{"item": "j030", "mode": "search", "speed": {"replica_markets_per_s": 980.5279917475214, "seconds": 0.5221676528453827, "scope": "512 replica 10000-step markets, T3 port, 30 fork processes, warmed Numba", "seeds": [1987999488, 1987999999], "threshold": 500, "note": "first timed call includes pool start; later 1024-market calls ran ~2400 markets/s"}, "gates": {"A": {"sequences": 50, "swap_callbacks": 100000, "seeds": [310000, 310049], "max_fee_diff_bps": 5.7471258602809216e-05, "init_max_diff": 0.0, "threshold_bps": 0.01, "passed": true, "what": "T3's port (CG port, T3 weights, 41 constants, anchor literals as parameters) vs T3 code EVM fees; callbacks recorded from replica markets running the T3 port"}, "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 minus T, required within 0.15 of +2.00"}, "C": {"sequences": 50, "swap_callbacks": 100000, "seeds": [310000, 310049], "max_fee_diff_bps": 8.569739667679474e-05, "init_max_diff": 0.0, "threshold_bps": 0.1, "passed": true, "what": "frozen candidate Solidity EVM vs port with frozen values (weights 1e-6, non-integer constants WAD-truncated as T3 does)"}}, "search_settings": {"method": "pycma (cma 4.x) CMA-ES over 219 = 178 head weights + 41 constants", "start": "T3's frozen params (z=0 decodes exactly to T3)", "weights": "w = w0 + 0.03 * rms(T3 block) * z, blocks W1,b1,W2,b2 (T3 coordinates)", "constants": "c = c0 * 2^(0.02 z), exponent clipped to [-1,1]; *_DECAY: d = 1-(1-d0)*2^(0.02 z) (also clamped to [0,0.999999], never active); ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP rounded", "population": 16, "es_seed": 830, "sigma0": 1.0, "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 1988000000 up, none reused", "train_seed_range": [1988000000, 1988458239], "fitness": "mean edge minus T on the generation markets", "generations": 895, "search_minutes": 45.06, "segments": 7, "monitor": "CMA mean on seeds 30000000..30002047 at start and every 5 search minutes; best monitored point frozen"}, "curve_columns": ["minutes", "monitor_gain_over_T", "sigma", "se", "generation"], "curve": [[0.0, 2.5846, 1.0, 0.0294, 0], [5.01, 2.5798, 0.6626, 0.03, 93], [10.04, 2.5693, 0.5808, 0.0297, 188], [15.0, 2.6358, 0.5326, 0.0301, 274], [20.01, 2.6487, 0.4463, 0.03, 390], [25.03, 2.6727, 0.3933, 0.0305, 498], [30.03, 2.6953, 0.366, 0.0304, 584], [35.01, 2.7267, 0.3746, 0.0313, 687], [40.01, 2.7327, 0.3169, 0.0309, 792], [45.02, 2.7383, 0.2773, 0.0305, 894]], "best_monitor": {"gain": 2.738284203495921, "se": 0.0304623624019584, "minutes": 45.01697920560837, "generation": 894, "T3_at_start": 2.584618491684348}, "holdout": {"seeds": [40000000, 40008191], "over_T": {"n": 8192, "mean": 2.685315361544976, "se": 0.01388101394950917}, "over_base": {"n": 8192, "mean": 0.1522190551822807, "se": 0.005757211077211076}, "base_over_T": {"n": 8192, "mean": 