{"item":"j048","mode":"search","speed":{"replica_markets_per_s":687.7436418056523,"threshold":500,"scope":"512 replica 10000-step markets (seeds 1415999488..1415999999), T3 port, 6 fork processes, warmed Numba, 6-core machine"},"gates":{"A":{"sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":5.7471258602809216e-05,"n_over_0p01":0,"threshold_bps":0.01,"passed":true,"what":"T3 port (CG port with T3 weights, 41 constants, anchor literals read from parameter vector) vs T3 code (sha256 cb6d9455...) 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, within 0.15 of +2.00"},"C":{"sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":6.48853550012582e-05,"n_over_0p01":0,"threshold_bps":0.1,"passed":true,"what":"frozen candidate Solidity EVM vs port with frozen values (weights 1e-6, constants WAD-rounded as T3 rounds them)"}},"search_settings":{"method":"CMA-ES (pycma 4.x) over 219 = 178 head weights + 41 constants","start":"T3's frozen params (weights and 41 constants), z=0","weights":"w = w0 + 0.03 * rms(block of T3 weights) * z, blocks W1,b1,W2,b2","constants":"c = c0 * 2^(0.02 z), exponent clipped to [-1,1]; decays (names containing DECAY) d = 1-(1-d0)*2^(0.02 z); ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP 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2-5)"},"curve_columns":["minutes","monitor_gain_over_T","sigma"],"curve":[[0.0,2.5846,0.5],[5.08,2.5709,0.3849],[10.11,2.586,0.3696],[15.42,2.5983,0.3607],[20.48,2.6046,0.3506],[25.64,2.5696,0.3206],[30.7,2.5928,0.2937],[35.97,2.6123,0.2681],[41.11,2.6118,0.2453],[46.17,2.6102,0.2246],[51.28,2.6211,0.2056]],"curve_detail":[{"minutes":0.0,"gain":2.584618491684348,"se":0.02940244221721447,"sigma":0.5,"generation":0},{"minutes":5.08,"gain":2.5708583150803688,"se":0.029651073397097792,"sigma":0.3848911100344608,"generation":26},{"minutes":10.11,"gain":2.586032135160054,"se":0.029480321487875192,"sigma":0.36963455608153106,"generation":49},{"minutes":15.42,"gain":2.598279172363638,"se":0.029342662870268266,"sigma":0.36066058681050833,"generation":68},{"minutes":20.48,"gain":2.6046135987053916,"se":0.029608648222817443,"sigma":0.3506135598626025,"generation":82},{"minutes":25.64,"gain":2.569579704726694,"se":0.029966267065681697,"sigma":0.3206276998876234,"generation":94},{"minutes":30.7,"gain":2.5927912306693828,"se":0.02981194227483056,"sigma":0.2936989591732151,"generation":107},{"minutes":35.97,"gain":2.612314456403852,"se":0.02968700733654805,"sigma":0.2681041163261984,"generation":122},{"minutes":41.11,"gain":2.6118047394942154,"se":0.029665795184098905,"sigma":0.245254623352549,"generation":136},{"minutes":46.17,"gain":2.6101889805567904,"se":0.030023237576963548,"sigma":0.22463494723813304,"generation":162},{"minutes":51.28,"gain":2