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Frozen and START were deterministically replayed; no candidate selection or parameter change used holdout 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supplied artifact JSON content hashes and decoded source hashes were checked; simulator wheel checksum and pinned checkout verified during setup. Source URLs and exact excerpts are in sources.json.","Gate B: START minus IA in replica on seeds 7672000..7672511, compared to supplied real reference +0.876 with tolerance 0.15.","All comparisons use paired differences; standard error is sample standard deviation / sqrt(n). Search scores use mean absolute replica edge on common market seeds within each generation.","Port API: strat_init(S,V,x,y), strat_after(S,V,is_buy,ax,ay,t,rx,ry), fresh float64 S[40]. V is FROZEN_VECTOR embedded at end of delivered port. Its layout is [enable=1, feature multipliers(19), offsets(19), W1 row-major(152), b1(8), W2 row-major(16), b2(2), anchor cap/linear/quadratic(3), TH in TH_NAMES order]. No fastmath.","Solidity freeze changes only 1e6-rounded head weights, declared constants and three anchors. Freezing START reproduced its original Solidity byte for byte.","Replica holdout used IB in its own exact original port, evaluated only after freeze.","Real retail and arbitrage volume deltas come directly from Rust outputs. Arbitrage edge is reconstructed from per-step fair prices, preceding spot/fees and constant-product reserves, checked against reported arb volume; retail edge = total edge - arb edge. Quartiles sort IB retail volume, q1 quietest.","Gas contains aggregated raw amm_sim_rs.gas_stats() counters for each role/callback; maxima use max across chunks, counters use sums.","Training ran in commands bounded by 470 seconds, checkpointed each generation, until approximately 30 minutes of the supplied budget remained. The initial RNG checkpoint limitation is disclosed in search."]}