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search, interpolation line, or CMA training was performed: isolated measured throughput was below the explicit 200 markets/s cutoff. Frozen candidate is unchanged CG with T constants. The requested slower-replica CG-vs-HA branch was evaluated instead.","CG-vs-CG metrics are exact identity comparisons computed from the same CG results, not an independently rerun arm. The meaningful new real comparison is real.vs_HA. Each arm uses fresh seeds 8140000..8141023 exactly once, in ascending 64-seed chunks; markets are never shared between strategies.","All numeric measurements here are local evaluations, not source-reported performance. Gate B reference +2.00 and the over_IB subtraction 1.7690 are supplied brief values, not remeasured reference claims. No leaderboard placement or submission is claimed.","Gate A uses the supplied CA port with all named constants restored to T and both anchor coefficients restored to T; head and affine feature scaling come from CG params. Dynamic parameter plumbing was used without changing callback/accounting formulas. Gate C reuses the identical source/port differential replay, because unchanged CG is the frozen candidate.","Kit setup and all nine supplied unit tests passed. Pinned repository commit 6b6921f8d463314aa7c96234e1be25a25245f704; simulator wheel SHA-256 aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a verified; StarterStrategy validation passed.","The first concurrent speed reading was excluded; the decision uses an isolated warmed 512-market benchmark, including fork-pool startup, eight workers and 10000 steps per market.","Holdout was evaluated once after freezing unchanged CG, on 40000000..40008191; over_CG is identically zero. Retail and arb deltas on real runs use the kit reconstruction, checked against engine arb volume; total edge comes directly from the real engine.","No optimized candidate exists, because the brief forbids search at this measured speed. No training curve or gains have been fabricated. Only the two requested JSON outputs are delivered; evaluation dependencies and disposable test scaffolding are not part of this offline data result."]}