{"item":"j097","mode":"search","speed":{"replica_markets_per_s":508.78,"runs":[490.97,508.78,521.47],"scope":"512 replica 10000-step markets (seeds 1415999488..1415999999), T3 port, 6 fork processes (all cores), warmed Numba; median of 3 runs","threshold":500,"note":"host shared with other workloads (load average ~43 on 6 cores); search generations ran 1.0-2.8 min each instead of the ~33 s this speed implies"},"gates":{"A":{"sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":5.7471258602809216e-05,"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 EVM fees"},"B":{"n":512,"seeds":[7232768,7233279],"mean_diff":1.920372244773669,"se":0.04445924198500627,"retail_delta":4.78667942995755,"arb_delta":-2.866307185183879,"target":2.0,"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":4.9302230306115524e-05,"threshold_bps":0.1,"passed":true,"what":"frozen candidate Solidity EVM vs port with frozen values (weights 1e-6, constants as WAD integers), sequences recorded from replica markets 310000..310049"}},"search_settings":{"method":"CMA-ES (pycma 4.x) over 219 = 178 head weights + 41 constants, continued from T3 frozen params in T3 coordinates (z=0 reproduces T3 exactly: max |param diff| 0)","start":"T3's frozen params (weights, 41 constants); scaling and Solidity shell unchanged","weights":"w = w0 + 0.03 * rms(block of T3 weights) * z, blocks W1,b1,W2,b2","constants":"c = c0 * 2^(0.02 z), exponent clipped to [-1,1]; *_DECAY: d = 1-(1-d0)*2^(0.02 z), floored at 0; ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP rounded","population":32,"es_seed":897,"sigma0":0.5,"sigma_cap":"sigma0 * 0.5^(minutes/40), applied before ask and after tell","train":"512 fresh markets per generation shared by population and T, from seed 2122000000 up, none reused","train_seed_range":[2122000000,2122007679],"fitness":"mean edge minus T on the generation markets (T = same port with head off W[0]=0 and T constants)","generations":15,"search_minutes":26.46,"segments":3,"monitor":"CMA mean on seeds 30000000..30002047 at start and about every 5 search minutes (checked between generations); best monitored point frozen"},"curve_columns":["minutes","monitor_gain_over_T","sigma"],"curve":[[0.0,2.5846,0.5],[6.04,2.5929,0.4503],[10.43,2.5911,0.4173],[17.15,2.5954,0.3714],[21.54,2.5977,0.3443],[26.2,2.5905,0.3175]],"best_monitor":{"gain_over_T":2.5976562804211376,"se":0.02957777560380465,"minutes":21.54,"generation":13,"T3_at_start":2.584618491684348},"holdout":{"seeds":[40000000,40008191],"n":8192,"over_T":{"mean":2.5336862702507816,"se":0.01348676185698319,"n":8192},"over_base":{"mean":0.0005899638880868252,"se":0.003065502276393193,"n":8192},"base_over_T":{"mean":2.533096306362695,"se":0.01349951591946062,"n":8192}},"real":{"protocol":"each strategy alone vs 30 bps VanillaStrategy: amm_sim_rs.run_batch(X, VanillaStrategy, configs, 8), chunks of 64, configs = MatchRunner._build_configs body (baseline variance ranges) with rng seed = config seed = market seed; pair = candidate minus T3; each seed used once per arm","block_1":{"seeds_requested":[9084000,9085023],"seeds":[9084000,9084511],"n":512,"contiguous":true,"mean_diff":0.03257015272556241,"se":0.011565357896094277,"sum":16.675918195487952,"sumsq":35.53838029662918,"wins":287,"losses":225,"median":0.025201799026149274,"worst5":[[9084195,-1.0329202531182773],[9084447,-0.8542224921857269],[9084072,-0.7927534702113235],[9084066,-0.7173287725812543],[9084385,-0.7082988361874527]],"best5":[[9084189,1.3869297740502589],[9084454,1.0624211895720919],[9084226,0.7775746333617235],[9084337,0.7563238556155056],[9084090,0.7524672177916045]],"retail_delta":null,"arb_delta":null,"pnl_delta":0.04280142241061213,"retail_volume_y_delta":-18.842263045403882,"arb_volume_y_delta":11.341955836921784,"means":{"candidate_edge":533.7517294684013,"T3_edge":533.7191593156758}},"block_2":null,"retail_arb_note":"run_batch results expose edges, pnl, retail_volume_y and arb_volume_y per strategy but no retail/arb split of edge, so retail and arb edge deltas are null; pnl and volume deltas (mean per market, Y units) are given instead."