{"item":"j074","mode":"real-only","speed":{"replica_markets_per_s":428.93095459129023,"seconds":1.1936653079465032,"markets":512,"cores":4,"steps":10000,"seeds":[200000,200511],"threshold":500,"scope":"T3 frozen head and constants in supplied CG port, supplied replica market mechanics, warmed Numba, fork processes on all available cores; timing includes pool lifecycle","warmup":"one timestep before timed 512 full 10000-step markets","anchor_constants_from_T3":true},"gates":{"A":{"sequences":50,"callbacks_per_sequence":2000,"seeds":[310000,310049],"max_fee_diff_bps":5.7471258602809216e-05,"worst":[310015,1920],"threshold_bps":0.01,"passed":true,"recording":"first 2000 callbacks of each supplied replica market; no synthetic trades","seconds":25.62773823738098},"B":{"seeds":[7232768,7233279],"n":512,"CG_minus_T":1.920372244773669,"se":0.04445924198500627,"reference":2.0,"tolerance":0.15,"absolute_discrepancy":0.07962775522633092,"passed":true},"C":{"required":false,"passed":null,"reason":"Real-only mode retains exact T3 Solidity and params. No searched/frozen candidate; gate A also establishes unchanged T3 parity below 0.1 bps."}},"search_settings":{"setting":"A","executed":false,"reason":"Measured T3 replica speed below 500 markets/s; step 3 mandates real-only.","requested":{"dimensions":219,"population":16,"sigma0":0.5,"sigma_cap":"0.5 * 0.5^(minutes/40)","es_seed":874,"markets_per_generation":512,"train_seed_start":2076000000,"max_train_markets":2000000},"starting_coordinates":{"method":"CMA-ES (pycma 4.x) over 219 = 178 head weights + 41 constants","start":"CG's frozen weights and T's constants (fe2320 params.constants start values)","weights":"w = w0 + 0.03 * rms(block) * z, blocks W1,b1,W2,b2","constants":"c = c0 * 2^(0.02 z), exponent clipped to [-1,1]; decays d = 1-(1-d0)*2^(0.02 z); ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP rounded","population":16,"es_seed":773,"sigma0":1.0,"sigma_cap":"sigma0 * 0.5^(minutes/30), applied before ask and after tell","train":"512 fresh markets per generation shared by population and T, from seed 1416000000 up, none reused","train_seed_range":[1416000000,1416818175],"fitness":"mean edge minus T on the generation markets","generations":1598,"search_minutes":55.33,"monitor":"CMA mean on seeds 30000000..30002047 at start and every 5 minutes; best monitored point frozen"}},"curve":[],"holdout":{"over_T":{"mean":null,"se":null,"n":0},"over_base":{"mean":null,"se":null,"n":0},"reason":"Not evaluated in real-only mode."},"real":{"protocol":"Each strategy alone vs 30 bps VanillaStrategy; amm_sim_rs.run_batch(X, VanillaStrategy, configs, 8), batches of 16. Configs follow MatchRunner._build_configs: default_rng(market_seed), size/rate/sigma drawn in that order, config seed=market_seed.","blocks":[{"n":1024,"mean_diff":1.4285611165866676,"se":0.02956025623630986,"sum":1462.8465833847476,"sumsq":3005.1258509322624,"wins":982,"ties":0,"seeds":[8992000,8993023],"comparison":"T3 minus HA","worst5":[{"seed":8992428,"diff":-4.593426648313198},{"seed":8992757,"diff":-3.3956125262885735},{"seed":8992557,"diff":-1.2039775883028483},{"seed":8992189,"diff":-1.136057067806064},{"seed":8992047,"diff":-1.079008667521407}],"retail_delta":null,"arb_delta":null,"retail_volume_y_delta":932.2979959648737,"arb_volume_y_delta":445.09075045006324,"pnl_delta":1.428858967829104,"means":{"t3":530.6809101792862,"ha":529.2523490626995},"retail_arb_note":"The supplied amm_sim_rs wheel LightweightSimResult exposes total edges and retail/arb volume, but no retail/arb edge split. Edge component deltas are unavailable (null); volume deltas are mean Y units per market.","engine_seconds_per_arm":{"t3":457.7248339653015,"ha":425.05546259880066},"paired_edge_diffs":{"encoding":"base64(zlib(float64 little-endian))","first_seed":8992000,"seed_stride":1,"count":1024,"data":"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"}}]},"gas":{"t3":{"afterSwap_peak":238523,"OOG":0,"calls":11140404,"afterSwap_calls":11138356,"all_engine_OOG":0,"details":[{"role":"Baseline","callback":"afterInitialize","calls":1024,"ok":1024,"max_ok_gas":21796,"sum_ok_gas":22319104,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"afterSwap","calls":11016507,"ok":11016507,"max_ok_gas":225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CG"}},"audit":{"artifact_sha256":{"t3":"2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336","cg":"ebbd90c663c396598965b23341aea97a4501b4c971db183a8fe94a880f399979","replica":"e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea","ha":"2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690","t":"6ac5e013b7b1fb4c5e7bdcdfec0aba28b16824e18ccf39500f258533879faffe"},"decoded_sha256":{"T3_code":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9","CG_port":"b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b","replica_source":"1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c","HA_code":"99e3a2eceae0e5543d27473859e10b005d0ce0aa7067f2e1a24d1e0e4a7390fe","T_code":"ebd9de9bf6af6e55d5e308fd15dbb88edec11fd684891d02a30aec185acd19b3"},"setup":{"repository_commit":"6b6921f8d463314aa7c96234e1be25a25245f704","passed":true,"wheel_sha256":"aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a","solc":"0.8.24","starter_validation":true},"replica_adaptation":"Supplied CG STRATEGY block; T3 head/scaling and 38 named TH constants loaded from frozen params; three literal anchor constants changed to T3 N=715, k_linear=0.677994867396817664, k_quadratic=1.110871724161979392. No market mechanics rewritten. Gate A recording appends callbacks into expanded strategy state without changing fees. Gate B uses original CG port, disables head via W[0]=0 for T.","gate_A_callback_encoding":"Decimal(str(value)) for replica trade/reserve values; same recorded callback sequence replayed through compiled T3 after_swap_fast; max absolute bid/ask difference multiplied by 10000.","paired_diff_sha256_float64_le":"86e6307d24c91253d7b10ed923f322cbfc6674703faea48191a6c25d1de87e9e"},"notes":["All numeric measurements outside starting_coordinates come from this run unless explicitly identified as references. No historical artifact performance substituted for new tests.","Real-only mode: retained unchanged T3, no CMA-ES training, no replica holdout, no searched candidate.","Seeds 8992000..8993023 were used exactly once per arm. A separate one-market API smoke check used seed 7000999, not part of the paired result.","Second real block specified for a searched candidate versus T3 was not applicable to the step-3 real-only T3 versus HA comparison.","SE is sample standard deviation of paired differences divided by sqrt(n); wins counts strictly positive paired edge differences. Worst5 are lowest paired differences, not lowest standalone edges.","Gas statistics aggregate amm_sim_rs.gas_stats() after each run_batch, resetting before the next arm/batch. Every callback role is included in details; top-level arm summaries describe Submission.","No claim of top-10 performance or leaderboard submission is made."]}