{"item":"k09","mode":"real-only","speed":{"replica_markets_per_s":187.05,"T_markets_per_s":283.36,"threshold":500,"scope":"512 10000-step replica markets (seeds 5000000..5000511), J5 port inside the replica, warmed numba, fork pool, 4 processes on this 4-core machine, compile excluded","decision":"under 500 markets/s: search skipped per brief; J5 and IB run on the REAL seeds"},"search":{"run":false,"reason":"replica speed 187 markets/s < 500","planned":{"library":"pycma","popsize":16,"dims":219,"es_seed":709,"train_seeds_from":1224000000,"monitor_seeds":[30000000,30002047],"sigma_cap":"sigma0*0.5^(minutes/30)","minutes_min":45}},"curve":[],"gates":{"A":{"passed":true,"what":"J5's port (IA port, J5 weights, TH[name]=J5 value for 38 named constants, anchor literals = J5 ANCHOR_COUNT_CAP/LINEAR_K/QUADRATIC_K) vs J5 code (sha256 dd53db1f...) EVM fees via EVMStrategyExecutor.after_swap_fast; sequences = GBM price path with arbitrage + Poisson retail trades through the replica _execute","threshold_bps":0.01,"sequences":50,"seeds":[310000,310049],"swap_callbacks":100000,"max_fee_diff_bps":6.312001951062213e-05,"fees_above_0_01_bps":0},"B":{"n":512,"seeds":[7672000,7672511],"J5_minus_IA":0.8655072079761197,"se":0.033774160243544064,"target":0.876,"J5_minus_T":2.3559031741062504,"IA_minus_T":1.4903959661301307,"passed":true,"interval":[0.726,1.026],"what":"replica J5 minus IA (IA params, T values) on seeds 7672000..7672511"},"C":{"passed":null,"status":"not applicable: no search ran, nothing new was frozen; the candidate is J5 code unchanged (gate A covers its port)"}},"holdout":{"run":false,"reason":"holdout follows freezing a searched point; no search ran in real-only mode"},"real":{"protocol":"each strategy alone vs 30 bps VanillaStrategy, amm_sim_rs.run_batch(bytecode, Vanilla, configs, 8), configs = MatchRunner._build_configs body (BASELINE_VARIANCE, build_base_config) with rng seed = config seed = market seed; 16 chunks of 64 per arm","seeds":[8332000,8333023],"chunk":64,"candidate":"J5 (code sha256 dd53db1fbe42628e040c6c7b7a82689867ab601263c5e740506299a3a186b38c)","vs_IB":{"n":1024,"mean_diff":0.5247238611563427,"se":0.026295752424890996,"sum":537.317233824095,"sumsq":1006.2903887427359,"worst5":[{"seed":8332064,"diff":-5.132124467802896},{"seed":8332867,"diff":-4.25673109543925},{"seed":8332210,"diff":-3.2343964394424347},{"seed":8332948,"diff":-2.91423521136835},{"seed":8332259,"diff":-2.3840943890692188}],"retail_volume_y_delta":67.73823202273024,"arb_volume_y_delta":-170.5595220354109,"pnl_delta":0.5239893880166449},"mean_edge":{"J5":527.5675250754969,"IB":527.0428012143406},"retail_arb_note":"LightweightSimResult exposes edges, pnl, retail_volume_y, arb_volume_y but no retail/arb edge split, so retail/arb deltas are Y-volume deltas (J5 minus IB, per-market mean)"},"gas":{"J5":{"afterSwap_peak":237586,"afterInitialize_peak":243234,"OOG":0,"other_failures":0,"afterSwap_calls":11080277,"chunks":16},"IB":{"afterSwap_peak":234868,"afterInitialize_peak":243227,"OOG":0,"other_failures":0,"afterSwap_calls":11041773,"chunks":16},"source":"amm_sim_rs.gas_stats() after