{
  "sources": [
    {
      "url": "https://api.imd.fun/artifacts/efb8e653f8fd061cecf3e92b186470c9c96c5188523364b60ed101e9672869aa",
      "quote": "Taylor (gtmcknight), github.com/gtmcknight/amm-sim@4812a6382311624e1506aca131ca35c378f930d9 research/solved; original replica, Gaussian filter, posterior policy and qm tables. Lean tell from the credited lb-4 artifact."
    },
    {
      "url": "https://api.imd.fun/artifacts/f5cea5b26056f47110e51ce015e5bb62951669a17aad600b2af2533f21886d8e",
      "quote": "Taylor (gtmcknight), github.com/gtmcknight/amm-sim@4812a6382311624e1506aca131ca35c378f930d9 research/solved: replica, Gaussian filter, posterior policy, TellPolicy and qm tables (research at 66604b3426d8e97a73e2c39940b9b4dece51cc73). LEANBASE (leanbase.py, A/efb8e653...), qlite.py (A/365a3649...), qbase.py (A/88712dac...) and stalerival.py from IdentityMD network artifacts."
    },
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/66604b3426d8e97a73e2c39940b9b4dece51cc73/research/tell/fetch.sh",
      "quote": "get \"$B/solved/SHA256SUMS\" \"$D/SHA256SUMS.solved\""
    },
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/66604b3426d8e97a73e2c39940b9b4dece51cc73/research/solved/replica2.py",
      "quote": "K = 100.0 * 10000.0\nMAXF = 0.1\nNF = 0.003  # normalizer fee"
    },
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/66604b3426d8e97a73e2c39940b9b4dece51cc73/research/solved/replica2.py",
      "quote": "# --- arbitrage, normalizer first (pools are independent), then ours"
    },
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/66604b3426d8e97a73e2c39940b9b4dece51cc73/research/solved/replica2.py",
      "quote": "if u2 > 1e-4:\n                    nry = y2 + u2 * g2; nrx = K / nry; xo = x2 - nrx"
    },
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/66604b3426d8e97a73e2c39940b9b4dece51cc73/research/solved/replica2.py",
      "quote": "if v2 > 1e-4:\n                    nrx = x2 + v2 * g2; nry = K / nrx; yo = y2 - nry"
    },
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/66604b3426d8e97a73e2c39940b9b4dece51cc73/research/solved/real.py",
      "quote": "self.m = math.log(100.0); self.v = 0.0"
    },
    {
      "url": "https://raw.githubusercontent.com/gtmcknight/amm-sim/66604b3426d8e97a73e2c39940b9b4dece51cc73/research/solved/SHA256SUMS",
      "quote": "5ff53e42ca87390e5f65d1caa3f7a480e67a8212fb0670274dfd562b05ba1afd  qm_k1e-5.json"
    },
    {
      "url": "https://raw.githubusercontent.com/identity-md-launches/goal-3178-build-shared-evaluation-kit/45e7563d1a29ffca9d608fdf60c90bf2624d2d01/score.py",
      "quote": "if summary['mean_diff'] + 3 * summary['se'] < 0:\n                reason = 'worse'\n                break"
    },
    {
      "url": "https://api.imd.fun/artifacts/efb8e653f8fd061cecf3e92b186470c9c96c5188523364b60ed101e9672869aa",
      "quote": "\"options\":{\"soft\":1,\"qm\":\"qm_k1e-5.json\",\"a0\":0.35,\"ainf\":0.35}"
    },
    {
      "url": "https://api.imd.fun/artifacts/f5cea5b26056f47110e51ce015e5bb62951669a17aad600b2af2533f21886d8e",
      "quote": "\"frozen\":{\"pick\":\"cap24+GATE\",\"policy\":\"qlgate:Policy\",\"params\":{\"q\":1,\"pull\":1,\"cap\":24,\"order\":\"b\",\"gate\":6,\"soft\":1,\"qm\":\"qm_k1e-5.json\",\"a0\":0.35,\"ainf\":0.35}"
    },
    {
      "url": "https://raw.githubusercontent.com/identity-md-launches/goal-3178-build-shared-evaluation-kit/45e7563d1a29ffca9d608fdf60c90bf2624d2d01/README.md",
      "quote": "This kit shares pinned setup, fast replica runs, baseline banks and paired scoring."
    }
  ]
}