.621061030358196,"se":0.0298348749549254,"sigma":0.205596507738293,"generation":189}],"best_monitor":{"gain_over_T":2.621061030358196,"se":0.0298348749549254,"minutes":51.28449343045553,"generation":189,"T3_at_start":2.584618491684348},"holdout":{"seeds":[40000000,40008191],"over_T":{"mean":2.560811142187705,"se":0.01358856926552241,"n":8192},"over_base":{"mean":0.027714835825009915,"se":0.003824038107166565,"n":8192},"base_over_T":{"mean":2.533096306362695,"se":0.01349951591946062,"n":8192}},"real":{"protocol":"each strategy alone vs 30 bps VanillaStrategy: amm_sim_rs.run_batch(X, VanillaStrategy, configs, 8), chunks of 64 seeds, configs as MatchRunner._build_configs (default_rng(seed) draws, BASELINE_VARIANCE, build_base_config) with seed=s; diff = candidate edge minus T3 edge per seed; each seed run once per arm","block1":{"seeds":[8888000,8889023],"n":1024,"mean_diff":0.027193957201880337,"se":0.01134689037670259,"sum":27.846612174725465,"sumsq":135.6315921584992,"wins":539,"losses":485,"median":0.019771181991671938,"worst5":[[8888537,-3.590472087991543],[8888280,-1.9709419480361703],[8888834,-1.385759907675947],[8888504,-1.0728111018316895],[8888808,-1.0498954956054263]],"best5":[[8888750,2.2538964338774576],[8888368,1.8479126197559026],[8888441,1.5281446684289222],[8888653,1.4860159514471434],[8888328,1.3614076635185484]],"retail_delta":null,"arb_delta":null,"pnl_delta":0.02470937982565502,"retail_volume_y_delta":16.26570051072975,"arb_volume_y_delta":96.80730294563057,"means":{"candidate_edge":530.6768572814119,"T3_edge":530.64966332421,"vanilla_edge_in_candidate_runs":351.8875914604241,"vanilla_edge_in_T3_runs":351.9447670049347}},"block2":{"seeds":[8890000,8891023],"n":1024,"mean_diff":0.018968732538349964,"se":0.010013324281194488,"sum":19.423982119270363,"sumsq":105.40299184861064,"wins":538,"losses":486,"median":0.017912288746970262,"worst5":[[8890526,-1.8314596210141758],[8890740,-1.6539526017330672],[8890393,-1.1635157551714883],[8890463,-0.9921726670485214],[8890117,-0.97665464479212]],"best5":[[8890680,1.4493699581882993],[8890041,1.2967118024685647],[8890482,1.2958372431580187],[8890876,1.1438680529320209],[8890333,0.9663778042630042]],"retail_delta":null,"arb_delta":null,"pnl_delta":0.02319512127809986,"retail_volume_y_delta":16.05984858283405,"arb_volume_y_delta":99.56713289338411,"means":{"candidate_edge":526.8606194257864,"T3_edge":526.8416506932481,"vanilla_edge_in_candidate_runs":348.51571076890866,"vanilla_edge_in_T3_runs":348.57182549232544}},"combined_2048":{"n":2048,"mean_diff":0.02308134487011515,"se":0.007565377630130045},"retail_arb_note":"run_batch results expose edges, pnl, retail_volume_y and arb_volume_y per strategy but no retail/arb split of edge, so retail_delta and