{"item": "j046", "mode": "real-only", "mode_reason": "Replica speed with T3 was 199.0 markets/s (512 markets, 6 cores = all cores of this machine; repeats 185.8 and 184.4), under the 500 markets/s threshold, so per STEPS 3 no CMA-ES search was run: T3 and HA each ran alone on the real engine and were paired T3 minus HA.", "speed": {"replica_markets_per_s": 198.97582937185425, "repeats_markets_per_s": [185.80856873446572, 184.35891739498652], "markets": 512, "seeds": [1415999488, 1415999999], "processes": 6, "cores": 6, "n_steps": 10000, "threshold": 500, "note": "T3 port (CG port with T3 weights/constants/anchors) in replica STRATEGY block, warmed Numba, fork pool; first measurement includes pool start-up."}, "gates": {"A": {"sequences": 50, "swap_callbacks": 100000, "seeds": [310000, 310049], "max_fee_diff_bps": 5.7471258602809216e-05, "threshold_bps": 0.01, "passed": true, "seconds": 62.17323064804077, "what": "T3's port (CG port, T3 weights, 41 constants incl. 3 anchor literals as vector entries) vs T3 code EVM fees (pyrevm via amm_competition EVMStrategyExecutor); 50 sequences of 2,000 afterSwap callbacks recorded from replica markets with T3, seeds 310000..310049"}, "B": {"n": 512, "mean": 1.920372244773669, "se": 0.04445924198500627, "retail_delta": 4.78667942995755, "arb_delta": -2.866307185183879, "seeds": [7232768, 7233279], "target": 2.0, "passed": true, "what": "replica CG minus T, required within 0.15 of +2.00"}, "C": {"passed": null, "note": "not applicable: mode real-only, no candidate frozen"}}, "search_settings": {"run": false, "note": "mode real-only; no search was run. T3 search_settings copied below for reference.", "T3_search_settings": {"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": null, "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 (default_rng(seed): retail_mean_size U[19,21], arrival U[0.6,1.0], gbm_sigma U[0.000882,0.001008]; n_steps 10000, price 100, X 100, Y 10000, size sigma 1.2, buy prob 0.5) with config seed = market seed; fresh seeds 8880000..8881023", "pair": "T3 minus HA", "blocks": [{"block": 1, "seeds": [8880000, 8881023], "seeds_completed": 1024, "n": 1024, "mean_diff": 1.4556126616401763, "se": 0.028727345693337493, "sum": 1490.5473655195406, "sumsq": 3034.1627907022425, "wins": 986, "losses": 38, "worst5": [[8880201, -1.3840653790465467], [8880146, -1.1267491714390871], [8880507, -0.9947298937679534], [8880330, -0.9662651851234614], [8880102, -0.9143891282528784]], "means": {"T3_edge": 529.1695463317615, "HA_edge": 527.7139336701213}, "retail_delta": null, "arb_delta": null, "pnl_delta": 1.5011825200903104, "retail_volume_y_delta": 921.5781400009892, "arb_volume_y_delta": 437.8743173104159, "retail_arb_note": "amm_sim_rs run_batch results expose edges, pnl, retail_volume_y and arb_volume_y per strategy, not the retail/arb split of edge; retail and arb edge deltas are null and Y-volume deltas (mean per market) are given instead."}], "second_block": "not run: the second real block (8882000..8883023) is part of search mode (STEPS 5); real-only mode (STEPS 3) prescribes the single 1,024-seed block"}, "gas": {"T3": {"afterSwap_peak": 237473, "OOG": 0, "failed_calls": 0, "calls": {"afterInitialize": 1024, "afterSwap": 11102735, "getName": 1024}, "per_callback": {"afterInitialize": {"calls": 1024, "ok": 1024, "max_ok_gas": 243234, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}, "afterSwap": {"calls": 11102735, "ok": 11102735, "max_ok_gas": 237473, "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}}}, "HA": {"afterSwap_peak": 