2.533096306362695, "se": 0.01349951591946062}}, "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 (BASELINE_SETTINGS/BASELINE_VARIANCE) with rng seed = config seed = market seed", "block1": {"seeds": [8816000, 8817023], "n": 1024, "mean_diff": 0.12316024007103771, "se": 0.01551130316872675, "sum": 126.11608583274261, "sumsq": 267.5740496121115, "wins": 623, "losses": 401, "median": 0.1114213418083807, "worst5": [[8816148, -2.5735539335719295], [8816486, -1.823155754689651], [8816010, -1.551847689033366], [8816923, -1.5455930946837952], [8816889, -1.5369876231518447]], "best5": [[8816770, 1.6404852917053176], [8816547, 1.5912920073595842], [8816814, 1.5421795900761026], [8816127, 1.459957138784489], [8816376, 1.4563813672204446]], "retail_delta": null, "arb_delta": null, "pnl_delta": 0.1383754366622263, "retail_volume_y_delta": -152.62418371297048, "arb_volume_y_delta": -61.20729193493414, "means": {"candidate_edge": 525.3168930781637, "T3_edge": 525.1937328380927}, "retail_arb_note": "run_batch results expose edges, pnl, retail_volume_y and arb_volume_y per strategy but no retail/arb edge split; retail and arb edge deltas are null, volume deltas (Y units, mean per market) given instead."}, "block2": {"seeds": [8818000, 8819023], "status": "not run for the candidate: under 30 minutes were left after block 1. T3 arm alone was run on these seeds (mean edge 530.9018, n=1024) and is unused."}}, "gas": {"candidate": {"afterInitialize": {"calls": 1024, "ok": 1024, "max_ok_gas": 243234, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}, "afterSwap": {"calls": 11061007, "ok": 11061007, "max_ok_gas": 237433, "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": 11061067, "ok": 11061067, "max_ok_gas": 237441, "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_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": 11148776, "ok": 11148776, "max_ok_gas": 237600, "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": 237433, "T3_afterSwap_peak": 237441, "candidate_OOG": 0, "candidate_failed_calls": 0, "limit": 245000}, "valid": true, "code_zb64": "eNrdPdlW3EiW7/4KVT30SYESFIukEEtysI2rOIOXNlRX9dTxcJSkMLJz60wl2K7yv8+NVRFSKKF7Tr0MDyCF4t64cfdY2d8PLt+9/G14Ud2U83U5PJ+U87q6rcrVQfD6/OrZclV8nBXBejGtJlX9NfifeI/tYXr47Fk1Wy5WdfDH6evXl/WqqMuPX58X6/J7cLtazIIf9/ZbH/YAx4+HBuxqVUzK8/ntogE4tyBU7Wc3izmU3NSB/hBU66CFOfjjWQA/m2pe4yQNAGRdF/M6OLs4fXd59vL6xem74DhID/21Ls9/enN6cX318/uzy5/fXryEqgglaZKROElITOKsD/Ll+fvrl2cvTv/JsecJRjGHSSnKsjSlPUCnL64MEM4RzQnJUQrgOcGon8b/PjNQlMUop4xmjFFKkjhmPVBXb38zQDmhMUppjCm0l6csjvvZ8fq06RajSUZZmqQkTRjJSR+FF6evn79s4PIcYYyBFXEWY5yTbGvPnl+cvXlpYFmSsDhBGfCR5DRmvazk/XNBMcoZyuI0RhnLGCU43iIFFzRnDKUJSRnJWJqncW+r734+vbo+vYA/vMGEYmgKZYhSlMLj41DX78+uTs8vuCATlCAQSkIIQaAA+HHYy9PXZ1xBQdcIsClHcYpJhvM+9r4/+8fZ+6vrXwAm3qLF56/fcY68/uXiitPVU/On06uza6kfqmYCmoEZqDujKM9yUMw+Ql6fv7nm8ELrE4IAMM4xBc5lfd2+en