arb_delta are null; pnl and volume deltas are given instead"},"gas":{"candidate":{"afterInitialize":{"calls":2048,"ok":2048,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":22288515,"ok":22288515,"max_ok_gas":235582,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":2048,"ok":2048,"max_ok_gas":21742,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}},"T3":{"afterInitialize":{"calls":2048,"ok":2048,"max_ok_gas":243234,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":22251816,"ok":22251816,"max_ok_gas":237588,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":2048,"ok":2048,"max_ok_gas":21742,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}},"candidate_summary":{"afterSwap_peak":235582,"OOG":0,"calls":22292611,"failed":0},"T3_summary":{"afterSwap_peak":237588,"OOG":0,"calls":22255912,"failed":0},"limit_afterSwap":245000,"note":"merged from amm_sim_rs.gas_stats() of 4 processes per arm (2 blocks x 2 halves of 512 seeds); Submission role only; Baseline (Vanilla) role 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D5zzrOjkPROHV5ci0OnA7iJj35STNXHFp+2Oyb8iwDceXTtYJA4jE2Dg7aQDOu1f3pW3upP2PtVAY+rpQF7zoyIWigZp4NgV7uoBS3iPR00nXYuESrryYdegvTuAam2RD2Ob0GNVPrTLu9mqviRYu4Ht5LSJ75Ajy58k52nl5e6NBxgnM7B5vtvCTCfytV7Jb5FV+hNChx9cNY5cq/A6OynRb4uteb2XVbXWqtE6X2AGiD1BVntlxcDJJopy0cJuShW7Mdq5VYdiNbhcC8HSq3cVoB/MKbZn+9UbGP2W8Di4vqnmS1b7CqKYX8v67nJWLYvBRC4fdLdut/e7aZqfQpnLVYjufm4T5XY//R+00UP2/4UTLrJfvHjmgihfKFcORFIBKqiNWK+ZNSSqIke2jmFr7F+gZdMG1UCDTfOwi61F/FZ8tIuvYxiasq39pN1+akx9g+ji5q5gUzeHf4B5VmhOs1QMvMN29+2jAuEhcuVk1BzNgG0i5B38NCS2WhVx+078nDYjA1KmWJ8HSAxAGR8/DzA2AFXM6D8BpteR76yYxRGy7FoBy5PxiqSJJ40HioEwRvhD+bK483m/xM9+U+rEY06yjRFAM6ZnKLA8t0Iz5A/OZlKT9/Ya73O0JfvYyVNJZEgFfgfesFXk1lhT3Y31VCZPul3XkaWyLJk3ToGQtMnt7Uj4/dSNwVT6jfFXH2FA9KPvP1MrxZKwcy1Xon7Gki7jm6zdxzDTbJybqt1gptEY+xPdlWmrstyw6K6cmqrf2r76vK0Yz9964UOhYVfwFeSSevveE2YlhCMfdjxKkjAmKUrY/guGYNcbDClKcRZt47p8gEbZqcjUgsZhlGCKt3FfPux4GIcUJRlCJoI0jMI42SYQ+cDgUwTURy34lKLY35K7kw87HkHAq9gCxlGK0DYBywdoPCFRFJM4MuBRkrh6flut9PEjb1GOwsNFeYQy+L2764qOhTsbQFOL8uOYKFci3kekz/gssKNhG27YC9gNYaUae3eTQD3lfNfLXZFPoQVXKC67N2lMRsQC/u7dZAe511BMwNxwxcLOdu/ybYA61FhMjph7CcF+BovJWCJ5e/IbP0wGX+QjfFfubTHx/S2TwkVuYMyfhzH3n7NJzTheqPIqxuFCmVppNgSN5NxXLLh6f/Znho3TiEYCSR4gY6h5aHFoHk60988apw31cSzzmKGxUGmcLuwsTqqDYc16f3MQrLPkagSH6jigCtFz09eyVVz7MKDQxO5K6KMv9vjzXX0sbabP/6lsltLo3DoA2BOMMm1GMSEoi9SxxpyvDRCE4sy5LCiwf7NLvzE8Gc0wiZijGCCMY7aqx+Jclh0aJCTJSMpLkCgZxiGiUcaLsCiKQnAwCeVFkazFznNnGPEyIsooTQhOeEksa6EoSYBgXkZFGcbstK8oSlSTmLKD8rwsVaApoVEsGs1kWQoFVFIbKkLCJOVb/nhMIuiN2fggirCqxtbokUCHVCfAjyaRhCVNx8JYkIJ0N6CNMJLAsh9DShCRsLIfCKcxjQR/wVv7EEW5V3AH347AQX4Dj6zmOYNvjcP95va1E74RA6EEcel885lOsKIoTROMRVFH+kMU0wyo4uKHYTeLiSV/TGDkNOWPwwzRlJjyxyBEHMe2/BNoNTPFDyymSRpZ8idhlqLUFH9ESZrGlvQjQkKUmMLHMTQXW6LPwhSFtuRRCoRKXEr0GU1RbEse9DQLiSV4KMGW1EHAJJN6qqROoiyitsyzCDhoixxCCU3YXyRyUHEaY2QLfYiyFIqzPrGD76AYEWH1oPoQ75hyj6C/ShWQZhSAJJEpeZqgRNqqZJ242MaUO8aRZos2mATIyyzBgwyINGfFO4BDUn7K6sEPIGpJnsQZqIcleRSFSh2V3IdRHIKfsyQfZVlGbYvHaZhltsEjFLH7NWyDxzGoraqoDJ6QiMa2+MFbJBDO0b/W5MMQ6MYt8ScpxdzJOcWfJEBryKUfZSlNQ1P44BPYdTrIlD67KIJK+SjLYXsLpNoos0cI3AOKLLsHL0qkK4gVTymJkOX1szgOTeGn7NYHy+PDfAARU/IopcDyls3TTDuLRvYYZhPYlj0oluy0lj2ME9I9aWcPIxFKlHbFmhMIBtqW7CG+zxJb9uxSl+wvNn0Y7FFmiz5igsJZv78HZoCFcsMHC1NGJzlIwRdkluTBH6NM2q/mXiaHWS33FMIEatk9DO5sMpLZhh9mcZJYhj+k4L9Sart88DXSPUjpx8BMbIl/SGjWHuujiCJlqzpeiTNJWOPyEegIxpb4I8xuF7HFDwELBCiW9DHTJdkpLX12mwmyhB/D2K+Gnr9K9hFrg4ddjfAxpSE3JKfs2XZEsHspewrRY2bbfQpWKK1XxUoE3LIV7Q0R2C6EfKb8wVHTJLLMHqbAEIyGpvSjlMZpFpnCj0mGpCB0sMeMLrOG+0jSpCRPwdYSS/TQKxh5bMlDiBAnHcmTVCmzkjz0msroVUke4IiK5+LGtSQQBtiSxxCFJy27R2yziAx9/zLhs5uI+Fhs+HwMMRAJe6UPhEKAzIUPdpiGiRxI1ajJ9reoyFayIVLqr/gHQk6lK1VuE8LcLLQCfRbmR2kr0EcZkvJRLh+caGgH+oiVUHvER+x6LIlNOX4MQ6qShKYelDmyFQD0CASBWxoA0XtGbdcPasEmGHHL+cMEI1E1YxXhpTRqjfsQBqbUHvcxhYmD8hJ/lQqAEWRRaKlARsBb9w36BIehdPxDlmFKqDXVG2KKSZbY1g9OgsTI8v0xzNhQe7KXwCTCcv5JFMc0agV9GCW2+QNgBvMkUwcIxVFGLBVI0kQZcqYmAODB07b3RwQmj/bYz4K3TI5wSgVQAkOg7fxBgBjZIX8Gg1Ir4gcLolhFHFT7THAKUXuiF8NYQv5S8ScQnyPacgAsaUoc4p94+/oKClbbeGttHmvfbmRtcjf3QTd3W93ns03RvH7pTXU4bjhiyyNf2BY8vmVJJls4QnsjDy9iS/9zcfRAVJzz4wdiwYjXGHLKvrhuNipmtT5KwmoNBdlmXYlVVD0S2I/5n6Eo0/saJJfW9WpzU3v2STvH/U3zTbNN6d7YUD9ZH1qXdFhXOl3y6zQcu56sLU+Hxq0gh60LheS3yearfZuS6oMt6L6Tg0+nsNpXWDnvsmJSfNybb+R+dvEIf9ZWN0Wte+A+MvcpsSLrDpUuY2aVku7jnuSe2HX8uAc8c2jEXak2L3UAgK9+mybOYddCO3RBLG8htvascY23nsKW9+qMNHB6nB6ol24GmPV/177IbGcgcQxdCwOc1QGA+aPrSQ6mq96DWRXclVs32kKt3ZF1Z9qWDabzD+JI84hLtMvle+P7/aF5evZEbzCvHhbDpd7+w27kyZvbd/gZaGYq7IIUpql7LsFYrHedKRlIQgNFEV83aFjDyAtAiQLP4s53+7R0jxrw3sxydnPLkl9TAV0Qe3b3vPeL2VcPHEmpz4BXm1p0cmF2q42wuuWnuCv4BViBO4H3UNZ3XvG4nJU3ZW3Cmkdd95zb3W75+gGYAl/44yYB3oxreneb1G1rW0e/GotD0wbmZqFQWLawKEAolhWHUbjjPN3dPuFtQkuYBtW2AyfrcrrhFFnbEgWdAddRP+C/t2xCqEq+/dk6RtDcAyBaCNTDFkRfGgdzz2xvl2N2nWmRiwxy2zdXSEnyFz+QDLkPWP/hffs2eYVLG3y4dYN40WbV4x4oVuBkVHP6sc5n/xAmDXzBLk+h6n7TB0FYL4oAFEGAO8docXy+OSzEIaHbrOu73/ZTPyAOuGo6XSvnL3EEHLJ9ziq4Ltf/WtUDQcEOizn8jqNnIyRX//ZmWbMZ9hwQhgFCOweK5oKlDlTahdKDM9v0KGkE3u7Y+wX0UaRyWt8ptt6VQ3BaPYKalux605tCeuejWXU8q4bs8YDrx/iuPGZ/h3flgYueby/BP2oBsl8Ko1SQtWtgnedr3WMByQgO+O9dvAMwgSVXXpE3FfDfHZlwhPzWr31+Y4NsQL43dRWrGXLOalbRQeByVU2seowK9uCo++VkNTHNuFd556KiacLClBgGV31xyledPJKjE8MSMPpcG96L+qEoFm2D5SASvtdk9XV3ansVNNFyLIxMvSOclfA6arS0fIys1GBS1aWzkpQG8m9bnpoYx615BqG9V+YpF8eDfQVgcq0d2k6s2UseaI7qp4ee4NY1Z5HNT8ajnG3IFvo7GebBA9sqkw/FlQBD4G8fObk5l9poIu6DJpgNmjD1CdICB4nsopjqtm7ulZuVX4pZeVdVUy+/r0qwE7Bk9v9LKBebsi4LiEZq71/ijAxrY1FNC8f9JOvpSEygNsqVCifV1Ti25C8nDvmNcUb+FuYXCttnmPd+PkoOP3f3m2hTHX0+ioDL0OJ4EA0/++A+jsFhqecDxHg+3+wOPg8jVtBzG93o82gUHSf4YAAP+M8/4Tc5JjF/Rfw1PkYhYOs5LqD83mgpnejyYLBk7nPZ9p2W/xytp+Pw2Pac4P8Oei5Va6Q0sjwk2RE+MvjWpu9ByOOBSSFowDtXnt78Hn7cHT0csifEnsQ1dMu+7o7sy+EC5uw7QRNDhhtkYvwNpv7WgGMuUXNCAkGZa+iyKZh3KdA6yS9pa7BiB1ZhMoBFVB5rUo9FwVAXHKDOXtJOSsS9idsItZtkyJp9+ncTIiz+Pho116DrfMeteb5JljWXpe/qk8DsCgxVHEgaevoiA63mXuObulo19MNs4ynqWdC9mdW2h2Ql7ZtEHu4gLPIGgNI1QWMdZ5/+5qlr7jQWFXjDWyApbGmiKNRnoWUnnFV582PrlsCezJd9w7A+wy0LAiNshXpv2oyTN/f+G6JvRoSZEQJb2Ls3GvMrKSVJxtE/qRxsn6ZUC12JnwEMWCvWjXJNlCHuW1BhALukUneZA3UGQg5h38oqytr5MhiW3swqENQahhrGjaqqD7xJWQ9hgP4EQe26YLdpQcy5Lu4h0nlXPNQgCbY5C1iWz2Y6sbTXkpUYjFQfHp/W2U5qSt3QIPpkzmR69mApVGy+8mjr2Kp7Lypr4yu/IwKn+nLHr0ITcXoIIEdg8pS4Lvn7Kq5xaYGxugIqwr1QEW5BsboCCtFeKETbJFIFlfYCtbulO9Xfp3aXdI/6O9T0R/aiXZNflbkCrX/09pmYWXcO/9/W0FNypoSs0qErGQCs8thpvRVYZP2U3/tU1O/yeTEw/q8F3Ia6/+uCdb1i6TsR5hle50eVvLtG4Y9MPt9f/C8xbxpg","code_sha256":"535713241eb8d3e6dc2d30d051e2cf722a035a7bcb68b1f11150500888df8103","params":{"W1":[[0.012253,0.747948,-0.501639,3.077276,-2.312921,0.667427,-1.377159,2.261149,-5.263042,-1.846356,-0.835668,-0.20789,0.359528,-2.102616,-0.54573,-0.231052,-1.078036,-0.06414,1.285633],[0.705954,0.724037,2.091684,2.771255,-0.278879,-0.216783,-0.409818,0.364885,-0.344017,0.252555,-0.09081,-1.816885,0.096815,-0.129904,0.002992,1.074959,0.439366,0.093705,1.06181],[1.026791,3.749954,-1.216273,0.671749,0.805537,2.233705,-1.719898,0.904456,1.337185,-0.630165,0.459401,0.130255,-0.350969,0.399966,0.28099,1.138204,-2.58189,-0.443655,-2.374126],[0.39868,-1.515861,1.049656,-0.429891,-1.109113,-0.545479,0.116431,0.02955,0.861612,0.081714,0.186443,-1.694017,-0.325482,0.31858,0.278983,-1.141701,1.041324,-0.480897,-0.81129],[1.337456,0.602691,4.881905,0.031968,-1.894867,-1.327439,-1.095778,-0.620686,-0.312198,0.511224,-0.004698,-2.336104,-0.055967,-1.101722,0.323184,-0.674377,2.254839,-0.036261,0.514085],[1.361939,-1.855013,0.344459,-1.431307,3.716733,1.48411,3.865893,0.549122,-0.511419,0.002313,-0.068977,3.658054,0.555577,-1.148905,0.185676,0.577436,-1.697074,-0.215477,-1.615821],[-1.080765,1.119252,0.053377,-0.733882,2.414901,0.742738,-1.319154,2.324049,1.240465,-1.504838,1.212674,1.193934,1.415822,-1.05296,-1.163045,-1.46376,0.93863,-0.936865,2.657339],[-2.565763,-2.624973,3.361451,3.571516,-0.237695,-0.735563,-1.721793,2.379641,0.462394,-0.787577,2.510188,-2.142267,1.382956,0.175542,0.686212,0.906859,-0.476243,-1.80743,1.251844]],"b1":[1.969243,-1.569563,-4.416214,-0.77365,-1.554837,-2.237365,-0.477835,0.420037],"W2":[[0.117139,-2.065219,1.002802,-0.590192,-3.140876,-0.682973,-0.89793,0.799516],[0.388722,-1.980659,-1.786228,3.496529,0.26605,-2.0814,0.944888,-0.248174]],"b2":[1.544193,3.241159],"constants":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":0.001156315649134804,"DIR_DECAY":0.7328055379346678,"ACT_DECAY":0.3756002980472