233524, "OOG": 0, "failed_calls": 0, "calls": {"afterInitialize": 1024, "afterSwap": 10863352, "getName": 1024}, "per_callback": {"afterInitialize": {"calls": 1024, "ok": 1024, "max_ok_gas": 243147, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}, "afterSwap": {"calls": 10863352, "ok": 10863352, "max_ok_gas": 233524, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}, "getName": {"calls": 1024, "ok": 1024, "max_ok_gas": 21654, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}}}}, "gas_limit_afterSwap": 245000, "valid": true, "valid_note": "valid = gates A and B passed, T3 0 OOG/failed calls and afterSwap peak <= 245,000 on all 1,024 real seeds; applies to T3 (the arm under test), no new candidate.", "code_zb64": 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", "code_sha256": "cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9", "code_note": "T3's own code (unchanged; no candidate in real-only mode)", "params": {"W1": [[-0.122003, 0.731454, -0.465368, 2.998833, -2.325042, 0.583646, -1.465719, 2.330367, -5.296259, -1.804534, -0.852343, -0.171263, 0.445759, -2.173843, -0.471323, -0.232548, -1.223397, -0.141278, 1.469197], [0.723577, 0.803271, 2.012153, 2.714905, -0.15748, -0.282939, -0.464975, 0.413107, -0.374623, 0.209898, -0.085672, -1.819724, 0.155218, -0.150565, -0.090415, 1.03029, 0.352852, 0.060971, 1.075809], [1.136941, 3.756676, -1.203927, 0.753486, 0.931579, 2.18083, -1.749807, 1.029621, 1.28779, -0.682605, 0.429824, -0.075276, -0.430937, 0.395573, 0.304551, 1.171626, -2.518045, -0.429065, -2.231623], [0.38127, -1.388284, 1.016535, -0.407249, -1.012472, -0.390365, 0.096328, 0.065385, 0.788451, 0.171605, 0.180177, -1.77325, -0.281683, 0.176087, 0.248675, -1.12143, 1.042201, -0.458772, -0.871662], [1.327491, 0.535888, 4.87539, 0.001265, -1.974526, -1.26398, -1.11645, -0.628563, -0.409856, 0.563594, 0.003287, -2.352466, -0.044409, -1.113051, 0.319107, -0.710736, 2.261434, -0.084005, 0.495262], [1.286688, -1.941086, 0.444896, -1.373127, 3.641454, 1.422972, 3.746961, 0.525433, -0.534447, 0.051663, 0.011805, 3.715596, 0.577559, -1.171091, 0.156784, 0.495838, -1.786088, -0.276209, -1.605988], [-1.091095, 1.136029, -0.019796, -0.728152, 2.535019, 0.747419, -1.205788, 2.259411, 1.227282, -1.521974, 1.247646, 1.17961, 1.415836, -1.102357, -1.135424, -1.465166, 0.961808, -0.916514, 2.464189], [-2.543156, -2.722593, 3.353545, 3.590386, -0.223427, -0.855418, -1.730654, 2.482834, 0.435976, -0.90223, 2.473317, -2.129974, 1.382278, 0.140581, 0.699543, 0.93941, -0.394647, -1.848609, 1.259045]], "b1": [1.919914, -1.602846, -4.340146, -0.866279, -1.483061, -2.196219, -0.574283, 0.399937], "W2": [[0.185543, -2.066947, 0.949148, -0.630713, -3.080369, -0.74658, -0.935833, 0.951334], [0.412422, -2.048122, -1.701156, 3.503979, 0.290637, -2.178203, 0.888547, -0.182852]], "b2": [1.499011, 2.997006], "constants": {"ELAPSED_CAP": 7, "SIGNAL_THRESHOLD": 0.001171470033649966, "DIR_DECAY": 0.7335249441444244, "ACT_DECAY": 0.3765498595421264, "SIZE_DECAY": 0.48738084586012276, "TOX_DECAY": 0.9286329950353552, "SIGMA_DECAY": 0.7327584924491856, "LAMBDA_DECAY": 0.9918504260432562, "SIZE_BLEND_DECAY": 0.8397180057889105, "TOX_BLEND_DECAY": 0.2359008403605123, "ACT_BLEND_DECAY": 0.987140557453247, "PHAT_ALPHA": 0.24980215859066515, "PHAT_ALPHA_RETAIL": 0.05426450370635507, "PHAT_ALPHA_SAME": 0.14768044281339848, "DIR_IMPACT_MULT": 4, "GATE_SIGMA_MULT": 6.7367233899854675, "MIN_GATE": 0.03055236895744703, "TRADE_TOX_BOOST": 0.3050034835515307, "STALE_ATTRACT_FRAC": 0.6899010688573033, "RET_CAP": 