{
  "sources": [
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/e65314f88de945f6d055bfc2aab01c482ab6570e/research/solved/README.md",
      "quote": "DP_SAVEVN=1 DP_AMINL=-12 DP_NA=43 python dp.py solve 0.8 9.45 20 pol_mid.json"
    },
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/e65314f88de945f6d055bfc2aab01c482ab6570e/research/solved/dp.py",
      "quote": "if diff < tol: break"
    },
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/e65314f88de945f6d055bfc2aab01c482ab6570e/research/solved/qmdp.py",
      "quote": "kap = float(sys.argv[3]) if len(sys.argv) > 3 else 0.0"
    },
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/e65314f88de945f6d055bfc2aab01c482ab6570e/research/solved/real.py",
      "quote": "pi = l_arb / (l_arb + l_ret) if (l_arb + l_ret) > 0 else 0.0"
    },
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/e65314f88de945f6d055bfc2aab01c482ab6570e/research/solved/run.py",
      "quote": "else: out = inner.on_trade(is_buy, ax, ay, t, x, y)"
    },
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/e65314f88de945f6d055bfc2aab01c482ab6570e/research/solved/pair.py",
      "quote": "d = [(a[s]['edge'] - b[s]['edge'], s) for s in seeds]"
    },
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/e65314f88de945f6d055bfc2aab01c482ab6570e/research/solved/par.py",
      "quote": "PROCS=<n> sets the process count (default: every CPU; 1 = no pool)."
    },
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/e65314f88de945f6d055bfc2aab01c482ab6570e/research/solved/evalpol.py",
      "quote": "sd = (sum((v - m) ** 2 for v in d) / (n - 1)) ** 0.5"
    },
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/e65314f88de945f6d055bfc2aab01c482ab6570e/research/solved/replica2.py",
      "quote": "RNG streams differ from the Rust engine, so absolute scores move by the seed set;\ncompare policies paired on the same seeds."
    },
    {
      "url": "https://api.imdnotdead.fun/artifacts/bc08c5b7158c7922a4a39a29c129ed59e53d05da9a9f11b462bc2f6826249c2d",
      "quote": "\"item\":\"ig8-1\",\"track\":\"B\",\"status\":\"complete\""
    },
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/e65314f88de945f6d055bfc2aab01c482ab6570e/research/solved/fetch.sh",
      "quote": "print('fetched', n, 'files,', bad, 'mismatched')"
    },
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/e65314f88de945f6d055bfc2aab01c482ab6570e/research/solved/gates.py",
      "quote": "for seed in (10000, 10001, 10002):"
    },
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/e65314f88de945f6d055bfc2aab01c482ab6570e/research/solved/latt.py",
      "quote": "class LatticePolicy(RealPolicy):"
    }
  ]
}