{"item":"j122","mode":"real-only","speed":{"replica_markets_per_s":370.68,"runs":[339.98,370.68],"scope":"512 replica 10000-step markets (seeds 1415999488..1415999999) with T3, run_many 4 processes = all 4 cores of this machine, warmed Numba","threshold":500,"decision":"370.68 < 500 markets/s, so mode real-only (brief step 3); no CMA-ES search, no freeze, no gate C, no holdout"},"gates":{"A":{"sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":5.7471258602809216e-05,"threshold_bps":0.01,"passed":true,"what":"T3's port (CG port with T3's head weights and 41 constants, WAD-rounded as T3.sol declares; anchor literals read from the parameter vector) vs T3 code EVM fees; 2,000 afterSwap callbacks recorded from each replica market seed"},"B":{"n":512,"seeds":[7232768,7233279],"mean_diff":1.920372244773584,"se":0.044459241984861765,"retail_delta":4.786679429957802,"arb_delta":-2.866307185184217,"target":2.0,"passed":true,"what":"replica CG minus T (same port, head off), within 0.15 of +2.00","T3_minus_T_same_seeds":{"n":512,"mean":2.553638793391918,"se":0.05118964591972601},"T3_minus_CG_same_seeds":{"n":512,"mean":0.6332665486183336,"se":0.03462958822552185}},"C":null},"search_settings":null,"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 (default_rng(seed): size U[19,21], rate U[0.6,1.0], sigma U[0.000882,0.001008]; n_steps 10000) with config seed = market seed; seeds used once per arm","pair":"T3 minus 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itself (unchanged; real-only mode trains 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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":{"T3_artifact":"2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336","T3_code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9","CG_artifact":"ebbd90c663c396598965b23341aea97a4501b4c971db183a8fe94a880f399979","CG_port_sha256":"b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b","replica_artifact":"e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea","replica_source_sha256":"1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c","HA_artifact":"2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690","HA_code_sha256":"99e3a2eceae0e5543d27473859e10b005d0ce0aa7067f2e1a24d1e0e4a7390fe","checkout":"6b6921f8d463314aa7c96234e1be25a25245f704","wheel_sha256":"aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a"},"notes":["All artifact ids (download sha256) and decoded file sha256s matched the brief: T3 code cb6d9455, CG port b29cd2a0, replica 1e4c44b4, HA code 99e3a2ec. Setup script ran once from the pinned checkout; wheel sha256 verified; StarterStrategy validated.","Replica speed on this machine (4 cores) was 340-371 markets/s for 512 markets with T3, under the 500 markets/s threshold, so per brief step 3 this item ran mode real-only: gates A and B, then T3 and HA each alone on the real engine on seeds 9184000..9185023, paired T3 minus HA. No search was run, so search_settings, curve, holdout and gate C are null/empty; the candidate is T3 unchanged and its code_zb64/params are copied from the T3 artifact.","Port use: the CG port was inserted verbatim into the replica STRATEGY block; the only edits are that the three anchor literals (674., 0.712696..., 1.295240...) read W[NW..NW+2] and TH is taken from the same parameter vector (W[NW+3:]) instead of the PT global. T3 = CG port with T3 weights, scaling and its 41 constants (non-integer constants rounded to WAD as T3.sol declares them, integer ones as integers). T = same port, T constants, head off (W[0]=0).","Gate A: max |fee diff| 5.75e-5 bps over 50 sequences x 2,000 afterSwap callbacks recorded from replica markets 310000..310049 (port run with NUMBA_DISABLE_JIT to record inputs, replayed into T3.sol via EVMStrategyExecutor.after_swap_fast); afterInitialize fees also compared. Passed (< 0.01).","Gate B: replica CG minus T on 7232768..7233279 = +1.920 se 0.044 (within 0.15 of +2.00), identical to the value the T3 artifact reports, so this port/replica setup reproduces that build. Same seeds: replica T3 minus T +2.554 se 0.051, T3 minus CG +0.633 se 0.035.","Real result (block 9184000..9185023, n=1024): T3 minus HA = +1.407 se 0.028, median +1.363, 980 wins / 44 losses; worst seed 9184208 (-2.37). No single seed dominates (largest |diff| 4.93; dropping it gives +1.404 se 0.028). Mean edges: T3 527.12, HA 525.71.","Since HA is about +1.257 over T on real seeds (HA artifact, 512 seeds 6020000..6020511) and the brief puts HA about +1.53 over RS2, T3 at +1.41 over HA implies roughly +2.7 over T and about +2.9 over RS2 on real seeds; this is an inference across different seed sets, not a measurement. The brief says the top 10 needs about +3.1 over HA, so T3 alone does not reach it.","Retail and arb edge deltas are null: amm_sim_rs run_batch results expose edges, pnl, retail_volume_y and arb_volume_y per strategy but not edge split into retail and arb. Mean per-market deltas (T3 minus HA) given instead: pnl +1.392, retail_volume_y +904.0, arb_volume_y +430.6.","Gas (gas_stats summed over 16 chunks per arm, Submission role): T3 afterSwap peak 237,588 (<= 245,000), afterInitialize peak 243,234, 0 OOG and 0 other failures in 11,100,449 afterSwap calls. HA afterSwap peak 231,531, 0 OOG in 10,861,882 calls. T3 is valid on this block.","Real runs were split into segments under 8 minutes (chunks of 64 seeds saved to disk); gate A ran concurrently with the real runs (CPU sharing only, results unaffected). No second real block: the brief asks for it only in mode search (step 5)."]}