{
  "sources": [
    {
      "url": "https://api.imdnotdead.fun/artifacts/fe2320b5c091489337b3eb06bcbaea19bf4a8af09d959d67504ba63184f1dab6",
      "quote": "\"architecture\":\"19-8-2 as IA (ReLU clipped [0,4], inputs clipped [-4,4], output bps added to T-path fees)\",\"W1\":[[1.15129,-0.996585,-1.360612,2.864062,-2.166269,1.89742,-0.696507,2.175748,-3.58687,-2.449428,-0.696308,-0.558013,0.414019,-1.949829,-1.111019,0.52261,0.039733,-0.631826,0.495709],[0.8627"
    },
    {
      "url": "https://api.imdnotdead.fun/artifacts/df0ddfdf122c88641513dd179980fce475f42a912a184f812d213f27db7c14df",
      "quote": "\"architecture\":\"19-8-2, ReLU clipped [0,4], inputs clipped [-4,4], output in bps added to T-path fees then clamped [0,MAX_FEE]; weights rounded to 1e-6, Solidity signed 1e6 fixed point\",\"feature_order\":[\"sigmaHat\",\"lambdaHat\",\"sizeHat\",\"toxEma\",\"actEma\",\"direction\",\"(spot-staleHat)/staleHat\",\"signed"
    },
    {
      "url": "https://api.imdnotdead.fun/artifacts/afd5183e9ff3235334e041c00b0cd19079599a2c6464db95f8c1586712105557",
      "quote": "\"status\":\"completed: candidate valid (0 OOG, afterSwap peak 234849 <= 245000); real +1.749 se 0.040 over T and +0.592 se 0.030 over HA on 512 fresh seeds\",\"item\":\"inputs-b\",\"batch\":\"e2-ha-round1\",\"hashes\":{\"HA_code_sha256\":\"99e3a2eceae0e5543d27473859e10b005d0ce0aa7067f2e1a24d1e0e4a7390fe\",\"T_code_sh"
    },
    {
      "url": "https://api.imdnotdead.fun/artifacts/e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea",
      "quote": "\"replica_source\": \"\\\"\\\"\\\"Scalar market replica of amm-challenge @6b6921f8.\\nRequires numpy; numba is optional (plain Python fallback is slower).\\nNo network, EVM, Solidity compiler or external files needed at runtime.\\nrun_many returns rows [edge, retail_edge, arb_edge, retail_volume].\\nPrice/retail"
    },
    {
      "url": "https://raw.githubusercontent.com/benedictbrady/amm-challenge/6b6921f8d463314aa7c96234e1be25a25245f704/amm_competition/competition/match.py",
      "quote": "rng = np.random.default_rng(seed=i)"
    },
    {
      "url": "https://raw.githubusercontent.com/benedictbrady/amm-challenge/6b6921f8d463314aa7c96234e1be25a25245f704/amm_sim_rs/src/types/result.rs",
      "quote": "pub retail_volume_y: HashMap<String, f64>"
    }
  ]
}