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Decoded START, IB and KIT-B payload SHA256 values checked; pinned setup wheel checksum and starter validation passed.","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 returned port is the exact START port; params.scaling and params.constants reconstruct W. Anchor order: ANCHOR_COUNT_CAP, ANCHOR_LINEAR_K, ANCHOR_QUADRATIC_K.","IB uses its own supplied port with weights at HEAD0 in TH_VALUES. Replica is KIT-B sim with only strategy imports changed; recorded callback instrumentation does not affect RNG or fees.","A/C replay the first 2000 afterSwap callbacks from each of 50 actual replica markets at the required seeds, initializing at reserves 100/10000. Inputs share exact WAD encoding. No synthetic stress sequences were used.","All training generations use fresh contiguous seed blocks shared only by their 16 candidates. Decays/alphas outside (0,1] are infeasible, as are invalid positive integer caps. Search checkpoints preserve optimizer and RNG. Only scheduled monitor ES means can replace START; holdout and real results do not select weights.","Frozen Solidity changes numeric literals only; network weights quantized to 1e-6, constants to WAD integers except the integer counts. No new runtime dependencies are needed to decode Solidity; port execution requires NumPy and Numba.","Real arms run independently against 30 bps VanillaStrategy with run_batch(...,8), in separate 64-seed commands. Config distributions and draw order follow MatchRunner._build_configs with each requested fresh seed.","Retail and arbitrage edge deltas are null where complete step records or validated reconstruction are unavailable; edge_decomposition_status explains why. Volume deltas are measured directly. Replica holdout reports retail and arbitrage edge deltas. Quartiles rank each comparison baseline edge in ascending order.","All reported performance statistics are local measurements, not leaderboard scores.","No monitored ES mean beat START."]}