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7WFqHoObsBac+vbLfB8Wu9a+AZ0pkq3c3op+BW82nyzBcAWnNYKEfsXrLzm4grAfo+PK1wZwomxIXwGzTuDE9pnpSFr3KTANYDNoBpGc20YnFIYWIzgWbNtGHfd9EnDdxanmomyHiSnJ5mGSaVPVqsue9rm5Ebmq5qRBtAWt0XLbNXEmjQzK6CaNmqaW9ssGKcJ6QU6OuQdvR/xVhY2ozekC/ILBHkWyLMjmj+fvWHWspn8cGzAG9+rFkT/kKMXAN3R9rF/UcYKurKVg0Q0CA4KC3pYrTfLbKENS0wC2tXFAJz2dac/t5lLeOSwK+688/s9dYyLVY2iuNDV+ObbXBmzHRlNm4ZDwxScZl9RMUe15ya1L/ZNK9/ajVHmaggt/2sd5C8zwmrJERrfoVTloHM9I/AC9nR26122mKEVPqOj1BGdaoLeOG/kR5pGebF8tcWN+ljCoZLDfT2CkhMNTtVgnWhQL4b1/f0Wvb7i20AeHB9Oj2QX14Ngw0PXpCxIwkfLhIht41jwHDZOvQP+obJxMeicWmFGMcL4Nr/fPeKz6sd5e7FmEbtbIzhL5UqtzRHiBbU7UoRQvT2+0kpE7rxBohr17r/MtihFGsFRjf40dewHAULd0g2xaag/LExqTj5bomnbMyjuLlq0d3RMFAR42qxvgRTh0inWVF9fZ9nmlpaAbVRLDS1YPm1Y1EI1XuYQBbpU7LKIRYu6V8S3+e5bnq/MpovotiFn1Txnm7lWDbZs2OuL+m1ynTg3jGdsEnkBqbs0f3k3NJ2cmJ0Pdw9rS5RBWHgnFoCJt5hOzdLZ7+/W4Njx5ym1MS60lv89aPkvAcfXwy2GsCbKBsmuFi/Oz1noFxb02wFQ5PzLCn+PAuH1An9rQL+ZGav4evw5mKpxmiTNVMPDA/B4WjgWjT/3EPQSHH0PUDzwrQjw3LyHaZloZk4GxCD7BaTKhRhsWmr6u4y9V0DiOZ0nEP+opUGWtmbAdRGH07V1aYuo5QqspNHsAaI4o9Kblj/fzigsy5br/Wo3+84lgO3myxz8wvKp5evfTCHeFF+0KUAA8DzDrfmYVCkw2J4JFuqALNvuZrstgaKpdmOb/A5/BUPAWB+Y7nZU7WpWj9nOnjOY0jIjQGL4LqnaN/jXnOrpVO9G32e5bjFQoDucoBqaHi/+zkoBdK97WBQb/CkN7UukFM2dHPyxyKZt5gV2x0AwPwMuHy9W+bcZxNJPNhdpwFGQpvrFK4SRM/xtWsUAvOpw02pFtlEdbi73i8L+yyltMCnNo25HW6K7k+PydlfUrnHbNQZy/NqAvn9wQL3NF2ucLztG5uC2PNBjW7XHMI4Kbzh0rz73ofU1XElwOr9KEmRuhQaS8K9qYQyy0IhvBQ7IWxmt5dZw67ZN4tDpY74i20ZbIB5HRYuQ/HnhMKFWFnwbQqWG2ESmTijsoIWNu45wDBakZW9O0sYsTzdpQgeOY4MsYOkAciyu6Yj9FYpOKsVdAZ2LWXDK0VQdRrUL4uOoOo2w38O0G3lRzVP7PiL9ki3J91iHA3NU+ZElAoluWTUe/NndnBY4D8ldNy5BQ7EqDJOOvYQRx3YHRznMgBW2V+e8dzjE/eIccM36bnHIa1L+03oxu0SicVeQdR0ALL5YC07tFdHUOZdXC8rQs5rJvNCZbO1AS+mx3pTwsm2UWK8f6Zi3aA1WyIiQln+HOU7LL1TKs21NzrrNmErKU0eXWoVt5F0/oj6Njf4wd5UtgEbHD3ydNxUVmhalK8CpmzziQzgp3V51bBbbbIkze58BSxW5Pz2t4cTlAjnNJGrZ49ZnbPSkoJ77UG24roIB+h8HNazGUcOWPMI6lvdPDqE1PpwetnOMCOou50ph0t3o9ECOiAYu6qZF506UNcBG9SWjIS2z7zUKbtDbFq5U1SoyV6p6AanRwTbi2JqwrMSQO9z5b46JpuTj8I8sDeqh3tQzaFDVcGFhon1QxkLdE08rN6JDiwbkFarJcftD6Te1NtDBQEk3mRT8iQkOWY7W5TqmUdw9y0aWs080sYqcEsGVS62aqZtkIrofJZeKLvlgfklcdVFdTHh1cTptqv4FeDm60YeF7Bts+RAdoYfRMT7vky/2PvnyYxeDwXLLd/ZxONfO9DG9kCiuINbmZBLH5MxbvJ22eAMt5Y/NWYVnUneOTFYnznEJh6AloGZPNmR4qODLfVcg1qCanKg9yX34YVv3fvvIfKFBQ8fP1ksJZeTm+nnqhHZqXoeDZ+TL9SZ2xhG6y6scPdtsJPSm8boxvJrD4Zj4GL8NHQ1bD0xgVdGMbbMtkhSi5WP60zCB8p8wK9GUuKmY4zXntGHdHPz0Xop29r/eSFVz5A0ljtBF3nKu1KWGJnHmAzhnNkUCfYuqTrBhYk7A5nja532GYG/8pN/t/GIpBoDNYz/sCJvNslnTI2pvlvUjpDHLgXIdm6WpUnaD8dhoMadsWKbc9GbZMpOjp5NhlAySIOymQT/pBWmYiCT+fahZ2IkGvagb9HtxGiVxGCQ93cyE+XwwaToRo/OIxyR2N/Mv+H9+zPhk4oIt8zJyw7wPP+uo3ps2av+lnI3cOMBhcSaJgrgrKEydzTjNEMdOoKKYHQpVdFeVaSGTNxXuh7jYA6hMIh1MIRTOgzLJI+tWynn1Mi3dJ+D/JEP+xA7Y3VcxoMLCTVfxgYx9z2sJBv80uI/CKZPhblNHUyXf9S2ff3m0nlG0easqhcQc2Crr3KBvhGMyc1AFW8BmYoUnPlOtuuo3PkVlzrdb/B9otEZycoz2AyAT+/H7n4JKDo5Uwg7dR73KupvHJQ5yCZ5nm5UanO3ECsquNwrNbPu0M+sG3PL1zmv41+34mRKnaAgWMFYbOY/aRtHez7ztcDGbL2a2Ycm9Gj+amhbpLRdia5gfVE3tZalMh/u2OuCXVtaLAvJZljwA0LKH2So4q9JGZ7XVYpQxVzcmienWmMdhCT3cZuaqkZPFTQ6JaeANCqKbVoKIoMCm6UhFgbknxX5J+WDqpWm2TqLTu4wB8hNKhfm3+jZ1EKEQEHgI06a+QrMfSuqhGt5WVtjeMOzssLNjmIz1drvf5HacZGU29UXlsxNGWYc8bm47E0lVqr6/5jrfYV59ThvAsqkBMhsANvQGyskpzV98h8q4o0yayFhiAsq6I7xNHaKbQ8GdqP7LgY4bNEpzl6109xfZbndw5Jy5x5TSe8NpE4NzQVlPDm0uEotxOMfs60dcrIjSto/zB+393Qe3YDOGtYq5druNinOpiQzJfp4s97z04OFYJunqpam5FKQK37bpB0M6AJ5wx39FMSW+SivwtfnekloO880WdBuHTl2fPimvp6dEcTI+zqrhSbhI8EbhOSpVrKzZr9dbLe/Ck+9pg5y+E584R23V9MR6/cDvTAtbptVJifLPzlVaPcTiB+cmLW0hg3az7WL9pJ1m+Rl2tRsoP8vWOth+PcDOkP0ZO9MtP6qc61dt/GB8WnQWDrJZQ7NxQPUGz5IVTDZ6gKuy6gJXNPICV56sJ2PBxYwZLzrx69wWJTpUTf0YwyS6qB/TgjIDf9Ki8vGWmgt2T+Zm5HXotRDLTAgsg5F1BlyRH0vqED+WVoHfYU7Wu+oqqdtoj0d1YJbVvHiOJV7A6QYv5k/g4Cf039Wvw/Pl0+6ldnkuEcrq0bh5OCcqpx50Ymmn7vjVNo2/XOq09ZlVYemmHwOUqICIpiZd0Cs1osDPHL7L6O5UJy3KKAoxZR93cHRGVnvM6rF+tHqk9hZBX8en8zVhikm8tqCsRvRUwBw9SrMcIDbsFI4kBREFhRxXI8yTAgmJ0T55pZ36UeqQRFOTaijJ5Wc8MMLx8Gm/2/o1uh2kZ9Gwj9B/KZk9PMBfH3PJeCagX1Dd2EGqenBCKRO+nIau0in9dsx6e6iv6+wMadhp0+8ADyRFGV3Ig25sg0yki40yOM7yWQgSknuK2Cg7MylICx4z3H5suFHGRTO2gGRWtWfLduTABRvqXN58J3XXN4Bi4uacRvx5Pm3cfA6bBGhi6fJcVWxfptdm2HH5gLTBliQj9Be7V02jAIfQVGOowicWvuEQOTeEfMJG39ErDZCWAhvIIQmBcymkLR5ASnOcdLdTHj2hjgFVeHhrWr3x2z9o1rbaYYI4bEaNy3MGPWJe++bzunl5BmD4IvpMZk93RCV8M5w6k3u0JndWmNyrw+Bx+iPllSSjGDQVh0dkAOr5XtQhSOIVxBB0qhof+0GF5F4PCPu1LGkQUbMgg8dp49WlyUo0RbJSbNB8vAU/1+5i/rFO/x1AvbARWmFB8zGrJNYvzMzK1g/LzIIeq8XvWiRdStgX7PrVmXuiG/MmYz9D4+tM/biMdj37QZk5jOoXZHwGHauNwD76jbXfF3+l33yZR/aed3lOv0zzLs/ox6eXN2zABXuMnNdgOllr3gEu9jm+B/5FXhgCBM8DSFD6qQ4CmzWiaWO53vjKP0gglm3CGbDVqk3vJe7BEunpJbl4sD3v44QCEfOfX9+tn15qdXvAW9iGdvwg8abwHtG8c3ZeLX6cMFWZEz+E+395BOf0z6xxAP9H9t7/AOzmIos=","port_sha256":"b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b","port_note":"START's port unchanged (weights are the W vector: 1, feature_multipliers, feature_offsets, W1,b1,W2,b2)","sources":{"HA":"https://api.imd.fun/artifacts/2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690","T":"https://api.imd.fun/artifacts/6ac5e013b7b1fb4c5e7bdcdfec0aba28b16824e18ccf39500f258533879faffe","replica":"https://api.imd.fun/artifacts/e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea","RS2_port":"https://api.imd.fun/artifacts/d845a4b94eab87f23956fd1939c0135d955df212d1f3037f2a761c178cef7a0e","kit":"https://api.imd.fun/artifacts/0d8194e9f6e0017dc4e515cdb04c048efc292