{"item": "j009", "mode": "real-only", "speed": {"replica_markets_per_s": 26.542080319950003, "n": 512, "seconds": 19.290123224258423, "procs": 8, "scope": "512 replica 10000-step markets, T3 port, 8 fork processes, warmed Numba, shared host (load avg ~78 on 8 cores)", "threshold": 500}, "gates": {"A": {"sequences": 50, "swap_callbacks": 100000, "seeds": [310000, 310049], "max_fee_diff_bps": 5.7471258602809216e-05, "passed": true, "threshold_bps": 0.01, "worst": [310015, 31920], "what": "T3's port (T3 weights, constants, anchors) vs T3's code EVM fees; sequences recorded from replica markets"}, "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, "what": "replica CG (CG weights, T constants) minus T (head off)"}, "C": {"applicable": false, "note": "no candidate frozen: speed < 500 markets/s selects real-only mode"}}, "search_settings": null, "curve": [], "holdout": null, "real": {"protocol": "each strategy alone vs 30 bps VanillaStrategy: amm_sim_rs.run_batch(X, VanillaStrategy, configs, 8), chunks of 8 seeds; configs = MatchRunner._build_configs body (BASELINE_SETTINGS/BASELINE_VARIANCE) with rng seed = config seed = market seed; T3 and HA ran the same seeds, arm after arm per chunk", "blocks": [{"seeds": [8732000, 8732375], "planned_seeds": [8732000, 8733023], "n": 376, "planned_n": 1024, "T3_minus_HA": {"n": 376, "mean_diff": 1.4081816527821103, "se": 0.04737533056303693, "sum": 529.4763014460734, "sumsq": 1062.0623076592303, "wins": 359, "median": 1.323576028069965, "worst5": [[8732310, -1.6267708247036126], [8732144, -0.9143739920208418], [8732236, -0.9133040488337656], [8732155, -0.5473404264587884], [8732106, -0.41540649539365404]], "best5": [[8732220, 4.764042853364799], [8732022, 4.4865469078773685], [8732216, 4.324114927206438], [8732275, 3.946970648327806], [8732163, 3.837038662766531]]}, "means": {"T3_edge": 534.1061672003958, "HA_edge": 532.6979855476137, "vanilla_edge_vs_T3": 352.87695502035245, "vanilla_edge_vs_HA": 356.3754964064518}, "pnl_delta": 1.4521333809922152, "retail_volume_y_delta": 937.2311377889855, "arb_volume_y_delta": 450.9412324140645, "retail_delta": null, "arb_delta": null, "retail_arb_note": "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 volume deltas (Y units, mean per market) are given instead."}], "second_block": null}, "gas": {"T3": {"afterSwap_peak": 237588, "oog": 0, "calls": 4094735, "per_callback": {"afterInitialize": {"calls": 376, "ok": 376, "max_ok_gas": 243234, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}, "afterSwap": {"calls": 4094735, "ok": 4094735, "max_ok_gas": 237588, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}, "getName": {"calls": 376, "ok": 376, "max_ok_gas": 21742, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}}}, "HA": {"afterSwap_peak": 233608, "oog": 0, "calls": 4005396, "per_callback": {"afterInitialize": {"calls": 376, "ok": 376, "max_ok_gas": 243147, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}, "afterSwap": {"calls": 4005396, "ok": 4005396, "max_ok_gas": 233608, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}, "getName": {"calls": 376, "ok": 376, "max_ok_gas": 21654, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}}}, "limit": 245000, "note": "gas_stats() read after each 8-seed chunk (after gas_stats_reset); calls/ok summed across chunks, max_ok_gas is the maximum."}, "valid": true, "code_zb64": 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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": ["Mode real-only: replica speed with the T3 port was 26.5 markets/s on 8 processes (under the 500 threshold; the host showed load average ~78 on 8 cores), so no CMA search was run, nothing was frozen, and the submitted code and params are T3 unchanged (sha256 cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9).", "All four input artifacts matched their sha256 (T3 json 2333ecf2, CG json ebbd90c6, replica json e8a7a2af, HA json 2801efc8); T3 code decoded sha256 cb6d9455..., replica_source sha256 1e4c44b4..., CG port sha256 b29cd2a0..., HA code sha256 99e3a2ec....", "Replica harness: replica STRATEGY block replaced by the CG port; port TH and T3 weights/constants/anchor literals in one parameter vector. Gate B reproduces the earlier T3 worker figure exactly (+1.9204 se 0.0445 vs target +2.00, within 0.15).", "Real block is TRUNCATED by wall clock: 376 of the planned 1,024 seeds (8732000..8732375) finished for both arms on a heavily shared host (about 7-8 s per seed pair). The se reflects n=376. No second block was run. Seeds 8732000..8733023 beyond n were not run; none of these seeds were used for anything else.", "T3 minus HA is a sign/size check of the frozen T3 against HA on 376 paired real seeds; a leaderboard placement is not claimed.", "Retail/arb edge deltas are null (not exposed by run_batch); volume and pnl deltas given."]}