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","code_sha256":"435222bb3438472b7d9a6d854cabe94b5bfda8baa215672c3cb698875235973a","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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strategy ran alone against 30 bps VanillaStrategy, using amm_sim_rs.run_batch with eight workers and MatchRunner configuration draws.","Real retail and arb edge deltas are reconstructed from the Rust step trace; gas counters are read after each arm.","The holdout was evaluated once after monitor selection; confirmation seeds were not used for training or selection.","The measured gain over HA is below the approximate +3.1 top-10 target stated in the brief; no leaderboard placement is claimed."]}