{"item":"j111","mode":"search","speed":{"replica_markets_per_s":641.9,"scope":"512 replica 10000-step markets (seeds 1415999488..1415999999), T3 port, 4 fork processes (machine has 4 cores), warmed Numba","threshold":500},"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 port (CG port with T3 weights/constants, anchor literals read from W[NW..NW+2]) vs T3 code (sha256 cb6d9455) EVM fees via pyrevm EVMStrategyExecutor; callbacks recorded from replica markets running the T3 port, first 2000 afterSwap callbacks per seed"},"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; CG = port with CG params weights, T's constants, head on; T = same port, head off (W[0]=0)","T3_minus_T_same_seeds":{"mean":2.553638793392445,"se":0.05118964591970911}},"C":{"sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":5.526407384774841e-05,"threshold_bps":0.1,"passed":true,"what":"frozen candidate Solidity EVM vs port with the frozen values (weights 1e-6, non-integer constants WAD-truncated as T3's code holds them), same recording procedure"}},"search_settings":{"method":"CMA-ES (pycma) over 219 = 178 head weights + 41 constants","start":"T3's frozen params (weights and 41 constants), z=0","weights":"w = w0 + 0.03 * rms(block of T3) * 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); ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP rounded; c0 = T3 params.constants","population":16,"es_seed":911,"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 284000000 up, none reused","train_seed_range":[284000000,284110079],"fitness":"mean edge minus T on the generation markets","generations":215,"search_minutes":48.51,"monitor":"CMA mean on seeds 30000000..30002047 (minus T on same) at start and every 5 search minutes; best monitored point frozen","segments":"8 segments under 8 minutes, state pickled under scratch; first ~14 minutes shared CPU with gate A and the T3 real arm"},"curve_columns":["minutes","monitor_gain_over_T","sigma"],"curve":[[0.0,2.5846,0.5],[5.0,2.5776,0.4325],[10.09,2.5699,0.3878],[15.15,2.5866,0.3624],[20.2,2.5931,0.3523],[25.04,2.5744,0.324],[30.09,2.6085,0.2968],[35.14,2.5979,0.272],[40.2,2.6026,0.2491],[45.06,2.6015,0.229]],"best_monitor":{"gain_over_T":2.608504694462119,"se":0.03016446679078115,"generation":124,"minutes":30.09,"T3_at_start":2.584618491684348},"holdout":{"seeds":[40000000,40008191],"over_T":{"mean":2.55155690350794,"se":0.013692927971677555,"n":8192},"over_base":{"mean":0.01846059714524522,"se":0.004239042514454816,"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 with config seed = market seed (replica market_config, same draw order), candidate minus T3 (base) paired by seed","block1":{"seeds":[9140000,9141023],"n":1024,"mean_diff":0.04465715070801052,"se":0.010782220528688553,"sum":45.72892232500277,"sumsq":123.82662150943139,"wins":565,"worst5":[[9140342,-1.3450984280489138],[9140058,-1.2349638381170962],[9140731,-1.1823307287372131],[9140607,-0.9971722947143462],[9140541,-0.9940330221963904]],"median":0.0441153920086208,"retail_delta":null,"arb_delta":null,"pnl_delta":0.054192713088127675,"retail_volume_y_delta":-67.2732644343298,"arb_volume_y_delta":-50.428899252212325,"means":{"candidate_edge":529.8494687527267,"T3_edge":529.8048116020186}},"block2":{"seeds":[9142000,9143023],"n":1024,"mean_diff":0.0246904019412168,"se":0.012342272357916066,"sum":25.282971587806003,"sumsq":160.1996100659286,"wins":554,"worst5":[[9142659,-4.193159928731916],[9142277,-2.2599478629105647],[9143019,-1.7786182737335139],[9142256,-1.7103319681593803],[9142568,-1.2973280023409188]],"median":0.02955205561522689,"retail_delta":null,"arb_delta":null,"pnl_delta":0.03809020089197901,"retail_volume_y_delta":-67.82067183647975,"arb_volume_y_delta":-54.850424435101004,"means":{"candidate_edge":527.2344688542373,"T3_edge":527.209778452296}},"retail_arb_note":"run_batch results expose edges, pnl, retail_volume_y, arb_volume_y but no retail/arb split of edge, so retail_delta and arb_delta are null; pnl and volume deltas (mean per market) are given."},"gas":{"candidate":{"block1":{"afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":11121586,"ok":11121586,"max_ok_gas":237783,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":1024,"ok":1024,"max_ok_gas":21742,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}},"block2":{"afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":11062765,"ok":11062765,"max_ok_gas":238338,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":1024,"ok":1024,"max_ok_gas":21742,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}}},"T3":{"block1":{"afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":11125737,"ok":11125737,"max_ok_gas":237777,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":1024,"ok":1024,"max_ok_gas":21742,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}},"block2":{"afterInitialize":{"calls":1024,"ok":1024,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":11066460,"ok":11066460,"max_ok_gas":238344,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":1024,"ok":1024,"max_ok_gas":21742,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}}},"candidate_afterSwap_peak":238338,"T3_afterSwap_peak":238344,"candidate_failed_calls":0,"T3_failed_calls":0,"limit":245000,"source":"amm_sim_rs.gas_stats(), role=Submission, reset