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    "generated": 4440,
    "qualified": 529,
    "qualified_stats": {
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    "portfolio_atr_trail3": {
      "with_bluesky": {
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        "total_return_pct": 300.3,
        "cagr_pct": 41.3,
        "max_drawdown_pct": 18.7,
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        "worst_trade_pnl": -458.95,
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        "skipped_book_full": 0,
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      },
      "ex_bluesky": {
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        "total_return_pct": 328.1,
        "cagr_pct": 43.7,
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        "avg_trade_pnl": 89.66,
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      "wins": 659,
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      "hit_rate": 37.8,
      "avg_r": 0.182,
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      "profit_factor": 1.13,
      "net_avg_r_ex_top5": -0.067
    },
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      "expired": 378,
      "hit_rate": 34.6,
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      "net_avg_r": 0.045,
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      "median_net_r": -1.04,
      "profit_factor": 1.07,
      "net_avg_r_ex_top5": -0.109
    },
    {
      "min_momentum_percentile": 50.0,
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      "expired": 526,
      "hit_rate": 33.8,
      "avg_r": 0.075,
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    {
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      "hit_rate": 28.0,
      "avg_r": -0.085,
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      "hit_rate": 37.0,
      "avg_r": 0.137,
      "total_r": 329.91,
      "net_avg_r": 0.084,
      "net_total_r": 202.56,
      "best_r": 8.85,
      "worst_r": -6.35,
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      "net_r_per_day": 0.0078,
      "median_net_r": -1.036,
      "profit_factor": 1.13,
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      "hold_avg_r": 0.433,
      "hold_net_avg_r": 0.38,
      "hold_total_r": 1044.23
    },
    {
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      "wins": 823,
      "losses": 1402,
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      "hit_rate": 37.0,
      "avg_r": 0.137,
      "total_r": 329.91,
      "net_avg_r": 0.084,
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      "worst_r": -6.35,
      "avg_hold_days": 10.8,
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      "median_net_r": -1.036,
      "profit_factor": 1.13,
      "net_avg_r_ex_top5": -0.065,
      "hold_days": 30,
      "hold_avg_r": 0.433,
      "hold_net_avg_r": 0.38,
      "hold_total_r": 1044.23
    },
    {
      "variant": "no_rr_floor",
      "total": 8052,
      "wins": 3508,
      "losses": 4245,
      "expired": 299,
      "hit_rate": 45.2,
      "avg_r": 0.099,
      "total_r": 798.84,
      "net_avg_r": 0.046,
      "net_total_r": 372.18,
      "best_r": 8.85,
      "worst_r": -6.35,
      "avg_hold_days": 8.5,
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      "median_net_r": -1.026,
      "profit_factor": 1.08,
      "net_avg_r_ex_top5": -0.078,
      "hold_days": 30,
      "hold_avg_r": 0.327,
      "hold_net_avg_r": 0.274,
      "hold_total_r": 2631.18
    },
    {
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      "total": 4861,
      "wins": 1607,
      "losses": 2788,
      "expired": 466,
      "hit_rate": 36.6,
      "avg_r": 0.14,
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      "net_avg_r": 0.091,
      "net_total_r": 442.79,
      "best_r": 8.85,
      "worst_r": -6.35,
      "avg_hold_days": 11.8,
      "net_r_per_day": 0.0077,
      "median_net_r": -1.033,
      "profit_factor": 1.14,
      "net_avg_r_ex_top5": -0.055,
      "hold_days": 30,
      "hold_avg_r": 0.458,
      "hold_net_avg_r": 0.409,
