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Downloaded IB code matches required SHA-256; START and KIT decoded files match embedded SHA-256 values. All reported evaluation statistics are local measurements, not independent certification.","Search uses START port unchanged, params including frozen scaling. Vector: enabled=1, 19 feature multipliers, 19 offsets, W1 row-major, b1, W2 row-major, b2, three anchor constants, TH_VALUES with named constants replaced. Integer coordinates: ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP. Four weight blocks use 0.05 times their own initial RMS; constants use start*2**(0.03*z). Weights rounded to 1e-6 before scoring. Sigma cap uses accumulated search seconds; optimizer and RNG resume between bounded commands.","Each generation evaluates all 24 proposals on the same fresh 256-market block. Eight-process warmed fork pool; 10000 steps per market. Monitor checks evaluate the ES mean only; best positive paired monitor mean is retained, with START as score-zero incumbent. Monitor selection is not a holdout claim.","Gate A/C callback harness: independent deployments; initial 100/10000 reserves; RNG 440103+sequence; elapsed sampled from [0,0,0,1,1,2,8,13]; buy/sell sampled uniformly; absolute X amount lognormal(-2,1.5), capped at 2% of current X reserve with extra clipping to keep spot within [25,400]. Previous port fees determine constant-product reserve updates; exact WAD-encoded inputs are shared with EVM. Stress removes the 2%/spot bounds and caps sell amounts at 99% of X only to preserve positive reserves. Stress is reported separately and ungated.","Freeze alters only literals in START Solidity: weights to 1e-6 and real-unit constants to WAD; structural integers remain integers. Lexical comparison after removing signed numeric literals checks that all other source text is identical. Returned port is byte-for-byte START port and receives returned params using the documented vector layout.","Holdout evaluated once on seeds 41050000..41058191. Each real arm evaluated once in 64-seed commands, alone against the 30 bps VanillaStrategy, via amm_sim_rs.run_batch(...,8), on 8136192..8136447. Config draw order/ranges match MatchRunner._build_configs with each specified fresh seed. No strategy-versus-strategy markets.","Real volume deltas are paired mean changes in retail_volume_y and arb_volume_y, in Y units. Quartiles are formed by ascending IB retail volume on the real confirmation seeds. worst5 gives the five lowest paired edge differences. SE is sample standard deviation divided by sqrt(n). Gas instrumentation comes directly from amm_sim_rs.gas_stats after resetting for each real block.","The monitor winner has positive point estimates on holdout and real confirmation, but each frozen-versus-START gain is small relative to its SE. No statistically resolved improvement over START is claimed.","The saved monitor winner must be judged by the reported holdout and real estimates; a positive monitor score alone does not establish improvement."]}