per process, summed over 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from CG"},"constants_wad":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":1217667360288678,"DIR_DECAY":732398384676097920,"ACT_DECAY":387807115150153664,"SIZE_DECAY":482481477157201216,"TOX_DECAY":926579585071572992,"SIGMA_DECAY":736469199835200896,"LAMBDA_DECAY":991484252135193600,"SIZE_BLEND_DECAY":842737448034264832,"TOX_BLEND_DECAY":283362621087821632,"ACT_BLEND_DECAY":987245788336751616,"PHAT_ALPHA":252401763091896032,"PHAT_ALPHA_RETAIL":55713247904618352,"PHAT_ALPHA_SAME":145908579045891744,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":6455671309052985344,"MIN_GATE":29501440036985360,"TRADE_TOX_BOOST":309940504692551680,"STALE_ATTRACT_FRAC":687321836009988992,"RET_CAP":23148609094843236,"TOX_CAP":203880829926039520,"TRADE_RATIO_CAP":190012467729442208,"LAMBDA_CAP":1145572520964568448,"STEP_COUNT_CAP":65,"BASE_FEE":393773651788862,"SIGMA_COEF":202533144695028480,"LAMBDA_COEF":1282070719764114,"FLOW_SIZE_COEF":487420995117531904,"TOX_COEF":31298065814048820,"TOX_QUAD_COEF":1576950125573411840,"ACT_COEF":9085712483342227456,"DIR_COEF":1781676970446735,"DIR_TOX_COEF":7616006917190422,"STALE_DIR_COEF":753031898765382912,"SIGMA_TOX_COEF":58553684931529744,"TAIL_KNEE":52533221345371216,"TAIL_SLOPE_PROTECT":849668839892212608,"TAIL_SLOPE_ATTRACT":857425665804770304,"ANCHOR_COUNT_CAP":737,"ANCHOR_LINEAR_K":661927034399214464,"ANCHOR_QUADRATIC_K":1119407531075405952},"architecture":"19-8-2, ReLU clipped [0,4], inputs clipped [-4,4], output in bps added to T-path fees then clamped [0,MAX_FEE]; weights rounded to 1e-6, Solidity signed 1e6 fixed point (unchanged from T3)"},"seeds":{"speed":[1415999488,1415999999],"gateA_C":[310000,310049],"gateB":[7232768,7233279],"train":[284000000,284110079],"monitor":[30000000,30002047],"holdout":[40000000,40008191],"real_block1":[9140000,9141023],"real_block2":[9142000,9143023]},"notes":["All artifact downloads matched their ids (2333ecf2 T3, ebbd90c6 CG, e8a7a2af replica, 2801efc8 HA); T3 code_zb64 decodes to sha256 cb6d9455..., CG port_zb64 to b29cd2a0..., replica_source to 1e4c44b4...; setup wheel aedb6828 verified; checkout 6b6921f8.","Port used as given, inserted into the replica STRATEGY block; only changes: the three anchor literals (674., 0.712696..., 1.295240...) read W[NW], W[NW+1], W[NW+2], and TH/W are slices of one parameter vector. T3 = that port with T3's weights, 41 constants and scaling (W[0]=1); T = TH_VALUES with T anchors and head off.","Reproduction checks: replica monitor of T3 at start +2.5846 over T equals T3's recorded best_monitor 2.5846; holdout base_over_T +2.5331 equals T3's recorded holdout over_T; gate B CG-T +1.9204 equals T3's recorded gate B; freezing at z=0 reproduces T3's Solidity byte-for-byte.","Mode search: replica speed 642 markets/s (>=500) on this 4-core machine. 215 generations in 48.5 search minutes. Monitor gain over T went from +2.585 (T3) to a best of +2.609 at 30.1 min, then +2.598, +2.603, +2.601 at 35/40/45 min; within about 2 monitor se of the start, so the curve is essentially flat in this run.","Frozen = the 30.09-minute monitored CMA mean, weights rounded to 1e-6, non-integer constants truncated to WAD integers as T3's code holds them; the freeze rewrites only the 38 named constant declarations, the 3 anchor literals and the _head body; scaling and the rest of the shell are unchanged.","Replica holdout (8192 seeds, once after freezing): candidate +2.552 se 0.014 over T and +0.018 se 0.004 over T3.","Real engine, candidate minus T3: block 1 (9140000..9141023) +0.045 se 0.011, 565/1024 wins; block 2 (9142000..9143023) +0.025 se 0.012, 554/1024 wins. Both blocks are consistent with the replica's +0.018 prediction. The gain is small: of the order of 0.03-0.05 over T3, far from the +3.1 over HA the top 10 needs.","No HA comparison was run (step 3 applies only in real-only mode). The T3 block-1 arm ran concurrently with search segments and gate A, the block-2 arms ran concurrently with each other (CPU sharing only; results are deterministic per seed).","Gas: candidate afterSwap peak 238338 (<=245000), 0 OOG/revert/halt over 22184351 afterSwap calls; afterInitialize peak 243234 (same code path as T3).","No leaderboard placement is claimed."]}