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from CG"}},"verified_input_hashes":{"T3_artifact":"2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336","T3_code":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9","CG_artifact":"ebbd90c663c396598965b23341aea97a4501b4c971db183a8fe94a880f399979","CG_port":"b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b","replica_artifact":"e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea","replica_source":"1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c","HA_code":"99e3a2eceae0e5543d27473859e10b005d0ce0aa7067f2e1a24d1e0e4a7390fe"},"notes":["Setup completed at pinned checkout 6b6921f8d463314aa7c96234e1be25a25245f704; wheel SHA256 aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a verified. All named artifact and decoded source hashes verified.","The supplied CG port was inserted into the replica STRATEGY block without rebuilding its formulas. Its three anchor literals read the parameter vector; TH and W are supplied by one vector. T3 uses its own saved weights and 41 constants; CG uses the original saved CG weights and T constants; T has the head disabled. Baseline T anchor constants were checked against its published code.","Speed is a 512-market full 10000-step T3 batch on all six available cores, excluding JIT compilation. Later search and real-baseline evaluations shared CPU resources, so training throughput was lower. Search state was saved between commands; long commands were segmented below eight minutes.","Gate A compares 50 natural market sequences of 2000 callbacks each with T3 EVM code, seeds 310000..310049; no synthetic stress trades. Gate B is CG minus T on the specified 512 replica seeds. Gate C uses frozen candidate market callbacks and its EVM code.","Freeze generator was checked by a T3 roundtrip: every numeric literal in the head and shell matched the supplied T3 before optimization. Only weights, the 38 named scalar declarations and three anchor constants change; input scaling and remaining Solidity shell are preserved.","The 8192-market holdout was evaluated once after the monitor-selected freeze. Neither holdout nor confirmation results selected or modified the candidate. Each real arm runs alone against 30-bps VanillaStrategy using amm_sim_rs.run_batch(...,configs,8). Configurations match MatchRunner._build_configs draw order and default ranges.","Real paired statistics are candidate minus T3; sample standard error uses ddof=1; sumsq is the uncentered sum of squared paired differences; worst5 lists the five smallest differences. Blocks are reported separately.","Retail/arb edge decomposition uses the published analytic harness: reconstruct prior reserves from constant k, prior spot and fees, then compute closed-form arbitrage profit at each fair price; retail edge is total minus arb. The first 64 T3 results were saved before adding this decomposition and their step arrays were not retained. Thus first-block retail/arb paired deltas cover only seeds 9180064..9181023 (n=960), while its primary edge statistics cover all 1024. No confirmation seed was rerun to fill this gap. The second block has complete decomposition.","A throughput diagnostic replayed the first 32 training seeds with unchanged T3 only; those diagnostic results were not passed to CMA-ES, monitoring or candidate selection. Generation fitness blocks themselves are disjoint and shared only within each population and T.","Gas counters are measured by amm_sim_rs.gas_stats(), reset per 64-seed arm chunk then aggregated. Combined gas counts exclude Vanilla and include initialization/getName calls as shown in raw counters. Validity requires gates passed, zero OOG, and afterSwap peak at most 245000. No leaderboard placement is claimed.","Both real-block estimates are consistent with zero; this run does not establish an improvement over T3."]}