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","code_sha256":"5cbf03dec981964c54b824368a7c958d437e489d08146495f90fc3d4a4aa76b1","params":{"W1":[[-0.054188,0.796669,-0.387891,2.991203,-2.519677,0.583349,-1.392298,2.29946,-5.211579,-1.84111,-0.754865,-0.150996,0.432263,-2.290045,-0.424756,-0.187976,-1.257969,-0.180267,1.567813],[0.736549,0.817033,2.078196,2.67999,-0.178691,-0.27461,-0.44048,0.469884,-0.446317,0.243657,-0.064566,-1.860631,0.149844,-0.206418,-0.058463,1.098934,0.38904,0.128787,1.115311],[1.031833,3.733177,-1.233274,0.710058,0.969484,2.239749,-1.75684,1.055967,1.211383,-0.715593,0.402287,0.053611,-0.256872,0.399311,0.218366,1.163957,-2.523275,-0.503945,-2.220789],[0.321758,-1.398755,1.055277,-0.299747,-0.982996,-0.28203,0.196644,0.114544,0.892236,0.152951,0.166599,-1.810954,-0.163174,0.127474,0.265086,-1.227149,0.982935,-0.463771,-0.811364],[1.343135,0.593734,4.786342,-0.056259,-1.938213,-1.297974,-1.111599,-0.659834,-0.467641,0.558331,-0.065538,-2.27459,0.034094,-0.995252,0.253155,-0.722868,2.320389,-0.118856,0.61718],[1.327171,-1.890776,0.450062,-1.325229,3.629107,1.549526,3.811471,0.547928,-0.464462,0.035268,-0.043672,3.762542,0.600845,-1.233248,0.249602,0.569868,-1.791404,-0.224563,-1.585155],[-1.106765,1.18376,-0.064508,-0.791984,2.496199,0.796827,-1.319593,2.316518,1.207645,-1.659908,1.236638,1.192218,1.423198,-1.196194,-1.276233,-1.346976,1.060486,-0.953817,2.513387],[-2.610592,-2.775192,3.403128,3.774036,-0.192137,-0.945848,-1.672096,2.507667,0.453388,-0.769078,2.569968,-2.062136,1.263724,0.070708,0.6369,0.880232,-0.493613,-1.720086,1.199315]],"b1":[1.85057,-1.774186,-4.244832,-0.72545,-1.459082,-2.095071,-0.586579,0.386708],"W2":[[0.19675,-2.135298,0.943401,-0.73619,-2.964612,-0.826297,-0.954291,0.982944],[0.392989,-1.935733,-1.737168,3.566744,0.213432,-2.103656,0.854165,-0.094208]],"b2":[1.496341,2.949402],"constants":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":0.001184698753792721,"DIR_DECAY":0.7374057687092183,"ACT_DECAY":0.38105073689373203,"SIZE_DECAY":0.45971880999402936,"TOX_DECAY":0.9293531519400828,"SIGMA_DECAY":0.727461254093859,"LAMBDA_DECAY":0.9919015131348037,"SIZE_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from CG"}},"notes":["Setup passed at checkout 6b6921f8d463314aa7c96234e1be25a25245f704; setup wheel SHA256 aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a verified. All supplied artifact body and decoded source SHA256s matched.","Measured speed is warmed, 512 full 10000-step T3 markets, eight processes, all available cores, including pool creation. Threshold 500 chose search.","Supplied CG port reused verbatim except reading TH from an evaluation vector and replacing its three anchor literals by the corresponding T3 constants; no strategy logic rebuilt. The replica_source hash is on the exact artifact string before unescaping its embedded source text.","Gate A uses the first 2000 own-pool callbacks from each of 50 complete replica markets, with seeds 310000..310049, and replays the actual trades and reserves in EVM. Gate C repeats this for the frozen candidate. No synthetic stress trades.","The export routine reproduces supplied T3 Solidity byte for byte from its starting params. Frozen candidate changes only 41 constants and 178 head weights; scaling and Solidity shell remain fixed.","Every real call is amm_sim_rs.run_batch(candidate or T3, VanillaStrategy, configs, 8), never candidate and T3 in one market. Config draw order was checked exactly against MatchRunner._build_configs for 256 seeds. Seeds 8900000..8901023 and 8902000..8903023 are distinct blocks; each used once per arm.","Real retail_delta and arb_delta are null because this wheel exposes total edges but no retail/arb edge decomposition; the separately named volume deltas are measured, not substituted edge estimates. Replica holdout retail/arb edge deltas are available.","Gas is aggregated directly from amm_sim_rs.gas_stats() across all batches; full per-role/per-callback counts retained.","Training ran in ten segments shorter than eight minutes; a checkpoint was saved after every generation. The search stopped with about 55 minutes remaining, after more than 45 active minutes.","The full continuation curve is retained: the best mean occurred at about 25 minutes, and later monitors did not exceed it. The measured holdout gain is small; no top-10 performance is claimed.","All dependencies, checkout, scripts and checkpoints were confined to permitted test/scratch and are not part of the submission. Standalone candidate Solidity is fully recoverable from code_zb64. No leaderboard placement is claimed."]}