/68uxaCPnt20veHM4SzmnQxgwMFJNebl9enV6cXZ9eAQro1iv4LXQZVDHDOImBYzgHS+1l2pXyGWCROTSUgsXghNB+UoFIDRHHKeh7wlWJsazXYGTv3p9enb9VoCjD4HRy0CiWg/0kvcqrbE1BgYWlLAcrAUvJUIrSXsu+Ont3/eLtL29079I+2p6fXp5dvzrjwgIjTHJGMXQmpWS703jx9uwVZwFwIGZZCkDg4DKWPOIzFBjiVRkBqQLboFM9QK8u3v56LbyGgqOM21+cUDCFBPwF3eYOFQy4WgKaF4NIEQYnmm4B+fsvpy8NjUmego3HBGqBLpGs12a53ikglmKIJOCZMmBMGoPy4y2mqFvKSYxB2Rn3SCyhWyCsfuXg35MUMfCfDELLdvOwWstoDgZF4jwG4iCqsO2CtlrMKMg6zyihiBCMWS/zweVd/9cboVMJpWmaJogCGED36oeAubx4++7s+t37t1dnL64EN4HtFLw8Bicfs/5AZkErR8ChgVwK1oXjnCUYU+44BfjtZn5TV4t5UNzW5ep8XtVVMa2+lQONt5JFv0VBq+SfYVB+AZh5MQ0W9+VqVU3KYFXWm9V8HWhwAxWqZIX/rKeLev17/AHo0hZ3qAqRr5Dwwl9PXx4GLRQJ/6AJDEZBHJwED5PqfqBJjMzXMDgAlxEHOwJRC0/K8eSQUVg/uvGMf2Nx+0d/Zh+k5bsfW/iRIJR2kAR/GkYN2jjC4OgoAKcWGtYINoCmJ20aEOVfNEssLklpBAPN0MiwNpQkfvcpweVDsRyYNDW4KabTSVEXQc2L/mOha+1Zrsr759XkVVkammOg2f58uv5sf0bW52mxrq/W8IkXpHQga+AP4WGnoUm1uqwhVzZ4iIUHMuszSO/1J2pT8HNR2+zsIF5XMDKwK6UOgbPxxPmaWV/XYFn2N+ZBXy++2KTlNnhdLoVgXiw28wYLAgY+85P5arF6BSzjVRXV3QZvoYJNFKhTtxJoSLmqC3j72lQkXu5MS0GbUJe9upqV4JdmSzBPJbyTzqeh/nQQWLYzXiymMOp5Uz5cQr+3YGxAqttgYCBs7bMpLKfFcl1O3hcPHpzDDk4PKMBZSEbOgOvEeTuwKrooLfW8npQ3xdcXwLZyVU4G+kvUDLQijSZ0kRg1fphtpgP5FgXXy8XDr8VkYIZcDXgLvtFHgUC9Nhia8VcvCqOuAoN8axCYoVgvPBdZS6+5I//b31wWx21p2mKRRnc+F4rexiY8fhjs90pCU2FhGVm5Zuiibz50sdjGL9hhCiJnoBgGu/Z3jjniVIL2OdXcFr47b/v7wbvV4qZcr4P7YlUVYJ98imC5WiyLj6A9Ewh9a+6d67sy4HMcC9CtYLMEV17udSRgm/eIB0o3FLnWj/qinVCpto+yvn9/5hr3bbVa1+dzZd5tSAfUuJflonEuq3Jdru5LJ/Q7X0Dt3Jo8DVg6XpD3Xrr8Y65k2vtDMx6feluWv0j7l2ir9fPNV2jZCmoHVgjrkv+xmAlj0YiOhNhPlPB16YGv58vz2XJalROXdIVQ0P6HqaN7YOlMOeUTRnYNtwvSAQBQJInknBIMtcsObRGCBl4egJbdlqugCOaLoUAIBeDG7iE/uBEOTc5ycSXkjjVYLta1qsgR7/njx015CWlHqdI+p8O2zoCTUOEGdLbP3X8UwU/UGgao63w+SmBeDfm9/oOkA8C1W+vmg8Ch0A+9NvESfwhGo0BPsDgOUEmQ13XV00nxuXeTctLuolE84VOEvOxvUg9D7v5wt9mbYCTbU3q/q9zWQwRtDeUXF0pokag7bOrK9+CmE1zakoRKAoZ42PcQev2EX6aQcSpO2aZfjNcvq9vbgdZxSVmo/rhWZWMrpss7YZSWap3Y810H3WksPyZg+bu7ovZKUXi8dQnjtMm7VSVc4w9tZe54QOTDUczKl9WKE1yAOA5l6WK5tAu7Kta07AulAsdmiTnp2kWMfN1wUmzU5IL4gz+qQp0flHdqCOelvHch/w2tHjbk/6BqHbbinemH/BwaqbVmCbfFzJb/EDRp6j0dByVAIHvcJsXozaRY1tV9+ZNM41QKJdPsqD1r6El7HPgjM1UYthHrD63cT/Vfpn78JXJMrp0qeoi1y7YCc2q5zR0dO3hEyLHSnaXouDR0QZFJdBqTlOWHHskoFQA7MLO3j+R9YG6NAqIeBeSVRraXU8LVlMFn6eoi027YxdQ4vmPt70yXpa/tBX9MB71Uc26P9IxsqByeeu1SZw1JW1poLWsYYQAyLSX7cx/Vbsg/50G9Wqw4SUU1DVaLTV3NPwblvzZi4mjNs5hhMfm0WfMkdFasPlZ8tmC5qiBZ3XOyh814DWA8MouMYA25A2QS3AsGN8V8DpneWOavahYnKFbjCqp+LFXy4mQGbW+qs6lRQPi8z/N3l7xUJkwexdJKNV+sZsX00s4zRY7UYbqKOp3ESfNWtxp2IA86kC0Ik285oF1Ty9WEFoR3xPN0JeCmCxGUO1UOe8T6Qo8QivV6MysnwwkU8IVPnrAJge8FbxbW5A8kdpt6s+KyWW7qdTeRA1nBAGVcjKsp4GnaHaj5hsgeVUSt6iEfFpumB+/00zlvbOBwxY+ucTiSwW4GFrl8NUlUZCVNkZ0PKO9YR7ZGuFjcgUd3SFLMeFBvj0j+KfISg8geHdvTflbfOhXE7J/igmc6ibf2vqirRXvY9G/S6KbhFtpRe00ndBttfbWGVR1E7TXpPhtdbtZ3ujsSdqe9ntcNYAJopGyBhhqJeu/WtyTt89LWBI553BVIexIhXWkUYD0pYeHA7alpYaNq2PakxkeyRydNyVCWdBLf70+YRGqtFBvf0vBce612zadNMbUXwLc00KnqyW5VKyPJ16ZRh6Xfn/lmW7eMJKTv6B9FCDUBDCO9EhoqhOq1qemfJmut5Dc8WHzRnW9X8U4YX1YfuVM+Vs1461xU87JYeT/9fVNMVsDxm8NHxl3L4uZzOTmd39wtVk3mlX7wj4ZWm/nrspg3s/U2eN9ouQC/beaOnPb6xs4WxFGQZlloI9nd9Ri2lAVk+YrC0JAKI2D1eai/7VvYPINhDQnj4YF6HkoMWyAN4wJDA18LcroCfaHduVYpRR4dC8GV5xCVJrrhKNCKlWaYL/OlKCNJykiesi4qI/VHsSG+1JnEgDNOswS30IFVPeud/WsV7NojWu/Ur7taH3YxuhU8k3SLVSVSzgsxuQoQZhb2sFPnEhyFmB8S/sIiTVT7HeUfglk5W6y+BvMvrcBFKKbAjjxHOaGIkZhuyyqlJr+aLh4au0n67EY6dv7K4kED2WMyN4oxnfrcYljcAzUDCaveewHF0mN3EChIE+N5RWV3VbML1bQlIK2m8aOwvcs5dmcqOTcvObGvcjV/GK7k/D7RIViBEl/4bU058R2Ci7nMTMU0YJ7nnXksMyGZUogm8OtAFXkGlStrLL4SY3DTigkFlV4cGDbfuphuupPt3UBv5jPL6uNd3Znw4m24WTjQ3uFJo3WrVXkDQ7xfNTaJtitBzMWOt4lvVq3XfAypWKEGbuB38jQmfK8DeBxEcopzxljol6vGAaJt/WRpaLXQ/erjZqdvYrwm3qQwFMKtQ30plN3jNj4/Q6fg1+cWF3grPgWTVLQatkzqeiycuC6JAjuh0o20wLctrZkwrD0DuL1+M1nPexZVD6W7n3MBgTKIegR3Ec2//I4yua9D7IuAitJS/WJvjflb+jsKko57CmWfWjR65lS0kz4WZgrh+UYHZnCq/N0wXe3U4GWAG96AReFTLFHOobzvuAGSpoTxAJMjQuMMdcK3i0A7U+FfwZJ1+nsgcRpVQIwRDKaUMIRyMCaIWS289gqmUqRmDbOhNuoGv960X6HRiX9D8XYk37uLb6B/qqftxVWF3JMc34qN0s2eIu1Wm517kZk9Mz7X2qAXNSwxn92teJEhzNf864ovtUkqFLjeRRY1+VxofzMb7yIzGDCpWuQkbqGB09vuIjWas0jRJPA/TucbOlpzhg1ZoZXz2KrhpliHlrTtxMq7J+dleX+o10Km03ercr3erEo3KWyGtMcySP+hIO3h7lBuCbOxCLPelJ5lTwMuB1UaSQdcrah4Borrz+WD1jy9gzBSeI0Y7G2Jiq2yRtSM0kKPmozF7JO1Pam1fCwXcBpK28F0rDdUKSlzYlvT/3pPlagxkt05kW9D+eaMbL0zDy4SXzMuIU9o5rGVPnDO07Iz75l5vLoSgZkO7C4y9g05eRNXYtjuGfxrAkLr0beDReGwZgIsvJ3pgE77l3fVremku081Mph6OlDU4qiIg6JBGnl2hft6wCe8R8dNJ32LhFq66mHXor0bQI22qIeRS+iJLh+65d3Zqr5JsHYD28lpE98hR5U/Ss7jyivcm0gwTqdg82K3hT2dKNZ6Fb/lrNKfkDr84Ktx5FuFN7OTCv223FrUe75YrI1qtM4X2AliT5LVXlmxcPKBolq0cJvSxX6M7tyqR7EaXL6FYOXVuwrQD+YV25P96g1EvyU8Dq5vFrMlr30FWcyvVX13OV0sy8FYLR90t26397sZmh9DWahViO5+bhvldj/9H7TRQ/b/hRM+sp89e+KCqFgo1w5EUQEqaIzYrJk1JOoiz2wdx9bYv0TLhw26gQab4WEXW4v4rfjSLr6OYRjKtvYz7fbTYOoLovObu5IP3Tz+AcZZsT3M0jnwDt/dt49KhIfINyejx2gWbJMh7+DHIbHTqszbd5KntEksSDXF+jRAagGq/PhpgIkFqHPG8BEws4585+QsnpRl10lYHs1XFE1i0nigGQgxIhyql/ldKPolf/abUi8ee5BtRQDDmJ5Q4HhujWYoHrzNMJv37hrvU7Ql/9CZp1LIkE78DoJhq8ivsba6W+upXJ7pdl1HjsryybwRA0JYM7e3o+D3mR+DrfQb6685woDSD2H4RK2US8LetVyF+glLupxvqnYfw2yz8W6q9oPZRmPtT/RXTluV1YZFf2Vmq35r++rTtmI8fetFCIWWXcFXkAsL9oNHzEoKRz3sBCnlR/QYyvj+C45gNxgMU8RwTrZxXT1AoyTnJ01taMzPcaZ4G/fVw06AcZyiLEfIRsBiEifZNoGoBw7PEFBPWvAsRUm4Ze5OPewEFAGvEgcYE4bQNgGrB2g8o4QkNCEWPD836wG+XazM8aNgXh3Hh/PqCOXwe3fXlx1LdzaApubVhxHVrkS+H9M+43PAjoZtuGEvYDeFVWoc3I0j/VSIXS93ZTGBFnypuOreuDEZmQuEu3fjHeRfQ7EBC8sVSzvbvSu2AZpUYz4+4u4lBvsZzMcjheT16W/iMBl8UY/wXbu3+TgMtwwK54WFsXgaxiJ8yiY163ihnlexDheqqZVmQ9CxGvvKBdfgz/6ZYes0ojWBpA6QcdQitTi0Dye6+2et04bmOJZ9zNBaqLROF3YWJ/XBsGa9vzkI1llytZJDfRxQp+iF7Wv5Kq57GFBqYncl9Eso9/iLXX182syc/9OzWVqjC+cAYE8yOhaDRUZwyvSxxkKsDYCPSnLvsqDE/s0t/SaPkvOrKLijGAwRP4adgB/hmW4onEec50mciSIki4aUZgmNRRGWRTjDKE8lIFG1SJwyhHNRRmUZZZSIQS5PE2UtlNGUqFqpajLP0gRLZJmqliSALWGijGlQTAA/FmW5KssoA0