{"sources": [
 {"url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/4812a6382311624e1506aca131ca35c378f930d9/research/solved/README.md", "quote": "The filter is wrong 16% of the time. With the true answer the same code scores +6.98."},
 {"url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/4812a6382311624e1506aca131ca35c378f930d9/research/solved/README.md", "quote": "| solved policy, real inputs plus the true arb/retail flag | real + flag | 536.54 | +6.98 se 0.04 |"},
 {"url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/4812a6382311624e1506aca131ca35c378f930d9/research/solved/README.md", "quote": "10000  448.261189  443.455598  443.522608  443.663520"},
 {"url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/4812a6382311624e1506aca131ca35c378f930d9/research/solved/README.md", "quote": "All numbers are from the pure-Python replica (`replica2.py`, line by line from the engine at 6b6921f8), paired on replica seeds 10000..12047 against HA (mean 529.557 on those seeds, rows in `calib_out_2048.json`)."},
 {"url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/4812a6382311624e1506aca131ca35c378f930d9/research/solved/real.py", "quote": "if o.get('oraclearb', 0): pi = 1.0 if arb else 0.0"},
 {"url": "https://api.imdnotdead.fun/artifacts/d360bea6c8c982717b7b43a8069a87013169c89ee3e4da25622db4d880b936d4", "quote": "| report 10000..12047 | COMBO-qt1 | 2048 | +0.597391 | 0.013388 | 44.6 | 1753/2048 |"},
 {"url": "https://api.imdnotdead.fun/artifacts/d360bea6c8c982717b7b43a8069a87013169c89ee3e4da25622db4d880b936d4", "quote": "- 10000..10002: 443.101741 / 571.454483 / 525.908441, as the brief requires."},
 {"url": "https://api.imdnotdead.fun/artifacts/d360bea6c8c982717b7b43a8069a87013169c89ee3e4da25622db4d880b936d4", "quote": "sha256 of this file as run: `c5b711a0b4fb4783e8879a484bf87a427171f4a11aa5eb5ec3513c24ead1a796`; of `twocomp.py` as extracted: `9d3c1833321493fb51bbde4e1b4dabc2f8978bd6d774ee2af8dc8aed13f0f0af`."},
 {"url": "https://api.imdnotdead.fun/artifacts/d3c849db2ac31e567b57e52b80b86e8c24c842e5b4125b9d75c78e3cb07115b9", "quote": "The extracted qt1 reference reproduced `443.101741 / 571.454483 / 525.908441` on those seeds."},
 {"url": "https://api.imdnotdead.fun/artifacts/8a6e303b662e1a5ea9bb47f31acedd3988ef65b3ddb66d074517aa59ad41ca40", "quote": "## Strategy.sol (complete; sha256 c68887cff61180e12ba2b1ceb333edf76a830f91f63b5d775a8806fb9ec08aca, 42,990 bytes)"},
 {"url": "https://api.imdnotdead.fun/artifacts/17d249ab0c33fc44931d9b105cf3f9e3846a560bd518b67310c2a56defacdecc", "quote": "It is 10,167 bytes, sha256 `3ac7cb8811ecfb6a17f499aa4e9b70dd55f7fb6432b3aec3b904e11a3dece38e`."}
]}