434,"SIZE_DECAY":0.4808247696160428,"TOX_DECAY":0.9288252044714862,"SIGMA_DECAY":0.7293446246168052,"LAMBDA_DECAY":0.9917599483421337,"SIZE_BLEND_DECAY":0.8375502991586424,"TOX_BLEND_DECAY":0.2553475145122214,"ACT_BLEND_DECAY":0.9872187283597555,"PHAT_ALPHA":0.25064781705522,"PHAT_ALPHA_RETAIL":0.051892506990781455,"PHAT_ALPHA_SAME":0.14308539758317768,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":7.002610558975098,"MIN_GATE":0.029965003175897207,"TRADE_TOX_BOOST":0.3087087952226039,"STALE_ATTRACT_FRAC":0.6666927060542862,"RET_CAP":0.023306220402376163,"TOX_CAP":0.20830425048112125,"TRADE_RATIO_CAP":0.18542906395258205,"LAMBDA_CAP":1.1649460642695555,"STEP_COUNT_CAP":63,"BASE_FEE":0.000382328892721721,"SIGMA_COEF":0.20469744823124592,"LAMBDA_COEF":0.001253998023929547,"FLOW_SIZE_COEF":0.5009881385257915,"TOX_COEF":0.029551644708868292,"TOX_QUAD_COEF":1.6192721562858439,"ACT_COEF":8.779144761778287,"DIR_COEF":0.001741866415374183,"DIR_TOX_COEF":0.00753701049753649,"STALE_DIR_COEF":0.7526174054946043,"SIGMA_TOX_COEF":0.059544292527362694,"TAIL_KNEE":0.05516161148784318,"TAIL_SLOPE_PROTECT":0.8544248924929654,"TAIL_SLOPE_ATTRACT":0.838474015489915,"ANCHOR_COUNT_CAP":694,"ANCHOR_LINEAR_K":0.6569704330940013,"ANCHOR_QUADRATIC_K":1.1024223723910265},"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"}},"seeds":{"gateA_C":[310000,310049],"gateB":[7232768,7233279],"speed":[1415999488,1415999999],"train":[2024000000,2024048383],"monitor":[30000000,30002047],"holdout":[40000000,40008191],"real_block1":[8888000,8889023],"real_block2":[8890000,8891023]},"input_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","checkout":"6b6921f8d463314aa7c96234e1be25a25245f704"},"notes":["All supplied artifact downloads matched their ids (T3 2333ecf2, CG ebbd90c6, replica e8a7a2af, HA 2801efc8); decoded T3 code cb6d9455, CG port b29cd2a0, replica source 1e4c44b4 and HA code 99e3a2ec matched; setup wheel aedb6828 verified; checkout 6b6921f8. Note: 99e3a2ec... is HA's code sha256, not an artifact id (that URL returns 404); HA was fetched via artifact 2801efc8 as the goal states.","No port was rebuilt: the CG port was inserted into the replica STRATEGY block unchanged except that the three anchor literals (674., 0.712696..., 1.295240...) read W[NW..NW+2] and TH/W come from one parameter vector V=[W(217), anchor(3), TH]. T = same port with head off (W[0]=0), T's TH_VALUES and the original anchor literals. T3 = CG scaling + T3 weights + T3's 41 constants.","Validation of the setup against T3's own record: gate B reproduced T3's gate B exactly (+1.920372 se 0.0445); the start-point monitor gave +2.584618 vs T3's recorded best monitor +2.584613; replica holdout T3-over-T gave +2.533096 se 0.0135, identical to T3's recorded holdout; regenerating T3.sol from T3's params with the freezer reproduced T3.sol byte-for-byte.","Replica speed 688 markets/s on this 6-core machine (>= 500), so mode search. 