{"item": "j099", "mode": "real-only", "speed": {"markets_per_s": 101.72610831020042, "n": 512, "seconds": 5.033122848253697, "seeds": [2125999488, 2125999999], "strategy": "T3 port", "threshold": 500, "scope": "512 replica 10000-step markets, T3 port, multiprocessing pool sized to all cores, warmed Numba", "below_threshold": true}, "gates": {"A": null, "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}, "C": null}, "search_settings": {"ran": false, "reason": "replica speed under 500 markets/s, so the brief prescribes mode real-only (step 3); no CMA-ES search, no freeze, no holdout", "planned": "pycma over 219 = 178 weights + 41 constants in T3 coordinates, population 16, ES seed 899, sigma0 1.0 capped by sigma0*0.5^(minutes/40), train seeds from 2126000000"}, "curve": [], "holdout": null, "real": {"protocol": "each strategy alone vs 30 bps VanillaStrategy: amm_sim_rs.run_batch(X, VanillaStrategy, configs, 8), chunks of 32, configs = MatchRunner._build_configs body (BASELINE_VARIANCE) with rng seed = config seed = market seed", "block1": {"seeds": [9092000, 9093023], "seeds_completed_both_arms": [9092000, 9092799], "n": 800, "mean_diff": 1.4062849915876772, "se": 0.031835902419340076, "sum": 1125.0279932701417, "sumsq": 2229.9549593319152, "wins": 765, "median": 1.3572579275218004, "worst5": [[9092032, -1.2265340697585998], [9092519, -1.217854194128222], [9092249, -0.985290195097889], [9092295, -0.8271959623729686], [9092285, -0.7858475048317359]], "retail_delta": null, "arb_delta": null, "pnl_delta": 1.3904092330700406, "retail_volume_y_delta": 920.4103414958262, "arb_volume_y_delta": 444.4929694450066, "means": {"T3_edge": 531.3145135317002, "HA_edge": 529.9082285401125}, "pair": "T3 minus HA, each alone vs 30 bps VanillaStrategy"}, "block2": null}, "gas": {"T3": {"callbacks": {"afterInitialize": {"calls": 832, "ok": 832, "max_ok_gas": 243234, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}, "afterSwap": {"calls": 9036505, "ok": 9036505, "max_ok_gas": 237701, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}, "getName": {"calls": 832, "ok": 832, "max_ok_gas": 21742, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}}, "afterSwap_peak": 237701, "oog": 0, "afterSwap_calls": 9036505, "markets": 832}, "HA": {"callbacks": {"afterInitialize": {"calls": 800, "ok": 800, "max_ok_gas": 243147, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}, "afterSwap": {"calls": 8512749, "ok": 8512749, "max_ok_gas": 231491, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}, "getName": {"calls": 800, "ok": 800, "max_ok_gas": 21654, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}}, "afterSwap_peak": 231491, "oog": 0, "afterSwap_calls": 8512749, "markets": 800}, "limit": 245000}, 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"code_sha256": "cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9", "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"}}, "notes": ["Inputs verified: artifact downloads 2333ecf2 (T3), ebbd90c6 (CG), e8a7a2af (replica), 2801efc8 (HA) hash to their ids; decoded T3 code cb6d9455, CG port b29cd2a0, replica_source 1e4c44b4, HA code 99e3a2ec all match the brief; setup wheel aedb6828 verified; checkout 6b6921f8.", "Port used as given (no rebuild): CG port inserted into the replica STRATEGY block, constants and head read from one parameter vector, the three anchor literals (674, 0.7127, 1.2952) read from W[NW..NW+2]. T = same port, head off, T constants. Freezing T3's own params (z=0) through the freeze routine reproduces T3's Solidity byte-for-byte (sha256 cb6d9455).", "Gate B passed: replica CG minus T on 7232768..7233279 = +1.9204 se 0.0445 (target 2.00 +/- 0.15), identical to the value T3's item recorded.", "Replica speed with T3 was 101.7 markets/s (512 markets, warmed Numba, pool over all cores), under the 500 threshold, so per step 3 the mode is real-only: no CMA-ES search, no freeze, no gate C, no holdout; T3 is not changed and code_zb64/params are T3's, copied whole.", "Gate A was run once (T3 port vs T3 code EVM, 50 sequences x 2,000 callbacks from replica markets, seeds 310000..310049) but its result was lost to a JSON serialization bug in my script after the comparison finished; it was not rerun because the real engine needed all remaining CPU. gates.A is therefore null (not measured). For context only: T3's own item reported its gate C (frozen T3 Solidity vs its port, same seeds) at 5.7e-05 bps.", "Real engine ran at about 0.6 markets/s on this machine (about 30 minutes per 1,024-seed arm), so the 1,024-seed block could not finish in the time available: both arms completed seeds 9092000..9092799 (T3 also ran to 9092831; those 32 extra are unpaired and excluded). The block is reported on the n=800 paired seeds actually run; the second block 9094000..9095023 was not run.", "Retail and arb edge deltas are null: run_batch results expose edges, pnl, retail_volume_y and arb_volume_y but not the retail/arb split of edge; pnl and volume deltas are given instead.", "Gas from amm_sim_rs.gas_stats(), reset per 32-seed chunk and aggregated (calls summed, peak = max). valid refers to T3: 0 OOG and afterSwap peak <= 245,000 over the markets run, gate B passed; gate A not measured (see above).", "No leaderboard placement is claimed. HA itself is unchanged and only used as the comparison arm."]}