      "hold_total_r": 2227.75
    },
    {
      "variant": "momentum_only",
      "total": 15786,
      "wins": 6574,
      "losses": 8436,
      "expired": 776,
      "hit_rate": 43.8,
      "avg_r": 0.109,
      "total_r": 1726.51,
      "net_avg_r": 0.059,
      "net_total_r": 924.63,
      "best_r": 8.85,
      "worst_r": -6.35,
      "avg_hold_days": 9.4,
      "net_r_per_day": 0.0062,
      "median_net_r": -1.026,
      "profit_factor": 1.1,
      "net_avg_r_ex_top5": -0.067,
      "hold_days": 30,
      "hold_avg_r": 0.38,
      "hold_net_avg_r": 0.33,
      "hold_total_r": 6004.87
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  ],
  "gate_ablation_note": "Each row re-qualifies the same candidates at the current momentum cutoff (80) with one floor removed (long-only while the momentum gate is active). If dropping a floor doesn't hurt net expectancy, that floor isn't pulling its weight. The Hold columns grade the same variants under the hold-to-horizon time exit instead of the S/R target \u2014 the view that matters if the exit policy moves to a fixed hold.",
  "time_exit_sweep": [
    {
      "hold_days": 5,
      "total": 1912,
      "wins": 1022,
      "win_rate": 53.5,
      "avg_r": 0.144,
      "total_r": 275.89,
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      "best_r": 7.45,
      "worst_r": -2.51,
      "avg_hold_days": 4.4,
      "net_r_per_day": 0.0217,
      "median_net_r": 0.072,
      "profit_factor": 1.25,
      "net_avg_r_ex_top5": -0.044
    },
    {
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      "total": 1912,
      "wins": 944,
      "win_rate": 49.4,
      "avg_r": 0.297,
      "total_r": 567.6,
      "net_avg_r": 0.249,
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      "best_r": 9.14,
      "worst_r": -6.35,
      "avg_hold_days": 7.7,
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      "profit_factor": 1.5,
      "net_avg_r_ex_top5": 0.034
    },
    {
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      "avg_r": 0.437,
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      "median_net_r": -1.031,
      "profit_factor": 1.61,
      "net_avg_r_ex_top5": 0.06
    },
    {
      "hold_days": 30,
      "total": 1912,
      "wins": 683,
      "win_rate": 35.7,
      "avg_r": 0.5,
      "total_r": 956.0,
      "net_avg_r": 0.452,
      "net_total_r": 863.87,
      "best_r": 24.78,
      "worst_r": -6.35,
      "avg_hold_days": 16.8,
      "net_r_per_day": 0.0268,
      "median_net_r": -1.037,
      "profit_factor": 1.64,
      "net_avg_r_ex_top5": 0.04
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  ],
  "portfolio_sim": {
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      "max_positions": 10,
      "risk_per_trade_pct": 1.0,
      "notional_cap_pct": 20.0,
      "cost_per_side_pct": 0.1,
      "hold_days": 30
    },
    "policies": [
      {
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        "starting_capital": 10000.0,
        "final_equity": 26748.47,
        "total_return_pct": 167.5,
        "cagr_pct": 27.8,
        "max_drawdown_pct": 23.0,
        "sharpe": 1.27,
        "trades": 529,
        "win_rate": 40.6,
        "avg_trade_pnl": 31.66,
        "best_trade_r": 8.85,
        "worst_trade_r": -2.7,
        "best_trade_pnl": 1002.04,
        "worst_trade_pnl": -412.31,
        "avg_hold_days": 9.8,
        "exit_reasons": {
          "stop": 308,
          "target": 189,
          "time": 32
        },
        "skipped_book_full": 10,
        "spy_return_pct": 95.7,
        "yearly_returns": [
          {
            "year": 2022,
            "return_pct": 5.2
          },
          {
            "year": 2023,
            "return_pct": 7.0
          },
          {
            "year": 2024,
            "return_pct": 30.2
          },
          {
            "year": 2025,
            "return_pct": 44.2
          },
          {
            "year": 2026,
            "return_pct": 26.5
          }
        ],
        "start_date": "2022-06-28",
        "end_date": "2026-07-02"
      },
      {