cvqVU9GEKfEokNqR5Af/NYtolUD4bQhTTOkSw0fchxmqqK1PSLoVxSgnQveMBCkhKUapLBZ6tmVS8QpSyPVRPQC0ij/Eu4g29H4CG/gUvWA53Bt8bjfvM727HYiYESjDBv4lvIlYIXUX5bRS6LOuIfYn7/BaZC/hlJM4Rs8bOMxgTZ0sc0S3OW2dIHMaAsIY70KclBGW3hD0lK09iVfgpaTIktfH5jQ0oc2VMEP5ktekIoxcQRPHCSMeYKHjHCiOa3Fj2KqcKPjPLqFrXck5hlzJF6lqBYV1LE45hCnuHIHGEwA+zKPMsTkuR/qcyHKAdbELQ0Uh8iklFEWJ/cQa5gGLGQe5LwCxhsuRN+7D5LHLNHwKZEWYhiHUhZlyjW5RlJELXljjHkIyl1rZ7mkJDFtuDTlOIktgWPEKgLpo7N8wsYMmRLnmYZIm2Lz/PYkTpOIB9LHKmLKzRiR+w0I8rtaLGjDCU5Q66xg9shLGlbO1e11BH9EIMyM9Xzv8zeQQSM0ZboWZ6zHPWJnqWgzdLiCYa6qS35IYLcmzDH5iF71b5Mu0swZUIzx+RxHHPjcmw+TUim3IBiH/jALHdMfkgSPtK3RZ+lQH7L20McSh2TJyCIrGXxKc1znDmyH4JqY9figSRKXdnjFEGHXE+PcJrEBDvSB7IAnSt7fvMTcs1+mKckQ3+x2YPmU5I4oicEvBLe4uxjhrNMiB7BoChnTrAHayNZakueX7/BXJtHoP0ZdSVPuW9wrB4ccp7ISGSZPU7zRGmNYV6aZNh1+BishuSOw0/A4HJb+gice9aSPoZMIkGuv+cZgfJHJtTn4PsYdcTPYHTZivMJJFepa/rgoLJMJ0OpUfssxcyRPmghyshfK3zMciKtzTL8FFiZ9go/oSk3PSH8GAwzS1zDZzTWkV37zRTrkI2NiYHaKZdBdDoFcdwVP+LXLxFH+iRP4zjDjs8nWUzcRI9AUouIa/kZ06mfEj6GTNeVPUlzKGRuqM/yVCmbET0YOTH1iKY1Blk7woeUINF5n1FehinW2pU2zpKqENW4/Riyxuwvtn0enYULs6SPMTRNet0+GG5MiYz4kJ1SohylYmHGwCvmtvQJ8D1x3T4EFkqdgM8tLo6dNB9yAm3lhnmExZD82sIHK89ilavriI8RjdtZPvgRhp0sH/oRY+TGfMh2GtNEugxSRx2ojQYkSQadcPN8SDVYEict9w++H9J/RwugrzAUafl/YCzVox+tBRgzCEXZXx0AWJa6yT50GFKRpEcHEGYMAORYj2UkVyEqbgZBLFM2qpUARmesNdrjewwzJ98Hj4DVoKhJ95NYccpoQcoYSZzgDwxOUtf/g8gSJTWtBNBe6kZ/jPMsUzlrE/4hIadqPGGUgFGIkm4EgByE6pxc535pnBE3AsBwLSYqQDYjPZSbFoz8MxjZEFf+KcTZ9K8d6sHYXyY2lgvIGIp9wh8H++YSCl7ZemttH2vfb+Rsc7d3Qje3W90X003ZvH7unezw3HHEF0g+8014YtOSmm4RCN2tPKKIL/7P5OEDWXEmDiDIJSNRYygo++y726ic1uYwCa81lGTbdRVWWfVIYj8Rf4ayzOxsUFxa16vNTR24Z+08NzjNNs1GpXtrS/14fehc0+Fc6nQpLtTw7HtyNj0dWveCHLauFFLfxpuv7n1Kug+uoPvODj4+idW+xMp7mxWX4pe92UbtaJeP8GftdFPWugfuI3unEi9yblHpMma60NL9sqe4J/cdf9kDnnk04q7S25c6AMDXsE2T4LBvqR26IBe4EF99NrhGW89hq5t1jg0wO2EH+qU7B8z7v+teZbYzUDiGvqUBweoIwMLj63EBpqvfo+kiuqu2brWFWrvHzq1pW7aYzt7LQ83HQqJdLt9b3+8P7fOzp2aL+eJhPlyaDUD8Tp6iuX9HnILmpsKvSOGauucTjMN636mSgSI00hSJlYOGNZy8CJQoChzufHfPS/eogejNtOB3tyzFRRXQBblrdy94O59+DcCRVOYU+GJTy07O7W61ES5uxTnuBfwCrMCdKHio6rug/LKcVjdVbcPah133vBvebsUKApiCWPoTJgHeTGh6d6PUbWtjR78ay2PTFuZmqVBatrQoQCgXFmGsvOM9390+421DK5gG1bYjJ+tqshEUORsTJZ2R0NEwEr+3bENYVGIDtHOQoLkJQLYQ6YctiD43Duae296uwOw71aKWGdTGb6GQiuTPYaQYch/x/sP79o3yGpcx+HjrFvGyzaove6BYkZdRzfnHupj+Q5o08AX7PIWu+80cBeG9KCNQBAnujdHyAH1zXEhAQrd513e/7bMwoh64xWSy1s5f4YgEZPukVXRdrf+1qgeSgh2ec4QdR88jpFD/9nZZuxn+HFGOATI7D4rmiqUOFOtCmeDMtz0qGoG3O+6OAXMYqZrUd5qtd9UQnFaPoCYVv+D0plTe+Wi6OJkuhvzxQOjH6K464X+Hd9WBj55vz8E/GgHyXxqjUpC1L7DOirXpsYTkBEfi9y7eAZjIkauoKJqKxO+OTARCce/XvrizQTWg3pu6mtUcuWA1r+ghcLlajJ16nAr+4Kn7+XQ1ts24V3lnsqJtwtKUOAZffXnOV589UtGJY4k4fb4t72X9UJbztsEKEAXfa7Lmwju9wQqaaDkWTqbZE85LRB0dLR0foyo1mHR15awUpZH625anIcZzb55FaO+ledrFiWRfA9hca6e2Y2f0UkSGo+bpoSe59Y1ZVPPj0XHBt2RL/R0Pi+iBb5YphvJSgCHwt4+cwh5LbQwR91GTzEZNmvoIaZGHRH5VzOK2bm6Wm1afy2l1t1hMguJ+UYGdgCXz