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        "fees": 0.4979059782035173,
        "pnl": -4.6859495711688535,
        "reason": "Opposite signal"
      },
      {
        "opened": 1790257500.0,
        "closed": 1790289000.0,
        "side": "long",
        "entry": 83958.79840199999,
        "exit": 84112.684098,
        "margin": 500.0,
        "leverage": 1.0,
        "fees": 0.5004582178965425,
        "pnl": 0.41597757518852374,
        "reason": "Opposite signal"
      },
      {
        "opened": 1790293500.0,
        "closed": 1790306100.0,
        "side": "long",
        "entry": 84428.962416,
        "exit": 84237.089212,
        "margin": 500.0,
        "leverage": 1.0,
        "fees": 0.4994318501657803,
        "pnl": -1.6357315186053099,
        "reason": "Opposite signal"
      }
    ],
    "buy_hold_return_pct": -24.76394759496111,
    "exposure_bars": 16531,
    "halves": [
      {
        "label": "First half",
        "trades": 398,
        "net_pnl": -297.17377334484684
      },
      {
        "label": "Second half",
        "trades": 421,
        "net_pnl": -374.99770856517245
      }
    ]
  },
  "double_cost_result": {
    "final_balance": 8758.44314768844,
    "return_pct": -12.415568523115594,
    "max_drawdown_pct": 12.855487347240688,
    "trades_count": 819,
    "win_rate_pct": 19.29181929181929,
    "profit_factor": 0.4233191004394811,
    "fees": 818.5770201678563,
    "buy_hold_return_pct": -24.869204418023926,
    "exposure_bars": 16534,
    "halves": [
      {
        "label": "First half",
        "trades": 398,
        "net_pnl": -573.4457893374163
      },
      {
        "label": "Second half",
        "trades": 421,
        "net_pnl": -668.1110629741316
      }
    ]
  },
  "important_limitations": [
    "Production replay function reused; independent verification still required before publishing.",
    "A model did not decide each historical trade. The authored plain-English rule was compiled to fixed code parameters.",
    "Spot candle OHLC cannot prove executed fills, order-book queue position, funding or liquidation.",
    "First and second halves are descriptive, not untouched out-of-sample validation.",
    "Buy-and-hold is fully invested whereas this fixed-margin strategy is usually less exposed."
  ]
}