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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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gates, speed, training, holdout, real paired statistics, and gas are measurements from this run; input provenance is in hashes and sources.json.","KIT sim.py and supplied CG/IA port used; runtime copy adds Numba disk caching only. Original decoded sources were hash verified before modification.","Initialized from CG params, never restart; all 178 head coordinates trained with fixed CG feature scaling.","Monitor gains measured after rounding points to 1e-6. Holdout evaluated exactly once after freezing; over_IB is replica over_T minus the task-provided 1.7690 reference, not an IB port evaluation.","Each real arm alone against 30 bps VanillaStrategy via amm_sim_rs.run_batch(code,VanillaStrategy,configs,8); seed/config generation matches MatchRunner._build_configs draw order and ranges. Seeds paired across arms, never rerun within an arm. IB first eight are the timing batch, included once.","Retail/arb decomposition uses KIT harness.decompose reconstruction; engine arb-volume cross-check enforced per market.","The frozen policy is fully specified by the compressed Solidity source, 178 head weights, and fixed CG scaling in this result.","The real comparison does not establish an improvement over CG: the paired difference is less than 1.96 paired standard errors from zero."]}