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        1.085686,
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      "es_seed": 20260205,
      "generations_done": 210,
      "sigma_final": 0.524401550431785,
      "settings": {
        "library": "cma (pycma)",
        "popsize": 16,
        "sigma0": 1.0,
        "CMA_stds": {
          "W1": 0.16007274507182634,
          "b1": 0.18564858000307327,
          "W2": 0.12726224434596164,
          "b2": 0.1185932470281719,
          "rule": "0.1*rms of HA W1 (13 old cols)/b1/W2/b2; new W1 columns start at 0 with W1 std"
        },
        "dims": 178,
        "train_markets_per_generation": 128,
        "train_seed_rule": "numpy.default_rng([20260205,gen]).integers(440000000,450000000,128), same seeds for all 16 proposals",
        "fitness": "mean replica edge",
        "monitor": "30000000..30002047 every 10 gens on ES mean and generation best; keep max monitor gain over HA",
        "start": "HA weights, new-input weights 0 (initial policy == HA)"
      }
    }
  },
  "constants": {
    "ELAPSED_CAP": [
      "8",
      null
    ],
    "SIGNAL_THRESHOLD": [
      "WAD / 650",
      null
    ],
    "DIR_DECAY": [
      "750000000000000000",
      null
    ],
    "ACT_DECAY": [
      "530000000000000000",
      null
    ],
    "SIZE_DECAY": [
      "530000000000000000",
      null
    ],
    "TOX_DECAY": [
      "910000000000000000",
      null
    ],
    "SIGMA_DECAY": [
      "690000000000000000",
      null
    ],
    "LAMBDA_DECAY": [
      "990000000000000000",
      null
    ],
    "SIZE_BLEND_DECAY": [
      "828000000000000000",
      null
    ],
    "TOX_BLEND_DECAY": [
      "51000000000000000",
      null
    ],
    "ACT_BLEND_DECAY": [
      "985000000000000000",
      null
    ],
    "PHAT_ALPHA": [
      "270000000000000000",
      null
    ],
    "PHAT_ALPHA_RETAIL": [
      "60000000000000000",
      null
    ],
    "PHAT_ALPHA_SAME": [
      "120000000000000000",
      null
    ],
    "REVERT_U": [
      "0",
      null
    ],
    "DIR_IMPACT_MULT": [
      "4",
      null
    ],
    "GATE_SIGMA_MULT": [
      "7200000000000000000",
      null
    ],
    "MIN_GATE": [
      "30000000000000000",
      null
    ],
    "TRADE_TOX_BOOST": [
      "3500 * BPS",
      null
    ],
    "STALE_ATTRACT_FRAC": [
      "1050000000000000000",
      null
    ],
    "RET_CAP": [
      "WAD / 35",
      null
    ],
    "TOX_CAP": [
      "WAD / 5",
      null
    ],
    "TRADE_RATIO_CAP": [
      "WAD / 5",
      null
    ],
    "LAMBDA_CAP": [
      "1820000000000000000",
      null
    ],
    "STEP_COUNT_CAP": [
      "64",
      null
    ],
    "BASE_FEE": [
      "4 * BPS",
      null
    ],
    "SIGMA_COEF": [
      "200000000000000000",
      null
    ],
    "LAMBDA_COEF": [
      "12 * BPS",
      null
    ],
    "FLOW_SIZE_COEF": [
      "4842 * BPS",
      null
    ],
    "TOX_COEF": [
      "300 * BPS",
      null
    ],
    "TOX_QUAD_COEF": [
      "15000 * BPS",
      null
    ],
    "ACT_COEF": [
      "91843 * BPS",
      null
    ],
    "DIR_COEF": [
      "20 * BPS",
      null
    ],
    "DIR_TOX_COEF": [
      "100 * BPS",
      null
    ],
    "STALE_DIR_COEF": [
      "6850 * BPS",
      null
    ],
    "SIGMA_TOX_COEF": [
      "500 * BPS",
      null
    ],
    "TAIL_KNEE": [
      "600 * BPS",
      null
    ],
    "TAIL_SLOPE_PROTECT": [
      "930000000000000000",
      null
    ],
    "TAIL_SLOPE_ATTRACT": [
      "850000000000000000",
      null
    ],
    "ANCHOR_COUNT_CAP": [
      "674",
      null
    ],
    "ANCHOR_LINEAR": [
      "712696014807650816",
      null
    ],
    "ANCHOR_QUADRATIC": [
      "1295240753826310656",
      null
    ]
  },
  "seeds": {
    "differential": [
      310000,
      310049
    ],
    "benchmark": [
      6010000,
      6010511
    ],
    "gate_B": [
      7116384,
      7116895
    ],
    "train_reserved_unused_start": 517000000,
    "monitor_reserved_unused": [
      30000000,
      30002047
    ],
    "replica_holdout_reserved_unused": [
      40000000,
      40008191
    ],
    "real_confirmation_reserved_unused": [
      7269632,
      7270143
    ]
  },
  "notes": [
    "All numerical test results except the explicitly labeled real reference are measurements from this attempt. No prior real-engine measurements are presented as new tests.",
    "Frozen IA params and supplied restart have 178 head weights in identical W1-row,b1,W2-row,b2 ordering; maximum absolute weight difference is 0.44391. Feature scaling is held fixed for both differential checks.",
    "Restart first callback difference: 0.40874441118700366 bps (sequence 0, callback 0, timestamp 5).",
    "IA wrapper reuses supplied IA core, kit simulator and kit harness. Combined parameter array dispatches T and HA to unchanged kit ports, and IA to its supplied core. No port was rebuilt from Solidity.",
    "An initial benchmark after changing the imported port encountered stale Numba cache and ZeroDivisionError; clearing only local scratch cache fixed it. The reported speed is the successful IA benchmark.",
    "No optimization, candidate freeze, holdout, real confirmation or candidate gas measurements were performed after the initial-policy check failed. Null candidate fields mean no candidate, not zero-valued measurements.",
    "constants lists exact T Solidity expressions and anchor integer literals; null frozen values mean no frozen candidate."
  ]
}
