants and 3 anchor entries) vs T3 code EVM fees; sequences recorded from replica markets running T3"},"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,"max_fee_diff_bps":6.73116417812536e-05,"seeds":[310000,310049],"threshold_bps":0.1,"passed":true,"what":"frozen candidate Solidity EVM vs port with frozen values (weights 1e-6, constants WAD integers / rounded integers)"}},"search_settings":{"method":"CMA-ES (pycma 4.5.0) over 219 = 178 head weights + 41 constants","start":"T3's frozen params (weights and 41 constants); z=0 is T3","weights":"w = w0 + 0.03 * rms(block of T3 weights) * z, blocks W1,b1,W2,b2 (T3 coordinates)","constants":"c = c0 * 2^(0.02 z), exponent clipped to [-1,1]; *_DECAY constants d = 1-(1-d0)*2^(0.02 z); ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP rounded; c0 = T3 constants","population":32,"es_seed":916,"sigma0":0.5,"sigma_cap":"sigma0 * 0.5^(minutes/40), applied before ask and after tell","train":"256 fresh markets per generation shared by the population and T, from seed 294000000 up, none reused","train_seed_range":[294000000,294405759],"generations":1585,"search_minutes":45.01,"fitness":"mean replica edge minus T on the generation markets","monitor":"CMA mean on seeds 30000000..30002048-1 (2048) at start and every 5 minutes; best monitored point frozen"},"curve_columns":["minutes","monitor_gain_over_T","sigma"],"curve":[[0.01,2.5846,0.5],[5.04,2.613,0.3873],[10.06,2.6256,0.3295],[15.09,2.6475,0.2939],[20.1,2.6692,0.2363],[25.11,2.6741,0.2269],[30.13,2.6904,0.1963],[35.16,2.6944,0.1939],[40.18,2.7201,0.2015],[45.01,2.7302,0.1714]],"best_monitor":{"gain_over_T":2.7301765560821356,"se":0.030120741295224514,"generation":1585,"minutes":45.01},"holdout":{"seeds":[40000000,40008191],"over_T":{"mean":2.6792235880568813,"se":0.013921497266223975,"n":8192},"over_base":{"mean":0.1461272816941867,"se":0.0056156559544352554,"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_VARIANCE ranges, rng seed = config seed = market seed)","base":"T3","block1":{"seeds":[9160000,9161023],"n":1024,"mean_diff":0.1519548620352234,"se":0.015513530413623456,"sum":155.60177872406877,"sumsq":275.75839476340263,"wins":658,"median":0.14207193206112834,"worst5":[[9160666,-1.892339558529784],[9160325,-1.8792713758305126],[9160541,-1.6314610353844046],[9160115,-1.5920484199381235],[9160172,-1.3954957408802784]],"best5":[[9160074,7.308026949836062],[9160093,1.9253596394850092],[9160767,1.842246363636832],[9160371,1.7648473216952425],[9160807,1.7334127265318102]],"retail_delta":null,"arb_delta":null,"pnl_delta":0.147615371318377,"retail_volume_y_delta":9.038652782555936,"arb_volume_y_delta":14.508161506852812,"means":{"candidate_edge":527.8417260057184,"T3_edge":527.6897711436832}},"block2":{"seeds":[9162000,9163023],"n":1024,"mean_diff":0.14572318003837537,"se":0.014602480038375245,"sum":149.22053635929637,"sumsq":245.1169425478458,"wins":666,"median":0.14889821551764726,"worst5":[[9162533,-2.296123521710797],[9162843,-1.9976565110868023],[9162411,-1.7796445789003883],[9162586,-1.7591818449920993],[9162565,-1.3568838094408875]],"best5":[[9162529,2.983201677344937],[9162355,1.94107803681095],[9162754,1.6416772044153731],[9162878,1.5820894571563713],[9162018,1.4781905031071574]],"retail_delta":null,"arb_delta":null,"pnl_delta":0.1425433382707837,"retail_volume_y_delta":8.80488679325613,"arb_volume_y_delta":12.154326206890229,"means":{"candidate_edge":533.5681332918496,"T3_edge":533.4224101118112}},"retail_arb_note":"run_batch