{"item":"j129","mode":"real-only","speed":{"replica_markets_per_s":361.9,"repeat_markets_per_s":[361.9,300.8],"cold_first_pass_markets_per_s":344.3,"threshold":500,"scope":"512 replica 10000-step markets (seeds 1415999488..1415999999), T3 port in the replica STRATEGY block, 6 fork worker processes (all cores), warmed Numba and warm pool"},"gates":{"A":{"what":"T3 = CG's port (anchor literals read from W[NW..NW+2], TH and W from one vector) with T3's weights and 41 constants, vs T3 code EVM fees; first 2,000 pool callbacks of replica markets running T3's port","sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":5.7471258602809216e-05,"threshold_bps":0.01,"passed":true},"B":{"what":"replica CG minus T (T = same port, head off W[0]=0, T constants), required within 0.15 of +2.00","seeds":[7232768,7233279],"n":512,"mean_diff":1.920372244773669,"se":0.04445924198500627,"retail_delta":4.78667942995755,"arb_delta":-2.866307185183879,"target":2.0,"passed":true},"C":{"passed":null,"note":"not applicable: mode real-only, no search and no frozen candidate"}},"search_settings":{"ran":false,"reason":"replica speed under 500 markets/s, so per step 3 the item ran mode real-only; step 4 (pycma over 219 = 178 weights + 41 constants in T3 coordinates, population 16, ES seed 929, sigma0 1.0 capped at sigma0*0.5^(minutes/40), train seeds from 320000000) was not run"},"curve":[],"holdout":null,"real":{"protocol":"each strategy alone vs 30 bps VanillaStrategy: amm_sim_rs.run_batch(X, VanillaStrategy, configs, 8), chunks of 64 seeds, configs = MatchRunner._build_configs body (build_base_config defaults; retail_mean_size, retail_arrival_rate, gbm_sigma drawn in that order from numpy default_rng(seed)) with config seed = market seed","pair":"T3 minus HA","blocks":[{"seeds":[9212000,9213023],"n":1024,"mean_diff":1.5003875348336928,"se":0.031675103537909956,"sum":1536.3968356697014,"sumsq":3356.212345914163,"wins":988,"losses":36,"median":1.4225326686085396,"worst5":[[9212604,-3.617900773140036],[9212767,-2.2156573366069097],[9212385,-1.9798729711309306],[9212801,-1.5409859418113],[9212481,-0.9296071513670086]],"best5":[[9212297,10.864636288773],[9212733,10.233379114003412],[9212143,6.667268469773148],[9212565,5.857398646877414],[9212903,5.839034299668583]],"retail_delta":null,"arb_delta":null,"pnl_delta":1.5072069746815941,"retail_volume_y_delta":931.7790125957399,"arb_volume_y_delta":433.5527915529201,"means":{"T3_edge":529.0584870275236,"HA_edge":527.5580994926898}}],"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, Y units) are given instead","second_block":"not run: the second block (9214000..9215023) is part of step 5, search mode"},"gas":{"T3":{"afterSwap_peak":237564,"OOG":0,"calls":{"afterInitialize":1024,"afterSwap":11123728,"getName":1024},"afterInitialize_peak":243234,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"HA":{"afterSwap_peak":231584,"OOG":0,"calls":{"afterInitialize":1024,"afterSwap":10884529,"getName":1024},"afterInitialize_peak":243147,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"source":"amm_sim_rs.gas_stats() Submission rows, reset per 64-seed chunk and summed; peaks are the max over chunks"},"valid":true,"valid_note":"mode real-only produced no new candidate; valid refers to T3: 0 OOG, afterSwap peak <= 245000, gates A and B passed","code_zb64":"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","code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9","code_note":"T3 unchanged (no candidate in mode