{"item":"j079","mode":"real-only","speed":{"replica_markets_per_s":339.9448530057765,"threshold":500,"n":512,"procs":6,"seeds":[2085999488,2085999999],"scope":"512 replica 10000-step markets with T3 (CG port in the replica STRATEGY block, T3 weights and constants), 6 fork processes (all 6 cores of this machine), warmed Numba; three repeats of the same measurement gave 199, 185 and 188 markets/s, single core 44 markets/s","decision":"under 500 markets/s, so mode real-only (brief step 3): no CMA-ES search, no freeze, no gate C, no replica holdout"},"gates":{"A":{"sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":5.7471258602809216e-05,"init_fee_diff":0.0,"threshold_bps":0.01,"passed":true,"what":"T3's port (CG port with T3 weights, 41 constants, anchor literals from the parameter vector) vs T3 code EVM fees, callbacks 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,"tolerance":0.15,"passed":true,"what":"replica CG minus T (T = same port, head off, T constants and anchors)"},"C":null},"search_settings":null,"curve":[],"holdout":null,"real":{"blocks":[{"block":1,"seeds":[9012000,9013023],"n":1024,"pair":"T3 minus HA","mean_diff":1.4321430612146338,"se":0.03295748491205749,"sum":1466.514494683785,"sumsq":3238.105152699878,"wins":984,"losses":40,"ties":0,"median":1.3530214159476088,"worst5":[[9012503,-2.6390225060450803],[9012631,-1.2150534549500662],[9012010,-1.2001341293367886],[9012066,-0.9742960990450911],[9012504,-0.9373357680806294]],"best5":[[9012571,16.399876793631393],[9012883,9.88526346456473],[9012623,7.15102654437635],[9012438,6.265980197721319],[9012257,5.9188481850573]],"retail_delta":null,"arb_delta":null,"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 and arb edge deltas are null; volume and pnl deltas (mean per market) are given instead.","pnl_delta":1.4454374066349693,"retail_volume_y_delta":929.14975748685,"arb_volume_y_delta":438.4089011022013,"means":{"T3_edge":526.9460980213576,"HA_edge":525.5139549601429},"vanilla_edge_means":{"in_T3_arm":349.4473796282341,"in_HA_arm":352.9256719773752},"protocol":"each strategy alone vs 30 bps VanillaStrategy: amm_sim_rs.run_batch(X, VanillaStrategy, configs, 8) in chunks of 64; configs = MatchRunner._build_configs body (build_base_config, BASELINE_VARIANCE) with rng seed = config seed = market seed; each arm in segments of 160-256 seeds (8-minute command cap), concatenated in seed order","wall_seconds":{"T3":1316.1296136379242,"HA":740.4895353317261}}],"second_block":null},"gas":{"T3":{"callbacks":{"afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":11125024,"ok":11125024,"max_ok_gas":237461,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":1024,"ok":1024,"max_ok_gas":21742,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}},"afterSwap_peak":237461,"oog":0,"failed_calls":0,"afterSwap_calls":11125024},"HA":{"callbacks":{"afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243147,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":10884992,"ok":10884992,"max_ok_gas":233524,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":1024,"ok":1024,"max_ok_gas":21654,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}},"afterSwap_peak":233524,"oog":0,"afterSwap_calls":10884992},"limit_afterSwap":245000,"source":"amm_sim_rs.gas_stats(), role Submission, summed over segments (peak = max)"},"valid":true,"valid_scope":"T3 as submitted: 0 OOG/failed calls, afterSwap peak <= 245,000, gates A and B passed. No new candidate was produced in real-only mode.","candidate":"none (real-only mode); code below is T3 unchanged","code_zb64":"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","code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9","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"}},"inputs_sha256":{"T3_artifact":"2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336","T3_code":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9","CG_artifact":"ebbd90c663c396598965b23341aea97a4501b4c971db183a8fe94a880f399979","CG_port":"b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b","replica_artifact":"e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea","replica_source":"1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c","HA_artifact":"2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690","HA_code":"99e3a2eceae0e5543d27473859e10b005d0ce0aa7067f2e1a24d1e0e4a7390fe","sim_wheel":"aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a","checkout":"6b6921f8d463314aa7c96234e1be25a25245f704"},"notes":["All supplied artifact ids and decoded file sha256s matched the brief (T3 code cb6d9455, CG port b29cd2a0, replica 1e4c44b4, HA code 99e3a2ec); setup wheel aedb6828 verified; checkout 6b6921f8 cloned under the scratch area.","Port used as given: 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 taken from the same parameter vector instead of the PT global. T = the same port with the head off (W[0]=0), T constants and anchors; T3 = the port with T3 weights, scaling and 41 constants (38 named TH entries + 3 anchor values).","Replica speed on this 6-core machine was 340 markets/s (threshold 500), so the brief's real-only mode applied: T3 and HA each alone on the real engine over seeds 9012000..9013023, paired T3 minus HA. No CMA-ES search ran, so there is no curve, freeze, gate C, holdout or new code; the CMA plan for this item (setting A, ES seed 879, from seed 2086000000) is untouched and needs a faster machine.","Gate B reproduced the value T3's own run reported (+1.9204 se 0.0445 on the same seeds), so the port/replica assembly matches. Gate A: max fee difference 5.75e-05 bps over 100,000 recorded callbacks.","Real result: T3 minus HA +1.432 se 0.033 on 1,024 seeds (984 wins).","A first attempt to run the T3 arm as one 1,024-seed command was killed by the 470 s timeout before it wrote any result; no edges from it were seen. The arms were then rerun in segments on the same seeds.","Retail/arb edge deltas are null: run_batch does not split edge into retail and arb; pnl and volume deltas are given instead.","The second real block (9014000..9015023) belongs to search mode (step 5) and was not run."]}