935bb1d18e3336091fe81154786","IA":"https://api.imd.fun/artifacts/df0ddfdf122c88641513dd179980fce475f42a912a184f812d213f27db7c14df","START":"https://api.imd.fun/artifacts/ebbd90c663c396598965b23341aea97a4501b4c971db183a8fe94a880f399979","IB":"https://api.imd.fun/artifacts/afd5183e9ff3235334e041c00b0cd19079599a2c6464db95f8c1586712105557"},"holdout":{"seeds":[41010000,41018191],"frozen_vs_start":{"n":8192,"mean_diff":0.055725278821003144,"se":0.004799278934545026,"retail_delta":0.08079188980042065,"arb_delta":-0.02506661097941785},"frozen_vs_IB":{"n":8192,"mean_diff":0.23913477460810742,"se":0.007970960340885045,"retail_delta":-0.18220162293051523,"arb_delta":0.4213363975386222},"start_vs_IB":{"n":8192,"mean_diff":0.18340949578710425,"se":0.008070722340051928,"retail_delta":-0.2629935127309359,"arb_delta":0.44640300851804},"means":{"frozen":530.4143617456946,"start":530.3586364668735,"IB":530.1752269710864}},"real":{"seeds":[8041984,8042495],"protocol":"each strategy alone against 30 bps VanillaStrategy: amm_sim_rs.run_batch(bytecode, VanillaStrategy, configs, 8) in 64-seed chunks; configs per MatchRunner._build_configs draw order (replica market_config) via build_config(seed=seed,...); each seed run once per strategy; retail/arb from constant-k pre-arb reconstruction (kit decompose)","paired_vs_IB":{"n":512,"mean_diff":0.275981902306664,"se":0.02882724345697524,"worst5":[[8042433,-2.536372285299194],[8042122,-2.0903925583949103],[8042303,-1.824517708102917],[8042395,-1.488891792253412],[8042387,-1.3687080605386654]],"retail_delta":-0.17103338567897575,"arb_delta":0.4470152879856386,"sum":141.30273398101195,"sumsq":256.4157965738347},"paired_vs_start":{"n":512,"mean_diff":0.04194916931395376,"se":0.0173058274418123,"worst5":[[8042356,-1.5886041226881389],[8042471,-1.4826463769512657],[8042049,-1.297015937427659],[8042366,-1.2405661150779679],[8042053,-1.122179446187829]],"retail_delta":0.05008711370102892,"arb_delta":-0.008137944387074533,"sum":21.477974688744325,"sumsq":79.25758608738624},"start_vs_IB":{"n":512,"mean_diff":0.2340327329927102,"se":0.029450194641928315,"worst5":[[8042433,-2.588235065264371],[8042122,-2.0874358795491617],[8042303,-1.7352403177230826],[8042395,-1.6241849226430531],[8042225,-1.5191507690215076]],"retail_delta":-0.22112049938000466,"arb_delta":0.4551532323727131,"sum":119.82475929226763,"sumsq":254.9600030436818},"mean_edge":{"IB":523.1147339935096,"START":523.3487667265022,"FROZEN":523.3907158958161},"mean_retail":{"IB":553.0263470211576,"START":552.8052265217775,"FROZEN":552.8553136354785},"mean_arb":{"IB":-29.911613027648073,"START":-29.45645979527536,"FROZEN":-29.464597739662