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xx12lyCz6GJS+p6jJgoCGHQcZJlKAtClAZ+uG0hw9Tn9bx6aK1l1GctWRRAfqb+oIXsMZRTxURq7a1KLaAWwEM+Pisg3fXu5h8oaTSVxKkM/cfDsbYvCql0jR+F7d1JVAdTsm0hNhMHfBlgj+VKtrUU2OI4jiZ4LIYzsqDk1Gq1ZIshmpnOOkcQvTZHHodgieDjkBdZ8hy1kh6qaVpI9iLjiVLsVw3bui6maXf/p2uZZIq9KG/vmk4OlvRhWPJDPQjTpbGui2lTzH4X2BjaLmcxEQe8ja2Lcr0maQ0+FTyXABYHjFfgp6kfZDEKshBnaZq6dn4LHMBy418Su0oP3VrbbHbGRv0D/cWYwRFu9QSMKXsjE599Qudg0ZfKLJBebALGqDA6VlTtekLNtyjxHDUqF52Ykb4wVCMqkuCEpsJRcackOxAHZfq2CvJy/qEj1kEcBykxpBkKwIOgON2KQBgNakdAMsWa4JDhlENDaRpgEI0oRSgD4QDbbOBVN4n5xLTbxC21XtfI966FOBqxGmop3o7ke3d/EywwH6m5f82RW1YMN/QwentsS5iJ9nSkJxOU0oYohyC9dkpktX7c0ZOE2bp/U5LdTEYFBxcH9bw2MnHVOnm40ZMrJBl0eFoI4ko4cbTR40tchRRBAvmjDb6lw0jLtmS5im9XRUMPFo4UbqshgvXY06vi/khsN83n7+tivd7UhR7etOv8EVvk/skh1RzAkJ26U7HQwHZTWHaWJTgLVAWSDjjftLKsntefiwcheeKQpsfxSjaoRz/5tLIWXrt0dS1iMqEJPOUEmLFDz/bIWkpN5zARZ9Y4lwmxxg6LOLZGW4zZcE7YryH7pS33rekYHYmtG52QHbp5bDMVVj7zopNCTvpTyDKjGmzLH3e6uKK5DEtGRBDgKl9th4Q4DiU9ouDt5Eg6/V/elTdykPpRYE9i6hlA3tDrOBqKFqlnOXpvGwFZP41H7SBt+7CCu/zLnkJ7NyqQ0sK/jHVCT0T5UC/vpvD6MoNmB9vJMYnvkMPLHyXnceGl5o2GEadz0Hl6oEXNvdLtdD7fLNX2F4QMP9laHNsOOshULke/LVak7V5U1VqKhnGJQw14emJFM8+g4KQLIkMTtS7NansPemLaImgtTtveO7fyXYHoB7OycWc7OwVvuIKvg+tptViR1lcQ1fxeNneX82pVDCZ8R6Z7Wt48Yihpfgxlzjd2ukfoVZTb7fZ/0EcP2f+XmbCR/ezZjnvQ9GyCMCicChBJqdTdbJUkNdi6eKXzRrC39oF1QxJ2osMudjm3/diNwW3FH/fj71UkSfnWeYn75yW23r7o2jVmUv6Fso+wgFpU9Vdn+cVwScvpXUHTtV2LtPzCrlXwOwUy6n5OdnoPUIHwEPXZCIBFCmwbkz/Hj0NirVe2Unge7dJnoEDyVPVugKECyCPy3QAjBVBEqe4jYPJQwJ0WJVmCpD0tRHo0QuI00dTsQEwgeCV3yH8s71w6LvbvoC214knU2Wx9jpyYHuej+QaBZki/WLtJ1bnXN+Z3kZbsYyfTw5GhNv89NIrsEquKu7IJTvgZb5d1pIksSYeNUyAkbbNjzzn8QWrHoAr9Rvkr76Wg+KPr7iiVKDBZJ3bb3QO8C3yoiZCWnHaHSMiQHVZVCeVI6UErvtv7jg14fux0Z/iO2LZbMkO5HzFGMTmRFwODetsAz+gm/fbuqPi2expjktARM9cWSxWk+mhRQlruHArCbSJ6U9XyWpSzLEf+0bI8Rhl87u3ZQkqmkQMgcll+HIdCG9jvUdg3KA3seGjCDXsBu3EenwfnbuKJbzk9bXNX5DPowRa/8uFNWiYyx+fu3U2eoy1hKQfMFWvCJGfvLt8GKP3qcnJMmOcDFwbLyZgjeXP6B73kBjX8K9QLDV1OXHfLSmqZKxjz3TDm7i6H55RrjyIZoVx65PmI9iDSiC8Y5c5c716lcktSybrwi20ENfWOR+qlSf1cr3ILUl4TU68/KvtUyq1HuTelo6HGnZ8caC+odXbclAhIXFMUcSyXAXlF0bikyCSxGyh9cdndA3rakOSa5L1EkQISEp1rFxN74qkJXVlFOBVvSBw5RE5RFuNUrLiOLLGb800v/UZvq4dBAlV7zmAQR2GYIOe5Q2I1klMZoBj+yzAtQqxomKSxH0W0CLOiAGUAGNCigLcCSrI0CGlZKCDDKMkyWhTxIoR8sMQMW8z7DLIs8hkZCW8WoRRjnNKylJdBjylDlnHANPRxwnAhPoBhEKI49lkZHwFOwzDmY+IjQJGP/Yw340PAgY/jhBWJESDshyhhvSI+hiBOs5D3KoaAYY5iVsSHEGDsx7wVjACiAPve3uDbMVjHb2CORWQ/+NZa2292QzuhBzKgiwQRLnxziUDQImBujFhRh/VDlEVpDBNGeB9mEfJTjfd+gDOs8R5HYYTDROO9D4wJUpX30CjDSOd8hv0k1jkfxyiKVcYPA+xHaagxPsGpjzW2ZyjCicr2ITAkiEKd7SmRq1Bnexj7ONTYPkRhkKV+ovGdOOg4TnXOowAlYZzqjAd9wzrjh4mPGA9azoMGAS0/lPMwmUkQU/1oeT8kNPtZ1Mf9APkZAg0i3EdBkgSJxn6iJSiINPYHEeDUuJ/4oPwq88lJhyxJVO6jBMdh5BvcJ5YK6XofQctEZX+CQCgTnf1grTizhdoHOBYmSmo9UIGxzn8wXGmIM0MAgjBLY43/IeG/zv04SLAfaMwfgqSmXKQl99Mgxdw0Cu6DhUMpCtMfyn/gVRKHJvcD0NVwi+6jABSecB9ojBHSLf8wjXEcpSr7EZjNiBtJLM1rEqBYs/xR7GepLgAozBLuC6QAgKpHXE6EAIAICv8gZy8FveOUpVJ2QsHHTBhXYEWgiwBGGGch1kUAQGGiTBkgNh3ptj+GUWWaDCSgDXGoyQBKAxRlgSYDIHaxEDJhADIfRAX9WAuAyVZqookAIdjP+gQgwwECS0X4j0G8A6xyH7xCHCWa7sfgXKNMZ37kB5Hh9n3i6DTug1kPY435IJppnOlO34dII9V5n/kZ95ipEEAIRmLN9qfCiLR8B0ypMMGS7xAaCGEW1IP/yYRSS5cfIy6nisuHdVsca4wnCzns+4bpJw+TBYbyxzhE+AdzPgVWxpHGepSSsyBJr/LHYBswZ36IQMF03YcxZ0GgKz/YTtAnjf/QccQtpbD+CVgIbgFDGVqBnGhRH07B9mCD/T73rjLki5OY63QqAi1waIHh+qM40AUgwEEAbl3jPxgboNTX+U+O+KHIcP2g+H6oG38w9H7i6/wHZUt8I+TDEMuGuuJHGET9x3KfmmTfMP3Yh5A07eM+TkAh04CbfgjUQx7R+tIRh8AhlfsQo6e+5vmHOItCMc+C+8SXcg7JyC9Bvh74BamfxlrgB94niDW/n/ko1v0+BBWBxnuKRQ/2IfjPQsPpZ+B6Qp3z4AIiEcMLykESUl9jOyaHqZBu73GIhbTFIkJJsVg3JNIsQsAX/WClh7EmoR7sxxACRr0OP4P2IYv2AJqcEwt1nY+VaZFiDn34RrgfR5EW7g+DDGHeSnAdw8JCBIbS4+MUh9xb8tnDoEUQqausB04kUaDzHkV0daJyH0PgmYZG1AeTEmR8ldhG/RlEuTr/QWMinf/EfUZhrAsALJ4yI+qD5Qh0oUkArC4TrAsANInFouIHCUCakncw9bUejBPbTP7EOZAvY5DGyi/jwJX56JJ2xFk9I9s+uXWfzzdF+/Nzb6bD8vASSfB/JsfW6DEfnmuhCPXDL7SIbJcv2CUE1nBBLyKwLQ/aYkgp+2x7cKmYN/JOCmk1ZGSrbTlW1vSYYT+hf4asTJ4F4LO0burNtHH0C36WZ6UWm/Zoz71ynHqyPtLeDtFemtJvmygnhbRjQkfKYyVHxjtHvG6y+ao/8iTGoDO678Li4xks82Ut6xNbhItf9hcbftaZfYU/a22YrNU9zD5StypJkfa0i+X2TiW4+2Wfzx47efplH+bMIhF3pTjw0wGAeXVNmugM2zajYQhsgwaR/VaJa7z1cjh/7mckgdOT9FD86CaAyfj39PfVng84jiGyZIzpVHsA5o6uJzmorvjtzSvvrtx6DBda7Y20p9y2HMpcfGA3rUeUo91Zvlfq74/US7un8pBx9bAcruSRGfJQUN4+CkSvZhNVIe+2EEndtzFGm3rbfYMBJ9QTFNFtg3ZqCHkeCJHnaLPzXb/E3SMGdDTznDwow24iwRDYOdd9591y/tUBQ1LKq+lkD4cOcqkOy0RY3dDL5RV8AFaYHc95KJs7p/iympfTslFh1Ru2+9YjYjd0+wBUgd73oSoB1oxKuuW2Us9Rh35xZve2lR7a+0FMw5lmAWJ2q2j4+LVz8+q5isdyz0ig33YhYV3ONpRK7Zgfo92j8ut69HPLFntV0uPE2jHz9ukC1oMnvmxB9Lk1PvdEL/coZtudB77/wI9RU2HlJH92PT419x4ZP/z2t2q2wCWNgb/1wHVhTtWXfRA6zzpR7RXLJp//g6k7zAu2WRHR9pu8KEBGUXggHAzc6r/Zjf72MgmFhGGToe99O0hdL7TAVbPZWjgGjsOjkOb9HO+6XP+7bgaMguckHnE7ToB4T6tqqN2Q71647WyF6jbYA08d+HQbvHTm5GAhpxvmmxLdbfVQzpo7MdV35RCMXA/zZiV5pXVacGt+PK9O5tWQfD2kMjO+K0/I3+FdeWij59sLsKeSqeRDYORCs7Y54kW+lmNnkIRgj37u4ecA42m8pg1pVx797PCJIjzuPiDhiq5Q/zUmwQjSIWUEAbEQvaqridaOUEa+WNp+Pq0nqrr3CvmCNVRVnakcwWBrz+4Oixss3MMRLB6hz3bQvGgeimJpKjYF4fC9qi1f8hOHjKALwwARMuVJbFJC2wiPq9ki3qjFJJpzo8Yp9fhfk8eSGMuDgAqhva8BClNIFwwCQJ01MzyeaCug3JMzKr899ATItnUP734yHuXkIDST6ckw9x7ImY18yN4nGML89pGTq+uxjSTi3msDYq8NdR8hzbOQSN7AqW6a9sk8ctN6Xt5V1czJ76sS9AS0m/y/IMrlpmzKAiKaxvk3u5tC+lhWs8LytMp6NmKLsI0wucxwdSWOnBrgi498qlzYv4E1isD2CZbOn46To0/dIytSVUefjgNyiAYM2CAYfnLBpJyAERPfDxGZ88Vmb/BpGJCCnof2Rp9Go+AkwYcD+IL/+gs+w5Mwoj8R/RmdIB+w9RzTF7ZwtOKGdXU4WBGTujLtqWZTR+vZ2D/RrSnYxMOe9+JaLo00qxk+Z3bT+2bS98D48UC44LXgnddcp//yP+6NHo7IN0S+sRf2Vn3DHenv3nnEAXSCK4IMt8iYn/Zm7tbAZMFRU0I8RpnNnekULLoUSJmk78+1WLEFK1MZwMIajyWpJ6xgKAsOUcdrd9Iq9sPSSrjeJlTWpOqpSRUSwx+P2hfeZc7kRr1XxMvad+D35I1S8h6HKPY4DT1j4QFZ+2TztKnqln5YsTxGPQnON/NGt5CkxHzW5OEOgiZnAChtizwycFL1N0e84CexiAAdfnmcQkMSWaG8U8sHYW1Kux9rDyD2ZM/0x5PlXWBe4CnhLbR7bU4cf5T4CaxvPcJcCZU17N3Hmulrm5wk5codFw5yY46LhWxE7955pBftsbw2ymD3+UUYQN7flEOmQB1HSCH0B2dZmZlzA7f0el4Bo9bgashsVFVz6EzKZggO+hYC3XVBHgKDOHRd3EOk87Z4aIAT5HwXTFk+n8vk1L7BK+aMxBi+PC6znfSWeAGAjUld8fQc4xKoyLrGOElfd598JX18pW8Q4FS+W/mVSSJOjwDk+Jj+H0Qsr/p9Za/CGGCkLYMKcC9UgA0o0pZBobgXCsUmibGASnuBzGHJQfWPyRySHFH/gNrx8FGYLekroDVI/RfngLCZDOfo/20LuXQnQkgaHdmSBjBVDrklV5MTzo/ZvduieZsvioHyP2SgOtT9vzKsm5qkAFmYp1idn9lDP9eTnwlzvj/7XzfVWKY=","code_sha256":"7f40448eb831e0d9aa5f969a83f74a4b584a82190edcf32add1ac904e3add2fb","params":{"hidden_units":8,"input_count":19,"layout":"flat 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,"IB":"301941829a44bb60977bb28181a5e4bfa6544f3696763f987054789b2611d686","IB_port":"f63227c5e0f63633efd132d6fb402ede665e5c9cb24481911471e8dc20a3362d","replica":"1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c","RS2_port":"9eac3553357528b06eeae3ed8d18283d83401e1968145ceba16be356a147e271"},"notes":["The