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from CG"}},"seeds":{"gateA_C":[310000,310049],"gateB":[7232768,7233279],"speed":[2037998976,2037999487],"train":[2038000000,2038098815],"monitor":[30000000,30002047],"holdout":[40000000,40008191],"real":[[8916000,8917023],[8918000,8919023]]},"notes":["All artifact downloads matched their ids (sha256): T3 2333ecf2, CG ebbd90c6, replica e8a7a2af, HA 2801efc8; decoded T3 code cb6d9455, CG port b29cd2a0, replica_source 1e4c44b4 matched the brief; setup wheel aedb6828 verified; checkout 6b6921f8; setup.sh run as given.","Port used as given (no rebuild): CG port inserted into the replica STRATEGY block; only textual changes are the three anchor literals (674., 0.712696..., 1.295240...) reading W[NW..NW+2], and TH/W read from one parameter vector instead of the PT global. T = CG port with CG weights and head off (W[0]=0). Gate B reproduced T3's own reported gate B exactly (1.920372).","Replica speed measured on this 4-core machine with 4 fork processes: warmed 574-580 markets/s (median 575) over 512 markets, above the 500 threshold, so mode search. One generation (17 x 512 markets) took about 15 s, so only 193 generations fit in 50.7 search minutes (T3's own run had 1598 generations on 30 processes).","Search ran in 7 segments of at most 7.5 minutes with CMA state pickled under scratch, and stopped when 55 minutes of the item remained. The monitor rose only slightly: from +2.585 (T3, start) to a best of +2.607 at 41.05 min (generation 158), then +2.599 at 46.08 min. That gain over T3 (+0.02) is within about one monitor se (0.03 on unpaired se), so this run gave only a small continuation gain.","Frozen = best monitored CMA mean (41.05 min), weights rounded to 1e-6, ELAPSED_CAP/DIR_IMPACT_MULT/STEP_COUNT_CAP/ANCHOR_COUNT_CAP as integers and the other constants as WAD integers, written into T3's Solidity by rewriting only the named constant declarations, the three anchor literals and the _head body. The freeze script applied to z=0 reproduces T3.sol byte for byte. Scaling and the Solidity shell are unchanged. amm-match validate passed.","Replica holdout 40000000..40008191 (run once after freezing): candidate over T3 +0.0202 se 0.0040; over T +2.553.","Real engine: each strategy alone vs the 30 bps VanillaStrategy via amm_sim_rs.run_batch(X, Vanilla, configs, 8) in batches of 16, configs = MatchRunner._build_configs body (BASELINE variance ranges) with rng seed = config seed = market seed (same as the replica's market_config). Block 8916000..8917023: candidate minus T3 +0.0299 se 0.0106 (564/1024 wins). Block 8918000..8919023 (run because more than 30 minutes remained): +0.0097 se 0.0109 (525 wins). Reported separately; pooled n=2048 would be about +0.020 se 0.0076.","retail_delta and arb_delta are null: run_batch results expose edges, pnl, retail_volume_y and arb_volume_y per strategy but not the retail/arb split of edge. pnl and volume deltas (mean per market) are given instead. On the replica gate B (CG minus T), retail +4.79 and arb -2.87.","Gas from amm_sim_rs.gas_stats(), reset before each chunk and summed over chunks: candidate afterSwap peak 238,427, 0 OOG, 0 revert/halt/tx_error/bad_return in both blocks; T3 peak 238,388.","Time limited the run: training curves were still flat to slightly rising at the end, and with sigma 0.21 at 50.7 min more generations (more cores) are needed for a meaningful gain over T3."]}