434},"by_quartile":[{"quartile":"q1","n":128,"mean_diff":0.29145216702450316,"se":0.0488727221622166,"IB_retail_volume_range":[58237.871938076525,68725.74724529941]},{"quartile":"q2","n":128,"mean_diff":0.25235265771804016,"se":0.055362305521569434,"IB_retail_volume_range":[68851.84324369808,77374.91151364121]},{"quartile":"q3","n":128,"mean_diff":0.22400971063545372,"se":0.06098570292803473,"IB_retail_volume_range":[77524.58675791069,85745.48828029897]},{"quartile":"q4","n":128,"mean_diff":0.33611307384865885,"se":0.06438847949238771,"IB_retail_volume_range":[85775.99473839479,99000.46179387133]}],"by_quartile_note":"quartiles of IB retail volume (Y) per seed, q1 quietest; mean_diff = frozen minus IB"},"gas":{"IB":{"afterInitialize":{"calls":512,"ok":512,"max_ok_gas":243227,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":5476486,"ok":5476486,"max_ok_gas":236979,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":512,"ok":512,"max_ok_gas":21735,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}},"START":{"afterInitialize":{"calls":512,"ok":512,"max_ok_gas":243237,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":5473084,"ok":5473084,"max_ok_gas":237683,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":512,"ok":512,"max_ok_gas":21745,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}},"FROZEN":{"afterInitialize":{"calls":512,"ok":512,"max_ok_gas":243237,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"afterSwap":{"calls":5488481,"ok":5488481,"max_ok_gas":237695,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},"getName":{"calls":512,"ok":512,"max_ok_gas":21745,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}}},"valid":true,"notes":["All downloaded artifact JSON sha256 equal their URL ids; decoded START code/port and IB code/port hashes match their stated sha256.","Checkout benedictbrady/amm-challenge @6b6921f8 at test/scratch/amm-challenge; goal SETUP script ran once, exit 0.","Replica = supplied replica_source with STRATEGY block replaced by an import of the given port (START/IA port for START, frozen, IA; IB own port with IB weights in TH head).","Best monitor ES mean at generation 410 (+0.0490 over START on monitor) was frozen, rounded to 1e-6; holdout 41010000..41018191 evaluated once after freezing.","Real-engine runs for IB and START were made before the search (independent of it) and the frozen contract after; each strategy alone, seeds 8041984..8042495, each once.","Search minutes count generation and monitor time only; search ran from ~21:12 to ~22:21 local and was stopped ~30 min before the time limit.","All numbers are local measurements of this run."]}