results expose edges, pnl, retail_volume_y and arb_volume_y per strategy but no retail/arb split of edge, so retail_delta and arb_delta are null; pnl and volume deltas (mean per market) are given 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","code_sha256":"a4a71517cdea07042fa2b79387280832d21c3e0a36ae6c574e8d88bd5fdc88b1","params":{"W1":[[-0.082977,0.682329,-0.60538,2.948929,-2.356183,0.623987,-1.317726,2.381124,-5.111612,-1.476209,-0.568143,-0.101127,0.561337,-2.294544,-0.786511,-0.363068,-1.081398,-0.424992,1.355753],[0.814203,0.715035,1.946889,2.576131,-0.124678,-0.131594,-0.487946,0.395572,-0.291096,0.106336,-0.092604,-1.966528,0.07505,-0.105537,-0.115901,0.957076,0.115398,0.077732,1.230323],[0.545618,3.687687,-1.641354,0.532174,0.444191,2.153389,-1.520494,0.841077,1.074486,-0.430255,0.466964,-0.25412,0.27532,0.428243,0.283849,1.330833,-2.637015,-0.364054,-2.602183],[0.383571,-1.508262,0.924422,-0.371869,-1.183641,-0.650755,0.249829,-0.254257,0.84554,-0.259966,0.05571,-1.776867,-0.074418,0.535237,0.062051,-1.232336,0.882907,-0.44206,-0.857229],[1.256749,0.483601,4.879749,0.115338,-2.074851,-1.444683,-1.117552,-0.56862,-0.196379,0.527544,-0.080161,-2.71902,-0.106659,-0.945154,0.391015,-0.816536,2.03396,-0.036808,0.502549],[1.254668,-1.760863,0.515829,-1.465411,3.457185,1.000709,4.018012,0.574098,-0.552588,-0.022626,0.12728,3.442701,0.540358,-1.267463,0.13912,0.386427,-1.486193,-0.346788,-1.516923],[-0.752438,1.160596,0.086043,-0.679991,2.376766,0.963303,-0.887696,2.181827,0.997908,-1.420528,1.155045,1.011525,1.514322,-1.062683,-1.097546,-1.545485,0.708801,-0.628201,2.676307],[-2.499134,-2.493589,3.672738,3.401011,-0.60535,-0.649782,-1.832022,2.618913,0.729198,-0.870971,2.539369,-2.167703,1.525013,0.273172,0.53827,0.8114,-0.433504,-1.90206,1.527826]],"b1":[2.126401,-1.468462,-4.5517,-0.680545,-0.85762,-2.373849,-0.630174,0.097175],"W2":[[0.268551,-1.973835,1.200105,-0.924193,-2.831068,-0.741379,-1.157824,0.875959],[0.543126,-1.71905,-1.927051,3.499361,0.21225,-1.885591,0.883412,-0.078033]],"b2":[1.606455,3.302981],"constants":{"ELAPSED_CAP":8.0,"SIGNAL_THRESHOLD":0.001167737961145088,"DIR_DECAY":0.7262087140140295,"ACT_DECAY":0.3069226737978946,"SIZE_DECAY":0.4954509958768,"TOX_DECAY":0.9335430787396097,"SIGMA_DECAY":0.7056018344231254,"LAMBDA_DECAY":0.9917207184962149,"SIZE_BLEND_DECAY":0.8486556015247645,"TOX_BLEND_DECAY":0.2648515931887838,"ACT_BLEND_DECAY":0.9880969562200754,"PHAT_ALPHA":0.25105693768362125,"PHAT_ALPHA_RETAIL":0.05148647398976582,"PHAT_ALPHA_SAME":0.1345980490219886,"DIR_IMPACT_MULT":4.0,"GATE_SIGMA_MULT":6.170957565932043,"MIN_GATE":0.029432413013611224,"TRADE_TOX_BOOST":0.2829124396608578,"STALE_ATTRACT_FRAC":0.6668279567906397,"RET_CAP":0.022448226444013897,"TOX_CAP":0.19801508539161142,"TRADE_RATIO_CAP":0.17396333817832985,"LAMBDA_CAP":1.15388721797511,"STEP_COUNT_CAP":64.0,"BASE_FEE":0.000355575296438696,"SIGMA_COEF":0.20328058996615495,"LAMBDA_COEF":0.001255705437665505,"FLOW_SIZE_COEF":0.48725400120991635,"TOX_COEF":0.02777142349093952,"TOX_QUAD_COEF":1.6271932867187406,"ACT_COEF":8.825204784373149,"DIR_COEF":0.001929556904020044,"DIR_TOX_COEF":0.006860727146462987,"STALE_DIR_COEF":0.7551862661710563,"SIGMA_TOX_COEF":0.05816428837052452,"TAIL_KNEE":0.056159422942006085,"TAIL_SLOPE_PROTECT":0.8359662674973607,"TAIL_SLOPE_ATTRACT":0.8419529984766807,"ANCHOR_COUNT_CAP":672.0,"ANCHOR_LINEAR_K":0.593701935471862,"ANCHOR_QUADRATIC_K":1.0977621411226743},"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],"speed":[1415999488,1415999999],"train":[294000000,294405759],"monitor":[30000000,30002047],"holdout":[40000000,40008191],"real_block1":[9160000,9161023],"real_block2":[9162000,9163023]},"notes":["All