189 generations over 51.3 search minutes in 8 segments (each under 8 minutes, state pickled under scratch). Segments 2-5 shared the CPU with gate A or T3's real-engine arms (search pool 4 processes); CPU sharing only.","Monitor gain over T: +2.585 at start, +2.586 (10 min), +2.598 (15), +2.605 (20), +2.570 (26), +2.593 (31), +2.612 (36), +2.612 (41), +2.610 (46), +2.621 (51.3). Best monitored point = the 51.3-minute CMA mean (+2.621 se 0.030 unpaired; the gain over T3 is far more precise since the monitor seeds are shared). The curve is rising slowly, much more slowly than T3's own run; sigma was capped to ~0.21 at the end.","Search length: stopped at 51.3 search minutes, when about 55 minutes of the item's time remained (clock-based estimate), satisfying 'at least 45 minutes'.","Frozen: weights rounded to 1e-6, non-integer constants to WAD integers (int(round(v*1e18))) and the four integer constants rounded, exactly as T3's code declares them; the freeze rewrites only the named constant declarations, the three anchor literals and the _head body; scaling and the Solidity shell unchanged (diff vs T3.sol touches only those lines). Gate C max fee diff 6.5e-5 bps over 100,000 callbacks.","Replica holdout (8192 seeds, evaluated once after freezing): candidate over T +2.5608 se 0.0136; over T3 +0.0277 se 0.0038.","Real engine, candidate minus T3, each alone vs Vanilla: block 1 (8888000..8889023) +0.0272 se 0.0113, 539/1024 seeds positive; block 2 (8890000..8891023, reported apart) +0.0190 se 0.0100, 538/1024 positive; pooled 2048 +0.0231 se 0.0076. The real gain matches the replica holdout prediction (+0.028) within its error. The improvement over T3 is small (about +0.02 to +0.03 edge), well short of the +3.1 over HA the goal needs.","T3's real arms were run during search segments, concurrently with the replica search (CPU sharing only); the candidate arms ran after freezing. Each block was run as two parallel processes of 512 seeds (8 Rust workers each), gas stats merged by summing calls/failures and taking max gas.","Gas: candidate afterSwap peak 235582 (<= 245,000), 0 OOG / revert / halt / bad return in 22292611 calls; T3 afterSwap peak 237588, 0 failures. afterInitialize peaks ~243k for both (unchanged code path).","HA was not run on the real engine: the brief's real-only mode (T3 vs HA) applies only below 500 markets/s. No leaderboard placement is claimed.","Retail/arb edge deltas are null on the real engine because run_batch does not split edge; pnl and retail/arb volume deltas are given. Replica gate B gives retail/arb deltas."]}