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","code_sha256":"ac58fa7d7fc0b5e9c0f6f5d12be21c692c46b0ae1864d86d40d1d34112a2936d","params":{"architecture":"19-8-2, 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benchmark, gate, training, holdout, gas, and real metrics are local measurements. Source artifacts and decoded source checksums were verified before use. KIT 9/9 unit tests passed.","CG params, never restart, initialize 178 head weights. IA port vector is [1]+19 multipliers+19 offsets+178 head entries. Only head entries are optimized; scaling remains frozen.","KIT sim is wired to the supplied CG port without changing market/RNG logic. T uses the KIT T port. Replica RNG paths differ from Rust even on matching seed/config pairs.","Training uses fresh contiguous 512-seed blocks per generation, identical across all 16 proposals. ES mean and generation best are quantized to 1e-6 for monitor scoring. Historical maximum on the 2048-market monitor selects the freeze.","Holdout 40000000..40008191 evaluated once after freezing. over_IB is the requested replica over_T minus the fixed reference 1.7690, not a direct IB replica evaluation. se is paired candidate-minus-CG; se_over_T is also reported.","Every real strategy runs alone against the 30 bps VanillaStrategy, amm_sim_rs.run_batch(strategy, VanillaStrategy, configs, 8). Each seed is used once per arm; shared seeds pair comparisons. Config RNG draw order/ranges match MatchRunner._build_configs.","Retail and arb deltas use KIT constant-k reconstruction from recorded engine steps; edge is direct engine output. Per-arm gas comes from gas_stats after reset. No leaderboard submission or rank claim.","Only the requested standalone result and source JSON files are delivered. Temporary engine installation and evaluation scripts are not an offline runtime bundle.","Valid denotes fee-gate and gas compliance. Real candidate minus CG is -0.020488143246266688 with SE 0.024108886874051733 on 512 seeds; improvement over CG is unconfirmed. Real gain over HA is 0.8581258129226604, below the stated approximately +3.1 top-10 target. No ranking was measured."]}