gas_stats_reset() per 64-seed chunk, Submission role","limit_afterSwap":245000},"valid":true,"code_zb64":"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","code_sha256":"dd53db1fbe42628e040c6c7b7a82689867ab601263c5e740506299a3a186b38c","params":{"architecture":"19-8-2 as IA (ReLU clipped [0,4], inputs clipped [-4,4], output bps added to T-path fees)","W1":[[1.15129,-0.996585,-1.360612,2.864062,-2.166269,1.89742,-0.696507,2.175748,-3.58687,-2.449428,-0.696308,-0.558013,0.414019,-1.949829,-1.111019,0.52261,0.039733,-0.631826,0.495709],[0.86271,0.254613,1.646103,3.037976,1.718562,0.780098,-0.197718,-0.184908,-0.437817,0.190946,-0.202232,-1.333669,0.413344,-0.244053,-0.058662,1.013436,-0.128968,0.139462,0.195157],[1.729115,2.575792,-0.147932,1.629057,1.061114,4.271396,-1.566701,1.396977,1.6111,-1.150991,0.180765,-1.441042,-0.441326,0.394615,0.291057,1.177919,-1.248081,0.126277,-1.173105],[-0.664494,-0.965412,1.563603,-0.425824,-1.598845,1.349881,0.036501,0.697289,-0.445311,0.369449,0.32802,-0.940209,-2.098654,0.833946,-0.08927,0.548337,3.384914,0.014411,-0.487982],[1.022564,0.779154,4.569973,0.12783,-2.062091,-2.137189,-0.453636,-0.91211,-0.260035,0.136344,0.045042,-1.584326,0.291057,-1.076427,-0.006439,-0.275677,2.576729,-0.043329,-0.250119],[1.274221,-2.125229,0.477101,-0.440908,2.15979,0.969918,2.157772,1.49217,-0.795849,0.290526,0.042831,3.728527,0.655144,-0.751888,0.053949,1.711916,-0.967529,-0.845371,0.51631],[-2.154359,0.323503,0.502496,-1.692203,2.351653,1.316477,-0.470729,1.546865,1.607024,-0.69916,0.730603,1.579664,0.852441,0.6062,-0.560468,-0.257002,1.122865,-0.208801,1.201277],[-3.431737,-1.947345,4.449738,3.631164,-1.291438,-1.559901,-1.265114,0.949285,2.503463,-0.876593,2.612494,-1.483027,0.781478,-0.841417,0.463619,0.746681,0.865164,-1.373002,1.526777]],"b1":[0.497572,-0.831682,-2.767245,-0.125743,-1.222987,-1.550949,-0.777339,-0.161961],"W2":[[0.037931,-2.360691,0.520992,-0.817009,-3.147262,-0.447985,0.471992,0.567987],[0.587518,-2.30336,-1.969661,2.252433,0.778349,-1.707478,0.144538,0.56426]],"b2":[0.8623,1.118605],"constants":{"ELAPSED_CAP":7.0,"SIGNAL_THRESHOLD":0.001168085308968538,"DIR_DECAY":0.6708732125720838,"ACT_DECAY":0.49682908632969613,"SIZE_DECAY":0.4728256252769685,"TOX_DECAY":0.935365149604538,"SIGMA_DECAY":0.6696245950727084,"LAMBDA_DECAY":0.987870739046352,"SIZE_BLEND_DECAY":0.8483380461513357,"TOX_BLEND_DECAY":0.24478681527482282,"ACT_BLEND_DECAY":0.9846490771136527,"PHAT_ALPHA":0.247625310137791,"PHAT_ALPHA_RETAIL":0.0507874078770196,"PHAT_ALPHA_SAME":0.14851350675375644,"DIR_IMPACT_MULT":5.0,"GATE_SIGMA_MULT":5.424109880048015,"MIN_GATE":0.02752861145289368,"TRADE_TOX_BOOST":0.29535921748716293,"STALE_ATTRACT_FRAC":0.7339436627363265,"RET_CAP":0.02077647001542073,"TOX_CAP":0.18285021586819034,"TRADE_RATIO_CAP":0.2114237530741308,"LAMBDA_CAP":1.3277634863952608,"STEP_COUNT_CAP":56.0,"BASE_FEE":0.00051082991832555,"SIGMA_COEF":0.19158029221698078,"LAMBDA_COEF":0.001362871137046423,"FLOW_SIZE_COEF":0.47371206396001814,"TOX_COEF":0.02450003373115383,"TOX_QUAD_COEF":1.322845864299775,"ACT_COEF":8.240528322972024,"DIR_COEF":0.003178306275011696,"DIR_TOX_COEF":0.0104643196179574,"STALE_DIR_COEF":0.7451429374420652,"SIGMA_TOX_COEF":0.045521188875803024,"TAIL_KNEE":0.04944397677675635,"TAIL_SLOPE_PROTECT":0.8769115691956163,"TAIL_SLOPE_ATTRACT":0.8632618839360807,"ANCHOR_COUNT_CAP":564.0,"ANCHOR_LINEAR_K":0.7532823694587746,"ANCHOR_QUADRATIC_K":1.301162029835076},"scaling":{"feature_multipliers":[1000.0,2.0,500.0,500.0,500.0,1.0,500.0,500.0,2.0,2.0,1000000.0,1.0,500.0,647.054817,1.395287,220.617911,228.148131,0.412565,274.335453],"feature_offsets":[-1.0,-1.0,-1.0,-1.0,-1.0,-1.0,0.0,0.0,-1.0,-1.0,-1.0,0.0,-1.0,-0.618293,-2.037262,-0.803057,-0.808615,-0.823811,0.001772],"weight_fixed_point_scale":1000000,"note":"J5 params say feature scaling unchanged from IA params; values copied from IA params"}},"seeds":{"speed":[5000000,5000511],"gate_A_sequences":[310000,310049],"gate_B":[7672000,7672511],"real":[8332000,8333023],"search":"none used","holdout":"none used"},"input_sha256":{"HA_code":"99e3a2eceae0e5543d27473859e10b005d0ce0aa7067f2e1a24d1e0e4a7390fe","J5_code":"dd53db1fbe42628e040c6c7b7a82689867ab601263c5e740506299a3a186b38c","IA_port":"b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b","IB_code":"301941829a44bb60977bb28181a5e4bfa6544f3696763f987054789b2611d686","replica_source":"1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c","wheel":"aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a","checkout":"6b6921f8d463314aa7c96234e1be25a25245f704","all_matched":true},"notes":["All five artifact downloads match their ids; every inner sha256 given in the brief matched (zb64 hashes are of the decompressed text).","J5 port = IA's port text used as given inside the replica STRATEGY block; only changes: the three anchor literals (674., 0.712696..., 1.295240...) read V[NW..NW+2], and TH is passed as V[NW+3:] instead of the global PT. T = head off (W[0]=0) with T's values; IA = IA head with T's values. No port rebuilt.","This machine has 4 cores; replica speed 187 markets/s (J5) and 283 (T), far below the 500 threshold, so per the brief no CMA-ES search ran and no new candidate was frozen. The candidate reported is J5 itself.","Gate B: replica J5-IA = +0.866 se 0.034 vs J5 real +0.876 (passed, |diff| 0.011). Replica J5-T on the same seeds +2.356.","Real: J5 beats IB by +0.525 se 0.026 on 1024 fresh seeds 8332000..8333023 (used only for this comparison, each arm once). Two chunks were interrupted by the 8-minute command limit before saving and were rerun whole; only completed chunks were kept (16 per arm).","J5 afterSwap peak 237586 <= 245000, 0 OOG, 0 other failures over 11.08M afterSwap calls; IB peak 234868, 0 OOG.","No leaderboard placement is claimed; J5 over IB (+0.52) is well short of the ~+3.1 over HA the goal cites for the top 10. J5 gains over T and HA were not re-measured on the real engine in this item (only J5 vs IB)."]}