{"item":"j085","mode":"search","speed":{"replica_markets_per_s":778.78,"seconds":0.6574,"n":512,"seeds":[1415999488,1415999999],"scope":"512 replica 10000-step markets, T3 on CG port, 6 fork processes (6 cores), warmed Numba","threshold":500},"gates":{"A":{"sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":5.7471258602809216e-05,"worst_at":[310015,1920],"threshold_bps":0.01,"passed":true,"what":"T3's port (CG port + T3 weights/41 constants, anchor literals read from the parameter vector) vs T3 code (sha256 cb6d9455...) EVM fees, callbacks recorded from replica markets driven by the port; init fees also compared"},"B":{"n":512,"seeds":[7232768,7233279],"mean_diff":1.920372244773669,"se":0.04445924198500627,"retail_delta":4.78667942995755,"arb_delta":-2.866307185183879,"target":2.0,"tolerance":0.15,"passed":true,"what":"replica CG minus T, required within 0.15 of +2.00"},"C":{"sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":5.834090468972292e-05,"worst_at":[310026,657],"threshold_bps":0.1,"passed":true,"what":"frozen candidate Solidity EVM vs port with frozen values (weights 1e-6, constants as WAD integers / integers), same recording protocol"}},"search_settings":{"method":"CMA-ES (pycma) over 219 = 178 head weights + 41 constants, started at z=0 = T3 frozen params","start":"T3 params (artifact 2333ecf2...): weights W1,b1,W2,b2 and params.constants","weights":"w = w0 + 0.03 * rms(block of T3 weights) * z, blocks W1,b1,W2,b2","constants":"c = c0 * 2^(0.02 z), exponent 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1.295240753826310656"},"curve_columns":["minutes","monitor_gain_over_T","sigma"],"curve":[[0.0,2.58462,0.5],[5.09,2.58107,0.37949],[10.25,2.59284,0.34748],[15.39,2.58497,0.32132],[20.42,2.58121,0.30832],[25.54,2.594,0.31733],[30.59,2.60142,0.29449],[35.68,2.60018,0.26965],[40.78,2.59337,0.24684],[45.92,2.60693,0.2258],[50.41,2.61365,0.2089]],"train_fitness_last":{"generation":295,"best":2.5959,"mean":2.5604},"best_monitor":{"gain_over_T":2.6136526928234147,"se":0.029808684655837466,"generation":295,"minutes":50.41,"T3_at_start":2.584618491684348},"holdout":{"seeds":[40000000,40008191],"over_T":{"mean":2.5548673476846284,"se":0.013618532438086745,"n":8192},"over_base":{"mean":0.021771041321933603,"se":0.0040778010368391435,"n":8192},"base_over_T":{"mean":2.533096306362695,"se":0.01349951591946062,"n":8192},"retail_delta_over_base":-0.00900563211077303,"arb_delta_over_base":0.03077667343270605},"real":{"protocol":"each strategy alone vs 30 bps VanillaStrategy: amm_sim_rs.run_batch(X, 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artifact ids (T3 2333ecf2, CG ebbd90c6, replica e8a7a2af, HA 2801efc8) matched their sha256; decoded T3 code cb6d9455, CG port b29cd2a0, replica source 1e4c44b4 matched the brief. Setup ran from the pinned checkout 6b6921f8 with wheel aedb6828 verified.","Port used as given in the replica STRATEGY block; only textual changes: the three anchor literals read W[NW..NW+2], and W/TH come from one parameter vector. No port was rebuilt.","Freeze regenerates the T3 Solidity shell: only the named constant declarations, the three anchor literals and the _head body change; regenerating from T3 own params reproduces T3 code byte-for-byte (sha256 cb6d9455...). Scaling unchanged.","Replica speed 778.8 markets/s on this 6-core machine (>=500), so mode search. Replica T3 start monitor +2.5846 over T reproduces T3 reported best monitor; replica holdout base_over_T +2.5331 equals T3 reported holdout.","Search ran 50.4 minutes (295 generations) and stopped when 55 minutes of the item remained. The monitor moved from +2.585 to +2.614 over T, slowly, best at the final check.","Replica holdout gain over T3 is +0.022 se 0.004. On the real engine the candidate minus T3 is block1 +0.0197 se 0.0126, block2 +0.0382 se 0.0116. Both blocks are positive and consistent with the replica prediction (+0.022); pooled over 2048 seeds +0.0290 se 0.0086. The gain is small: far below the ~+3.1 over HA the goal needs.","Retail/arb edge deltas on the real engine are null: run_batch results expose edges, pnl, retail_volume_y and arb_volume_y but not the retail/arb split of edge; pnl and volume deltas are given instead. Replica retail/arb deltas vs T3 are in holdout.","HA was not run on the real engine in this item: step 3 (T3 vs HA) applies only in real-only mode.","Gas from amm_sim_rs.gas_stats() after gas_stats_reset() per arm, summed over both blocks, Submission role only."]}