{"sources": [
 {"url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/e65314f88de945f6d055bfc2aab01c482ab6570e/research/solved/README.md",
  "quote": "is the first trade of a step the arb or retail. The filter is wrong 16% of the time."},
 {"url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/e65314f88de945f6d055bfc2aab01c482ab6570e/research/solved/README.md",
  "quote": "Tune on replica seeds 60000 and up. Score once on 10000..12047"},
 {"url": "https://api.imdnotdead.fun/artifacts/4e88413335e28582aa9e96af6520c248a03c03f6944b561bdc7cf433460e2a97",
  "quote": "\"mean_diff\": 0.31928616670818144"},
 {"url": "https://api.imdnotdead.fun/artifacts/22819a1542e36a609ec3d02a160b4b7aaf345d26d7184ef6517abc35b85cfbfc",
  "quote": "\"holdout_paired\": {\"n\": 2048, \"mean_diff\": 0.3229, \"se\": 0.0107"},
 {"url": "https://api.imdnotdead.fun/artifacts/22819a1542e36a609ec3d02a160b4b7aaf345d26d7184ef6517abc35b85cfbfc",
  "quote": "\"gas_estimate\": \"about 0 extra: one comparison against a constant replaces pi>0.5 in the phase branch\""}
]}