},"gas":{"candidate":{"afterInitialize":{"calls":512,"ok":512,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":5591317,"ok":5591317,"max_ok_gas":235544,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":512,"ok":512,"max_ok_gas":21742,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}},"T3":{"afterInitialize":{"calls":512,"ok":512,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":5589061,"ok":5589061,"max_ok_gas":235588,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":512,"ok":512,"max_ok_gas":21742,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}},"candidate_afterSwap_peak":235544,"T3_afterSwap_peak":235588,"candidate_OOG":0,"T3_OOG":0,"candidate_failed_calls":0,"limit":245000,"source":"amm_sim_rs.gas_stats(), Submission role, reset per 64-seed chunk; calls summed, max_ok_gas maxed over the 512 real seeds per arm"},"valid":true,"code_zb64":"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from CG"}},"seeds":{"gateA_C":[310000,310049],"gateB":[7232768,7233279],"speed":[1415999488,1415999999],"train":[2122000000,2122007679],"monitor":[30000000,30002047],"holdout":[40000000,40008191],"real":[9084000,9084511]},"notes":["All artifact ids and decoded files matched the brief: T3 2333ecf2 (code_zb64 decodes to sha256 cb6d9455), CG ebbd90c6 (port_zb64 decodes to b29cd2a0), replica e8a7a2af (replica_source 1e4c44b4), HA 2801efc8 (code 99e3a2ec); setup wheel aedb6828 verified; checkout 6b6921f8; setup.sh ran once and validated StarterStrategy.","Port used as given (no port rebuilt): inserted into the replica STRATEGY block; the only textual changes are the three anchor literals (674., 0.712696..., 1.295240...) reading W[NW], W[NW+1], W[NW+2], and TH/W taken from one parameter vector instead of the PT global (same construction T3 describes). T3 = that port with T3's weights, 41 constants and scaling; T = the same port with the head off (W[0]=0) and T's constants.","Reproduction checks: z=0 in the search coordinates gives exactly T3's parameter vector; the CMA monitor at start read +2.5846 over T, equal to T3's recorded best_monitor 2.5846131; the replica holdout base_over_T (T3 minus T, seeds 40000000..40008191) is +2.53310, equal to T3's reported 2.533096; gate B equals T3's recorded gate B (+1.9204 se 0.0445).","Replica speed 508.8 markets/s (median of 3 runs: 491.0, 508.8, 521.5) on 6 cores, just above the 500 threshold, so mode = search. The host was shared with other workloads (load average about 43 on 6 cores), so generations of 33 x 512 markets took 1.0-2.8 minutes instead of about 33 s.","DEVIATION: the search ran 26.46 minutes (15 generations, 3 segments each under 8 minutes, state saved under scratch), not the required 45. On this loaded host gate A (100,000 EVM callbacks) took about 7 minutes and a 1,024-seed real arm about 13-20 minutes, so a 45-minute search would not have left time for gate C, holdout and the real check before the item's time ran out. The search was stopped and the best monitored point (21.54 min, generation 13) was frozen.","Monitor curve (gain of CMA mean over T on 2,048 fixed seeds): 2.5846, 2.5929, 2.5911, 2.5954, 2.5977, 2.5905. The changes (at most +0.013) are small compared with the monitor se of about 0.03 (the common seeds make paired differences tighter, but this was not computed). The search did not clearly improve on T3 within 15 generations.","Freeze: weights rounded to 1e-6; non-integer constants to WAD integers int(c*1e18), as T3 rounds them; ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP integers. Only the named constant declarations, the three anchor literals (sampleCount cap and the two _anchorBlend k values) and the _head body were rewritten; scaling, getName and the rest of T3's Solidity shell are unchanged. The frozen code compiles and passes amm-match validate.","Replica holdout (8,192 seeds, evaluated once after freezing): candidate over T +2.5337 se 0.0135; over T3 (base) +0.0006 se 0.0031, i.e. no measurable replica gain over T3.","Real engine: candidate and T3 each alone vs VanillaStrategy on seeds 9084000..9084511 (n=512, each seed used once per arm). Only 512 of the 1,024 requested seeds were run per arm, because of host load and the item's time limit; the second block (9086000..9087023) was not run. Candidate minus T3: +0.0326 se 0.0116 (287 wins / 225 losses). This is a small real gain that the replica holdout did not predict (+0.0006), so it may be noise and should be confirmed on the remaining seeds.","Gas from amm_sim_rs.gas_stats() (Submission role, reset per 64-seed chunk): candidate afterSwap peak 235,544, 0 OOG / revert / halt / tx_error / bad_return; T3 afterSwap peak 235,588 on the same seeds.","HA was not run on the real engine: the brief pairs against HA only in real-only mode, and this item ran in search mode (pair = candidate minus T3).","Retail/arb edge deltas are null: run_batch results expose edges, pnl, retail_volume_y and arb_volume_y but no retail/arb split of edge; pnl and volume deltas are reported instead. No leaderboard placement is claimed."]}