real-only)","params":{"W1":[[-0.122003,0.731454,-0.465368,2.998833,-2.325042,0.583646,-1.465719,2.330367,-5.296259,-1.804534,-0.852343,-0.171263,0.445759,-2.173843,-0.471323,-0.232548,-1.223397,-0.141278,1.469197],[0.723577,0.803271,2.012153,2.714905,-0.15748,-0.282939,-0.464975,0.413107,-0.374623,0.209898,-0.085672,-1.819724,0.155218,-0.150565,-0.090415,1.03029,0.352852,0.060971,1.075809],[1.136941,3.756676,-1.203927,0.753486,0.931579,2.18083,-1.749807,1.029621,1.28779,-0.682605,0.429824,-0.075276,-0.430937,0.395573,0.304551,1.171626,-2.518045,-0.429065,-2.231623],[0.38127,-1.388284,1.016535,-0.407249,-1.012472,-0.390365,0.096328,0.065385,0.788451,0.171605,0.180177,-1.77325,-0.281683,0.176087,0.248675,-1.12143,1.042201,-0.458772,-0.871662],[1.327491,0.535888,4.87539,0.001265,-1.974526,-1.26398,-1.11645,-0.628563,-0.409856,0.563594,0.003287,-2.352466,-0.044409,-1.113051,0.319107,-0.710736,2.261434,-0.084005,0.495262],[1.286688,-1.941086,0.444896,-1.373127,3.641454,1.422972,3.746961,0.525433,-0.534447,0.051663,0.011805,3.715596,0.577559,-1.171091,0.156784,0.495838,-1.786088,-0.276209,-1.605988],[-1.091095,1.136029,-0.019796,-0.728152,2.535019,0.747419,-1.205788,2.259411,1.227282,-1.521974,1.247646,1.17961,1.415836,-1.102357,-1.135424,-1.465166,0.961808,-0.916514,2.464189],[-2.543156,-2.722593,3.353545,3.590386,-0.223427,-0.855418,-1.730654,2.482834,0.435976,-0.90223,2.473317,-2.129974,1.382278,0.140581,0.699543,0.93941,-0.394647,-1.848609,1.259045]],"b1":[1.919914,-1.602846,-4.340146,-0.866279,-1.483061,-2.196219,-0.574283,0.399937],"W2":[[0.185543,-2.066947,0.949148,-0.630713,-3.080369,-0.74658,-0.935833,0.951334],[0.412422,-2.048122,-1.701156,3.503979,0.290637,-2.178203,0.888547,-0.182852]],"b2":[1.499011,2.997006],"constants":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":0.001171470033649966,"DIR_DECAY":0.7335249441444244,"ACT_DECAY":0.3765498595421264,"SIZE_DECAY":0.48738084586012276,"TOX_DECAY":0.9286329950353552,"SIGMA_DECAY":0.7327584924491856,"LAMBDA_DECAY":0.9918504260432562,"SIZE_BLEND_DECAY":0.8397180057889105,"TOX_BLEND_DECAY":0.2359008403605123,"ACT_BLEND_DECAY":0.987140557453247,"PHAT_ALPHA":0.24980215859066515,"PHAT_ALPHA_RETAIL":0.05426450370635507,"PHAT_ALPHA_SAME":0.14768044281339848,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":6.7367233899854675,"MIN_GATE":0.03055236895744703,"TRADE_TOX_BOOST":0.3050034835515307,"STALE_ATTRACT_FRAC":0.6899010688573033,"RET_CAP":0.02307934747517747,"TOX_CAP":0.20799000239681092,"TRADE_RATIO_CAP":0.18401740086912755,"LAMBDA_CAP":1.1767903030740083,"STEP_COUNT_CAP":64,"BASE_FEE":0.000394715277459523,"SIGMA_COEF":0.20585950793588467,"LAMBDA_COEF":0.00127231278988692,"FLOW_SIZE_COEF":0.5039180701096855,"TOX_COEF":0.030557276512942967,"TOX_QUAD_COEF":1.5845537652051427,"ACT_COEF":8.530156956319056,"DIR_COEF":0.001787397826556854,"DIR_TOX_COEF":0.007644979769584344,"STALE_DIR_COEF":0.7509802734859878,"SIGMA_TOX_COEF":0.06014956771610196,"TAIL_KNEE":0.05332132369252848,"TAIL_SLOPE_PROTECT":0.8584369839037304,"TAIL_SLOPE_ATTRACT":0.8500966921207127,"ANCHOR_COUNT_CAP":715,"ANCHOR_LINEAR_K":0.6779948673968177,"ANCHOR_QUADRATIC_K":1.1108717241619794},"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"}},"notes":["Hashes checked: T3 artifact 2333ecf2 (code_zb64 decodes to sha256 cb6d9455...), CG artifact ebbd90c6 (port_zb64 decodes to b29cd2a0...), replica artifact e8a7a2af (replica_source sha256 1e4c44b4...), HA artifact 2801efc8 (code sha256 99e3a2ec...); setup wheel aedb6828 verified by setup.sh; checkout 6b6921f8.","No port rebuilt: CG's port went into the replica STRATEGY block as given, except that the three anchor literals (674., 0.712696..., 1.295240...) read W[NW..NW+2] and TH/W come from one parameter vector, as T3's item did. Gate B reproduced T3's reported value exactly (+1.920372 se 0.044459). On the same seeds, replica T3 minus T was +2.554 se 0.051.","Replica speed measured in this run was below the 500 markets/s threshold, so the step-4 search was not started. T3 and HA each ran alone on the real engine over seeds 9212000..9213023, paired as T3 minus HA. Each seed was used once per arm.","Gate A used the first 2,000 pool callbacks of each replica market (seeds 310000..310049), with no synthetic stress trades; max fee difference 5.75e-05 bps.","No leaderboard placement is claimed."]}