artifact ids matched their sha256 (T3 2333ecf2, CG ebbd90c6, replica e8a7a2af, HA 2801efc8); decoded T3 code cb6d9455, CG port b29cd2a0, replica source 1e4c44b4, HA code 99e3a2ec all matched the brief; setup wheel aedb6828 verified; checkout 6b6921f8.","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...) reading W[NW], W[NW+1], W[NW+2], and TH/W taken from one parameter vector instead of the PT global. T = same port with the head off (W[0]=0) and the port's TH_VALUES.","Reproduction check: the monitor at minute 0 (z=0, T3) gave +2.5846 over T, equal to T3's recorded best_monitor (2.58461); replica holdout T3 over T +2.5331 se 0.0135, equal to T3's recorded holdout; gate B +1.9204 equals T3's recorded gate B.","Speed 4790 markets/s (persistent 24-process fork pool; T3 reported 1358 with per-call pools), so mode search. 1585 generations in 45.0 search minutes over 7 segments, each under 8 minutes, state saved under scratch. Train seeds 294000000..294405759 (405,760 markets, none reused).","Monitor gain over T rose at every 5-minute check from +2.585 (T3) to +2.730 at 45.0 min; the curve was still rising when the search stopped (at the 45-minute minimum, since fewer than 55 minutes of the item remained), so longer training from these params remains open.","Interpretation choice: 'decays' in T3's coordinates were taken as the nine *_DECAY constants (d = 1-(1-d0)*2^(0.02z)); all other constants use c = c0*2^(0.02z). Integer constants are rounded inside the mapping during search.","Frozen = the 45.0-minute monitored CMA mean (best monitored point), weights rounded to 1e-6, non-integer constants to WAD integers (int(round(c*1e18))), integer constants rounded. The freeze rewrites only the 38 named constant declarations, the anchor count cap and the two anchor k literals, and the _head body; scaling and the rest of the Solidity shell are T3's. The frozen point moved ELAPSED_CAP 7 -> 8; ANCHOR_COUNT_CAP and other integers as in params.constants.","Replica holdout (8192 seeds, evaluated once after freezing): +2.679 se 0.014 over T and +0.146 se 0.006 over T3.","Real engine vs T3 (each arm alone vs 30 bps Vanilla, chunks of 64): block 1 seeds 9160000..9161023 +0.152 se 0.016 (658/1024 wins); block 2 seeds 9162000..9163023 +0.146 se 0.015 (666/1024 wins). The replica's +0.146 over T3 predicted this within 0.01. HA was not run in this item (the real-only HA pairing applies only below 500 markets/s).","Order note: T3's arms on both real blocks were run at the start of the search (concurrently, CPU sharing only); the candidate's block 2 ran immediately after block 1 because time allowed, each seed used once per arm.","Gas: candidate afterSwap peak 238255 (<= 245000), 0 OOG/revert/halt/tx_error/bad_return over 22.3M afterSwap calls; afterInitialize peak 243237 (same code path as T3).","Retail/arb edge deltas are null: run_batch results do not split edge into retail and arb; pnl and volume deltas are given instead.","No leaderboard placement is claimed. The candidate's real gain over HA was not measured in this item (only candidate vs T3)."]}