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","code_sha256":"dd08cf2dff1e8c78521d86dc4563431db8c080606f5580c491bec50ac57131b1","params":{"architecture":"19-8-2, 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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real comparison versus CG is not statistically conclusive: mean +0.0019040595538156735, SE 0.013461735525514261 on 512 paired seeds. The leaderboard/top-10 target is not demonstrated by this experiment.","Started from CG frozen params, never restart. Only the 178 head weights trained; all feature scaling and T shell retained.","All seven kit files decoded and checked against provided SHA256; all nine kit unit tests passed. Original T, replica and RS2-port source artifacts independently downloaded and hash-verified.","CG replica changes only the simulator import to use the provided CG port. Starting-head emitter matches original CG head modulo whitespace and preserves the rest of the Solidity byte for byte.","Every arm runs alone against 30 bps VanillaStrategy; real configurations use MatchRunner draw order and ranges. Each real seed is used once per arm; common seeds across arms provide pairing. The 8-seed IB pilot is included, not rerun.","Real retail and arbitrage deltas use the kit decompose routine and validate recovered arbitrage volume against Rust output.","Monitor points score both ES mean and generation best every 10 generations; displayed curve retains best of the two at each shown generation and is evenly subsampled to <=30 rows including the winning monitor point. Holdout evaluated once after freeze and not used for selection.","Holdout over_IB is over_T minus the prescribed fixed 1.7690 reference; its SE equals the over_T SE and excludes uncertainty in that reference.","Reference real-engine checks were collected concurrently with training; search minutes are elapsed wall time including monitors, checkpoints and between-segment overhead. Training and engine checks are segmented into commands shorter than 8 minutes. Gas peaks and OOG totals include all completed real chunks. Valid denotes the required accuracy and gas gates, not a leaderboard submission or a guaranteed gain."]}