/5hQzTdVXZWQjdTBv+QpGd7GfDEpPTeUrCfHcgC10a5UOqmuxvFFfzVwKG6sU/K3ML7Q2D7BsPfTUXb4qbvjxJjq8acjAlyGFkcDMvwUgvs4AYelnw8Q5/lsszv4NCS8oOc+uuNPx8fkJMMHA3jAf/4Jv+kJTcQrEq/JCYoBW8+BAe33jpfKiS4PBkvuPpdt3+n4z+P1ZBSfuJ4T/N9Bz7VqjZSOHQ9Jd6SPjL616XuQ8njgUoga8M6lpze/xx92jx8O+RPiT/IiumVfd4/d6+Ei7uw7SRNHhhtkMv5Gk3BrwjFTqAUhkaTMF7pcCmZdCoxOimvaGqzYg1WaDGCRlUeG1BNZMDQFB6izm7QzJeLfxm2l2s1kyJp/+ncnRHj+fXTcXIRu5jtu7RNOqqy5Ln3XnAXml2Do4kjR0NMXlWg1Nxvf1ItVQz+MNh6jnifdm2ntekhe0r5L5OEO0qJgACh9AzTecf7pb4G+6M5g0Yk3vEWKwpYmykJzGlp1wltVND9y7gnsmfly7xg2p7hVQWSlrVDvVZtx6u7ef0P0TUSYWimwg717p7G4lFKRZB3+U8rBd2oqtTCVxCnAiLfi3CnXZBnyxgWdBvBrKk2XBVAnEAoI915WWdaeL4Ow9Gq6AEGtIdRwbiwW9UEwruohBOiPkNSuS36fFuSc6/IeMp035UMNkuDbs4BlxXRqJpb2WrKSwUj34cvjOtuZmtJ3NMg+2SOZnl1YGhUfr3xxdWzVvRmVt/FV3BKBmbne8avURMwOAeQITD6lvmv+vsqLXFpgvK6EIrgXiuAWFK8roVDaC4XSNomphmK9QO1umU7196ndJdOj/g41/VG9aNcUl2WuQOu/BPtczLw7h/9va5ghOVdCXunQNxkArAr4eb0VWGT9mN/7WNZvilk5sP5vgbCh7j8vWNcrPn0n0zzL6/yoJ++uUfwjl8/3Z/8Lpy4a9Q==", "code_sha256": "5a6bfdd94cdbc7cc4ff704f3a82aa099220a369a7cc2663061a1e415801b6257", "params": {"W1": [[-0.162915, 1.099507, -0.44754, 2.721965, -3.068129, 0.484316, -1.746329, 1.976525, -5.506858, -1.231292, -0.748726, -0.062955, 0.305909, -2.726091, -0.392669, -0.308198, -0.705412, -0.058115, 1.448901], [0.736711, 0.874031, 2.476987, 3.121753, -0.439057, -0.364606, -0.616843, 0.465663, -0.411117, 0.334423, -0.100888, -1.838301, 0.310463, 0.027663, 0.050878, 0.751063, 0.204952, 0.122192, 1.795359], [0.554262, 3.466675, -1.663591, 0.439591, 0.973514, 2.254564, -1.49372, 0.66425, 1.160624, -0.443671, 0.477136, -0.00699, 0.251315, 0.17257, 0.047325, 1.715981, -2.313852, -0.538306, -2.465864], [0.321896, -1.548381, 0.808115, -0.460347, -2.001046, -0.653757, 0.448793, -0.357, 0.768918, -0.019956, -0.032317, -1.649927, -0.026223, 0.75744, 0.261034, -1.265032, 0.918622, -0.303012, -0.963719], [1.203985, 0.624376, 4.466891, 0.113874, -2.416634, -1.095121, -1.269547, -0.365723, -0.258639, 0.358529, 0.118377, -2.632511, -0.074814, -0.940384, 0.088299, -0.568061, 2.507707, -0.207628, 0.649173], [1.053775, -1.840987, 0.262606, -1.677196, 3.061634, 1.751731, 3.960072, 0.637035, -0.332613, -0.178858, 0.023207, 3.692328, 0.379647, -1.033328, 0.170568, 0.276569, -1.824211, -0.154424, -2.092679], [-0.584327, 0.785749, 0.388555, -0.899441, 2.511009, 0.959547, -1.380489, 2.587026, 1.214058, -1.095822, 1.300216, 1.377707, 1.341152, -1.557994, -1.168505, -1.032266, 1.105502, -1.134965, 2.284997], [-1.873919, -2.728772, 3.32984, 2.960373, 0.196298, -0.365002, -1.688353, 2.665623, 0.152552, -0.603656, 2.297762, -1.952443, 1.841434, 0.448459, 0.460739, 1.440385, -0.719443, -1.764635, 0.682761]], "b1": [1.727305, -2.178724, -4.03629, -0.865104, -2.108277, -2.546793, -1.13043, 0.128861], "W2": [[0.152121, -1.912352, 1.439884, -0.771435, -2.893046, -0.66754, -0.778761, 