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four supplied artifact JSON hashes match their URL IDs; decoded Solidity, ports, replica and KIT-B payload hashes were checked. Checkout 6b6921f8d463314aa7c96234e1be25a25245f704; setup wheel checksum verified; starter validation passed.","PORT changes are limited to passing TH in W[NW+3:] and reading the three anchors from W[NW:NW+3], plus Numba cache annotations. W layout: enabled, 19 feature multipliers, 19 offsets, 178 weights ordered W1/b1/W2/b2, 3 anchors, original TH_VALUES with named constants replaced. NW=217. The included port takes this vector; params.scaling and params.constants reconstruct it without network.","Replica market logic is the pinned replica_source, with only the strategy block replaced by imports. IB uses its own supplied port and weights. Market results are local measurements, not leaderboard results.","The warmed 8-process pool measured below 300 markets/s and above 100; the requester override selects M=256. Each generation uses one fresh seed block shared by its 16 proposals. Sigma is capped before ask at 0.4*0.5**(search_minutes/60). Decays are perturbed through 1-d; integer constants are rounded.","Only monitored ES means compete against START; selection never uses holdout or real results. Checkpoints retain optimizer and NumPy RNG state. Freeze changes only numeric literals, with weights rounded to 1e-6 and constants represented as WAD integers.","Real arms each run alone against VanillaStrategy with 30 bps, through amm_sim_rs.run_batch(code, vanilla, configs, 8), in separately saved 64-seed commands. Config draw order/ranges follow MatchRunner._build_configs.","Real retail/arb edge deltas are unavailable from batch aggregate results and are null; retail and arb volume deltas are reported. Replica retail/arb edge decomposition is reported in holdout. Gas comes from amm_sim_rs.gas_stats(), reset before each chunk.","No training runtime or installed binary dependency is required to decode the embedded Solidity and port. Executing the port requires NumPy/Numba and compiling Solidity requires the pinned challenge base contracts.","Improved monitored policy returned.","Search stopped at 21:20:54 UTC after nine bounded segments, reserving more than 45 minutes of the stated 114-minute task window for confirmations. Training was not stopped early based on monitor performance."],"mode":"CMA-ES relay over 178 weights and 41 constants","search_settings":{"M":256,"es_seed":20261320,"population":16,"dimension":219,"sigma0":0.4,"weight_transform":"start + 0.03*rms(block)*z","constant_transform":"start*2**clip(0.02*z,-1,1); decay via 1-d; integers rounded","sigma_cap":"0.4*0.5**(minutes/60)","selection":"best five-minute ES-mean monitor score versus START"},"curve_columns":["minutes","gain_over_START","se","sigma"],"curve":[[5.2194237825926395,-0.00368695559085494,0.005624132166422995,0.32997392078941934],[10.432078869299342,0.0011574164929859798,0.0064250678614088275,0.30714811040555157],[15.820986190531404,0.006595781299436998,0.006676193196311042,0.2902522335053421],[21.183527723203103,0.004543509819968455,0.006895737027397107,0.28279430362594654],[26.517195696073273,0.004219410530929335,0.007352912130707258,0.276177099810934],[31.88907551021936,-0.019269904698923868,0.007982324861129894,0.2707921441645993],[37.25175821419495,0.020671685718159777,0.007294274078882638,0.2613466185052176],[42.64269583369605,0.007743262526934636,0.008319087979281995,0.24576397554913296],[48.054464369096486,0.015161818618434464,0.0074010656696783,0.23054886763635496],[53.50154973552562,0.023872531996411706,0.007127518244484477,0.21582307382626814],[58.849182866110155,0.01892292409848753,0.007629087038137711,0.2038127696539941]],"best_monitor":{"gain_over_START":0.023872531996411706,"seeds":[30000000,30002047],"selected_curve_row":[53.50154973552562,0.023872531996411706,0.007127518244484477,0.21582307382626814]},"seeds":{"search":[1292000000,1292050175],"monitor":[30000000,30002047],"gateB":[8588000,8589023],"holdout":[41030000,41038191],"real":[8116736,8116991]}}