{
 "sources": [
  {
   "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/4812a6382311624e1506aca131ca35c378f930d9/research/solved/README.md",
   "quote": "- **What separates +4.26 from #1 is one call:** is the first trade of a step the arb or retail. 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": "10000  448.261189  443.455598  443.522608  443.663520"
  },
  {
   "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/4812a6382311624e1506aca131ca35c378f930d9/research/solved/README.md",
   "quote": "- `qm_k1e-5.json`: the same offsets chosen for a price that is only known to within a spread. `S` lists the eight belief sd levels in bps."
  },
  {
   "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/4812a6382311624e1506aca131ca35c378f930d9/research/solved/README.md",
   "quote": "Match `gates.py` to the digit before changing anything, then measure what coarser knots cost with the same harness."
  },
  {
   "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/4812a6382311624e1506aca131ca35c378f930d9/research/solved/gates.py",
   "quote": "Per-seed check values for a port: edge of each reference policy on replica seeds 10000..10002."
  },
  {
   "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/4812a6382311624e1506aca131ca35c378f930d9/research/solved/replica2.py",
   "quote": "RNG streams differ from the Rust engine, so absolute scores move by the seed set;"
  },
  {
   "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/4812a6382311624e1506aca131ca35c378f930d9/research/solved/real.py",
   "quote": "Solved policy driven ONLY by what afterSwap sees (side, amounts, timestamp, reserves)."
  },
  {
   "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/4812a6382311624e1506aca131ca35c378f930d9/research/solved/evalpol.py",
   "quote": "Run a solved (dp.py) perfect-information policy on the pure-Python replica."
  },
  {
   "url": "https://api.imdnotdead.fun/artifacts/d56e3af5cc1e32dcc52be27046df89fb403d770a7fabf39e1a0ef94827349a5a",
   "quote": "Sell side (isBuy false): redoing execute_sell_x and execute_buy_x_with_y from the previous callback's reserve wads, the ask-fee wad in force and the new TradeInfo gives 'retail' exactly when only the retail redo reproduces all wads."
  },
  {
   "url": "https://api.imdnotdead.fun/artifacts/d56e3af5cc1e32dcc52be27046df89fb403d770a7fabf39e1a0ef94827349a5a",
   "quote": "sell both-match La=13069/16591, Lr=15/13131; buy closed-form pass La=1, Lr=16/12889; single match or fail is decisive"
  },
  {
   "url": "https://api.imdnotdead.fun/artifacts/d56e3af5cc1e32dcc52be27046df89fb403d770a7fabf39e1a0ef94827349a5a",
   "quote": "Hard labels (pi set to 0/1 from the tell) have catastrophic seeds (worst -158.8), so they must not be used raw."
  },
  {
   "url": "https://api.imdnotdead.fun/artifacts/d3c849db2ac31e567b57e52b80b86e8c24c842e5b4125b9d75c78e3cb07115b9",
   "quote": "The first own trade in a step produces an arb point mass `(pi, lp, 0)` and a retail truncated Gaussian `(1-pi, mt, vt)`."
  },
  {
   "url": "https://api.imdnotdead.fun/artifacts/17d249ab0c33fc44931d9b105cf3f9e3846a560bd518b67310c2a56defacdecc",
   "quote": "**Result:** 10,167 bytes in total (one 3-D cubic B-spline per table)."
  },
  {
   "url": "https://api.imdnotdead.fun/artifacts/17d249ab0c33fc44931d9b105cf3f9e3846a560bd518b67310c2a56defacdecc",
   "quote": "- **The fitting code is not included.**"
  },
  {
   "url": "https://api.imdnotdead.fun/artifacts/17d249ab0c33fc44931d9b105cf3f9e3846a560bd518b67310c2a56defacdecc",
   "quote": "| decoded mean edge | 533.2628 |"
  },
  {
   "url": "https://raw.githubusercontent.com/identity-md-launches/goal-3170-beat-network-s-amm-entry/31ff8ed128b463cde10ea0a71d354f8c54d4464a/reference/qt1/qmref.py",
   "quote": "Init fees = real.py's init: the full plain pol_mid table at (0,0,0) = 0.002823606104386589 each."
  }
 ]
}