joint search did not improve on IB: every monitored trained CMA mean scored below the initial point, which was retained. Valid means the stated fee, gas and gate criteria passed; it does not mean an improved policy was found.","All supplied file SHA-256 values verified before execution. Repository pinned at 6b6921f8d463314aa7c96234e1be25a25245f704. Setup succeeded, wheel hash verified, StarterStrategy validated.","Used the supplied IB port without reconstructing it from Solidity. Replica market engine unchanged; strategy block replaced by imports from the supplied IB port. T is the same port with a zero correction head. HA uses its supplied 13-input weights, padded with six zero input weights in the identical 19-input port.","Structural constants WAD, fee limits, BPS, ZERO/ONE/TWO/THREE/FOUR, ONE_WEI, FALLBACK_PRICE, mode selectors and L*_N* literal inventory were not optimized. DENSITY_SCALE, DENSITY_POWER, Q weights, count caps and DIR_IMPACT_MULT remain integers. REVERT_U starts at zero and therefore remains zero under multiplicative search.","Frozen Solidity passed amm-match validate as inputs_b. Frozen weights use 1e6 fixed-point literals; real-unit constants use WAD literals; counts/exponents use integer literals. Strategy structure, feature formulas, scaling and state layout unchanged.","Replica holdout baselines were computed independently while training; holdout candidate evaluated only after freezing. Holdout used once per arm and never for selection. Real confirmation used each prescribed seed once per arm; initial engine inspection used only Vanilla on seed 7655999. Paired standard errors use sample standard deviation divided by sqrt(n).","Retail and arb real deltas are Y-volume changes because this engine exposes no retail/arb edge components. Holdout separately reports replica retail/arb edge changes.","No leaderboard result or top-10 placement is claimed. Selection retained the initial IB point if no monitored CMA mean beat it. Independent restores of the saved CMA state produced identical next populations, verifying random-stream checkpoint persistence."]}