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"}},"notes":["Local measurements from this item; no leaderboard placement or new trained-policy gain is claimed. The task-specified below-500 markets/s branch was selected. T3 is the delivered unchanged policy, and the real comparison is T3 minus HA, not candidate minus T3.","Setup succeeded once at checkout 6b6921f8d463314aa7c96234e1be25a25245f704. Wheel sha256 aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a verified; StarterStrategy validation passed. All supplied download and decoded source hashes verified.","The supplied CG port was inserted into the replica STRATEGY block without rebuilding its logic. Its three anchor literals read appended parameters, and TH is passed from the parameter vector instead of the PT global. T3 uses all frozen weights, constants, and unchanged scaling. Gate B uses CG weights and original T constants; T is the same port with W[0]=0.","Speed covers 512 complete 10000-step T3 replica markets on seeds 310100..310611, JIT warmed, using all 2 available cores. Gate A uses only market-generated callbacks from seeds 310000..310049, first 2000 per seed, with a fresh initialized EVM per sequence; no synthetic stress trades. The trace harness initially needed a Numba bool-conversion fix and a JSON bool serialization fix; the successful saved run completed all 100000 callbacks.","Each real arm ran alone against 30 bps VanillaStrategy via amm_sim_rs.run_batch(arm,Vanilla,configs,8). Seeds 9020000..9021023 were used once per arm, paired only in analysis. Default 10000-step configuration and MatchRunner draw order used; all config fields matched the canonical builder on seeds 0..255. No command exceeded eight minutes; chunks were bounded with timeout 470 and saved under scratch.","Retail and arb edge deltas are null because the pinned engine returns combined edges only. Retail and arb volume deltas in Y, and PnL deltas, are reported separately and are not substitutes for edge decomposition. The observed result API fields were: arb_volume_y, average_fees, edges, initial_fair_price, initial_reserves, pnl, retail_volume_y, seed, steps, strategies, winner","Paired statistics retain every seed: sample SE uses ddof=1, sumsq is the uncentered sum of squared edge differences, wins counts strictly positive T3-minus-HA differences, worst5 lists the five smallest differences with seed IDs. Compressed paired edge evidence permits independent recomputation.","No search curve, candidate freeze, replica holdout, or second real block was run: the real-only branch explicitly requires T3 and HA on its single 1024-seed block. Valid means applicable gates A/B pass, zero OOG and other execution errors, and afterSwap peak <=245000 in both arms; it does not certify a leaderboard gain."]}