0.800223], [0.481659, -1.374138, -1.899891, 3.304929, -0.067236, -2.220931, 1.155385, -0.078105]], "b2": [1.683268, 3.205759], "constants": {"ELAPSED_CAP": 6, "SIGNAL_THRESHOLD": 0.001156573055303076, "DIR_DECAY": 0.6952107305641777, "ACT_DECAY": 0.2914933916695932, "SIZE_DECAY": 0.480194847884435, "TOX_DECAY": 0.9340164024339968, "SIGMA_DECAY": 0.684574865636584, "LAMBDA_DECAY": 0.9912226410702294, "SIZE_BLEND_DECAY": 0.8558051741739409, "TOX_BLEND_DECAY": 0.21981706017878433, "ACT_BLEND_DECAY": 0.9881653683786961, "PHAT_ALPHA": 0.2542787171441628, "PHAT_ALPHA_RETAIL": 0.04515116453331959, "PHAT_ALPHA_SAME": 0.1210355891062373, "DIR_IMPACT_MULT": 4, "GATE_SIGMA_MULT": 5.865287768419798, "MIN_GATE": 0.02953186509247177, "TRADE_TOX_BOOST": 0.27517146567565237, "STALE_ATTRACT_FRAC": 0.6802272250372291, "RET_CAP": 0.021696526996253473, "TOX_CAP": 0.21006937553688873, "TRADE_RATIO_CAP": 0.17257395428999153, "LAMBDA_CAP": 1.0706898640867162, "STEP_COUNT_CAP": 66, "BASE_FEE": 0.00041759842688643, "SIGMA_COEF": 0.20060876426291785, "LAMBDA_COEF": 0.00117858323888707, "FLOW_SIZE_COEF": 0.488717054062594, "TOX_COEF": 0.03213177034712444, "TOX_QUAD_COEF": 1.5967840325622737, "ACT_COEF": 8.620551987006605, "DIR_COEF": 0.001930217183683854, "DIR_TOX_COEF": 0.009024561880581494, "STALE_DIR_COEF": 0.7495653090312845, "SIGMA_TOX_COEF": 0.07460897434133229, "TAIL_KNEE": 0.054466651474360854, "TAIL_SLOPE_PROTECT": 0.8673748172017088, "TAIL_SLOPE_ATTRACT": 0.8460499920985225, "ANCHOR_COUNT_CAP": 677, "ANCHOR_LINEAR_K": 0.672522461735684, "ANCHOR_QUADRATIC_K": 1.089750725067524}, "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"}, "constants_wad": {"ELAPSED_CAP": 6, "SIGNAL_THRESHOLD": 1156573055303076, "DIR_DECAY": 695210730564177664, "ACT_DECAY": 291493391669593216, "SIZE_DECAY": 480194847884435008, "TOX_DECAY": 934016402433996800, "SIGMA_DECAY": 684574865636583936, "LAMBDA_DECAY": 991222641070229376, "SIZE_BLEND_DECAY": 855805174173940864, "TOX_BLEND_DECAY": 219817060178784320, "ACT_BLEND_DECAY": 988165368378696064, "PHAT_ALPHA": 254278717144162784, "PHAT_ALPHA_RETAIL": 45151164533319592, "PHAT_ALPHA_SAME": 121035589106237296, "DIR_IMPACT_MULT": 4, "GATE_SIGMA_MULT": 5865287768419798016, "MIN_GATE": 29531865092471772, "TRADE_TOX_BOOST": 275171465675652384, "STALE_ATTRACT_FRAC": 680227225037229056, "RET_CAP": 21696526996253472, "TOX_CAP": 210069375536888736, "TRADE_RATIO_CAP": 172573954289991520, "LAMBDA_CAP": 1070689864086716160, "STEP_COUNT_CAP": 66, "BASE_FEE": 417598426886430, "SIGMA_COEF": 200608764262917856, "LAMBDA_COEF": 1178583238887070, "FLOW_SIZE_COEF": 488717054062594048, "TOX_COEF": 32131770347124436, "TOX_QUAD_COEF": 1596784032562273792, "ACT_COEF": 8620551987006605312, "DIR_COEF": 1930217183683854, "DIR_TOX_COEF": 9024561880581494, "STALE_DIR_COEF": 749565309031284480, "SIGMA_TOX_COEF": 