0.02307934747517747, "TOX_CAP": 0.20799000239681092, "TRADE_RATIO_CAP": 0.18401740086912755, "LAMBDA_CAP": 1.1767903030740083, "STEP_COUNT_CAP": 64, "BASE_FEE": 0.000394715277459523, "SIGMA_COEF": 0.20585950793588467, "LAMBDA_COEF": 0.00127231278988692, "FLOW_SIZE_COEF": 0.5039180701096855, "TOX_COEF": 0.030557276512942967, "TOX_QUAD_COEF": 1.5845537652051427, "ACT_COEF": 8.530156956319056, "DIR_COEF": 0.001787397826556854, "DIR_TOX_COEF": 0.007644979769584344, "STALE_DIR_COEF": 0.7509802734859878, "SIGMA_TOX_COEF": 0.06014956771610196, "TAIL_KNEE": 0.05332132369252848, "TAIL_SLOPE_PROTECT": 0.8584369839037304, "TAIL_SLOPE_ATTRACT": 0.8500966921207127, "ANCHOR_COUNT_CAP": 715, "ANCHOR_LINEAR_K": 0.6779948673968177, "ANCHOR_QUADRATIC_K": 1.1108717241619794}, "scaling": {"feature_order": ["sigmaHat", "lambdaHat", "sizeHat", "toxEma", "actEma", "direction", "(spot-staleHat)/staleHat", "signed_trade_ratio", "arb_probability", "first_in_step", "uncertainty", "min(silent,8)/8", "anchor_mean", "raw_size", "step_trade_count", "prev_bid_fee", "prev_ask_fee", "steps_since_arb_like_print", "router_implied_vanilla_spot_dev"], "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, "input_clip": [-4, 4], "hidden_relu_clip": [0, 4], "output_unit_fee": 0.0001, "note": "unchanged from CG"}}, "inputs_sha256": {"T3_artifact": "2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336", "T3_code": "cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9", "CG_artifact": "ebbd90c663c396598965b23341aea97a4501b4c971db183a8fe94a880f399979", "CG_port": "b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b", "replica_artifact": "e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea", "replica_source": "1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c", "HA_artifact": "2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690", "HA_code": "99e3a2eceae0e5543d27473859e10b005d0ce0aa7067f2e1a24d1e0e4a7390fe", "wheel": "aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a", "all_matched": true}, "notes": ["Setup per brief: amm-challenge checked out at 6b6921f8d463314aa7c96234e1be25a25245f704, wheel sha256 verified, StarterStrategy validated. Every artifact id and every decoded file sha256 matched the brief.", "Port used as given, inserted into the replica STRATEGY block; the only edits are the three anchor literals (674., 0.712696..., 1.295240...) reading W[NW], W[NW+1], W[NW+2] and TH taken as a slice of the same vector. T = same port, head off, T constants and anchor literals; CG = CG params' weights/scaling with T constants.", "Gate B reproduced T3's recorded gate-B value exactly (+1.920372 se 0.0445), confirming the port wiring.", "Replica speed on this 6-core machine is under 500 markets/s, so the brief prescribes mode real-only; no CMA-ES continuation of T3 was run, no candidate was frozen, and gate C and the replica holdout do not apply.", "Real engine on this machine ran about 64 markets per 85 s per process; the arms were split into disjoint seed ranges run as separate processes (each strategy still alone in its own markets against Vanilla), segmented into commands under 8 minutes with state saved under scratch; gas stats were read and reset after every 64-market chunk and summed.", "Result: on the 1,024 fresh real seeds T3 beats HA by the reported mean_diff; HA itself was +1.257 se 0.062 over T on its own 512 seeds (per the goal statement), so this is consistent with T3 being roughly +2.7 over T, still short of the about +3.1 over HA the goal says the top 10 needs. No leaderboard placement is claimed."]}