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ReLU clipped [0,4], inputs clipped [-4,4], output in bps added to T-path fees then clamped [0,MAX_FEE]; weights rounded to 1e-6, Solidity signed 1e6 fixed 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monitor proposal beat CG after 97 generations. Frozen candidate is byte-for-byte identical to CG. First 512 candidate observations are the same already-executed CG observations, counted once per strategy/seed; only seeds 8012512..8013023 required additional candidate calls. Consequently vs_CG is exactly zero by identity, and runtime sums across aliases are not additive.","All reported speed, gates, search, holdout, real and gas statistics are local measurements; prior artifact performance figures are not substituted for measurements.","Setup passed; supplied kit unit tests: 9 passed. All seven decoded kit file hashes checked; named upstream artifacts and CG/IB code hashes checked.","First speed run overlapped differential testing; repeated speed run follows that test. Both exceed 200 markets/s and are below 2000, so 256 training markets/generation.","Fixed baselines were run concurrently with training to preserve time for candidate confirmation. Real results never enter training or monitor selection.","Replica uses the supplied independent RNG streams; configs match Rust distributions but same numeric seeds do not imply identical paths.","Holdout evaluated once after freeze. over_IB is the prescribed indirect over_T minus 1.7690; its SE uses candidate minus T. Primary holdout se is paired candidate minus CG.","Real arb edge reconstructed with kit harness.decompose; retail=edge-arb, cross-checked against Rust arb volume.","Only the requested JSON outputs are delivered. Embedded Solidity is standalone relative to the pinned challenge contract imports; evaluation was performed with the specified SETUP runtime. No leaderboard submission or ranking assertion."],"checks":{"setup":"passed","kit_unit_tests":{"passed":true,"n":9},"final_json_and_numerical_consistency":"passed","live_source_quotes":{"passed":true,"n":8}}}