74608974341332288, "TAIL_KNEE": 54466651474360856, "TAIL_SLOPE_PROTECT": 867374817201708800, "TAIL_SLOPE_ATTRACT": 846049992098522496, "ANCHOR_COUNT_CAP": 677, "ANCHOR_LINEAR_K": 672522461735683968, "ANCHOR_QUADRATIC_K": 1089750725067523968}}, "seeds": {"gateA_C": [310000, 310049], "gateB": [7232768, 7233279], "train": [1988000000, 1988458239], "monitor": [30000000, 30002047], "holdout": [40000000, 40008191], "real": [8816000, 8817023], "speed": [1987999488, 1987999999]}, "notes": ["All artifact ids (T3 2333ecf2, CG ebbd90c6, replica e8a7a2af, HA 2801efc8) and decoded files (T3 code cb6d9455, CG port b29cd2a0, replica 1e4c44b4, HA code 99e3a2ec) matched their sha256; setup wheel aedb6828 verified; checkout 6b6921f8. No port rebuilt.", "Port used as given inside the replica STRATEGY block; only changes: the three anchor literals (674., 0.7127.., 1.2952..) read from a 3-entry parameter block, and TH/W/anchor come from one parameter vector instead of the PT global. T = same port with the head off (W[0]=0), T constants and CG anchor literals; CG = CG params on the same port.", "Replica speed 980 markets/s (>=500), so mode search. Search ran 45.06 search minutes, 895 generations in 7 segments (each under 8 minutes, state pickled under scratch). The time rule allowed only one of its two conditions: 45 minutes was met, but the item had about 44 minutes left when search ended, not more than 55.", "Monitor gain over T: +2.585 at start (= T3), dipped to +2.569 at 10 min after sigma restarted at 1.0, then rose at every later check to +2.738 se 0.030 at 45.0 min (best, frozen). The curve was still rising when stopped.", "Frozen = CMA mean at 45.0 min: weights rounded to 1e-6, integer constants rounded, others truncated to WAD integers as T3 does (constants_wad). The freeze rewrites only T3.sol constant declarations, the anchor cap and two anchor-k literals, and the _head body; a self-test regenerating T3.sol from T3 params was byte-identical.", "Replica holdout (8192 seeds, once after freezing): +2.685 se 0.014 over T, +0.152 se 0.006 over T3.", "Real block 1 (8816000..8817023, each seed used once per arm): candidate minus T3 +0.123 se 0.016, 623 wins out of 1024; consistent with the replica holdout over T3 (+0.152), a gap of 0.03.", "Candidate block 2 was not run because under 30 minutes were left. T3 arm on 8818000..8819023 was run alongside the search and is reported only as unused context.", "Gas: candidate afterSwap peak 237433 (limit 245000), 0 OOG, 0 failed calls. Retail/arb edge deltas are null because run_batch does not split edge that way; pnl and volume deltas are given instead.", "The T3 real arm ran at the same time as replica search segments (sharing CPU only). No leaderboard placement is claimed: +0.12 over T3 is far below the about +3.1 over HA the goal says the top 10 needs."]}