        "policy": "hold",
        "starting_capital": 10000.0,
        "final_equity": 37048.42,
        "total_return_pct": 270.5,
        "cagr_pct": 38.6,
        "max_drawdown_pct": 21.6,
        "sharpe": 1.44,
        "trades": 371,
        "win_rate": 34.2,
        "avg_trade_pnl": 72.91,
        "best_trade_r": 12.87,
        "worst_trade_r": -4.32,
        "best_trade_pnl": 3493.97,
        "worst_trade_pnl": -491.38,
        "avg_hold_days": 16.1,
        "exit_reasons": {
          "stop": 235,
          "time": 136
        },
        "skipped_book_full": 0,
        "spy_return_pct": 95.7,
        "yearly_returns": [
          {
            "year": 2022,
            "return_pct": 8.2
          },
          {
            "year": 2023,
            "return_pct": 23.5
          },
          {
            "year": 2024,
            "return_pct": 41.1
          },
          {
            "year": 2025,
            "return_pct": 35.1
          },
          {
            "year": 2026,
            "return_pct": 45.5
          }
        ],
        "start_date": "2022-06-28",
        "end_date": "2026-07-02"
      }
    ],
    "note": "One capital-constrained book over the same qualified setups the tables above grade per-setup: at most 10 concurrent positions (one per ticker), best momentum first, fixed-fractional risk sizing with a no-leverage cap, entries at the detection close, stops filled at the worse of stop or open. 'target' races the S/R target against the stop (timeout at the horizon); 'hold' keeps the initial stop and exits at the horizon close. SPY return is price-only over the same window. In-sample; no dividends."
  },
  "strategy_variants": {
    "variants": [
      {
        "variant": "production_residual_80_fixed10",
        "label": "Production residual 80 / max 10",
        "ranking": "residual",
        "cutoff": 80.0,
        "filters": [
          {
            "percentile_key": "activation_momentum_percentile",
            "cutoff": 80.0
          }
        ],
        "max_positions": 10,
        "risk_per_trade_pct": 1.0,
        "risk_scale": null,
        "starting_capital": 10000.0,
        "final_equity": 39765.6,
        "total_return_pct": 297.7,
        "cagr_pct": 41.1,
        "max_drawdown_pct": 18.2,
        "sharpe": 1.51,
        "trades": 374,
        "win_rate": 34.5,
        "avg_trade_pnl": 79.59,
        "best_trade_r": 12.87,
        "worst_trade_r": -4.32,
        "best_trade_pnl": 3746.75,
        "worst_trade_pnl": -535.95,
        "avg_hold_days": 16.3,
        "exit_reasons": {
          "stop": 235,
          "time": 139
        },
        "skipped_book_full": 0,
        "spy_return_pct": 95.7,
        "yearly_returns": [
          {
            "year": 2022,
            "return_pct": 7.5
          },
          {
            "year": 2023,
            "return_pct": 28.7
          },
          {
            "year": 2024,
            "return_pct": 56.4
          },
          {
            "year": 2025,
            "return_pct": 28.5
          },
          {
            "year": 2026,
            "return_pct": 43.1
          }
        ],
        "start_date": "2022-06-28",
        "end_date": "2026-07-02"
      },
      {
        "variant": "legacy_raw_80_fixed10",
        "label": "Legacy raw 80 / max 10",
        "ranking": "raw",
        "cutoff": 80.0,
        "filters": [
          {
            "percentile_key": "momentum_percentile",
            "cutoff": 80.0
          }
        ],
        "max_positions": 10,
        "risk_per_trade_pct": 1.0,
        "risk_scale": null,
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        "worst_trade_pnl": -1835.79,
        "avg_hold_days": 16.5,
        "exit_reasons": {
          "stop": 316,
          "time": 188
        },
        "skipped_book_full": 674,
        "spy_return_pct": 56.2,
        "yearly_returns": [
          {
            "year": 2021,
            "return_pct": -1.1
          },
          {
            "year": 2022,
            "return_pct": -32.2
          },
          {
            "year": 2023,
            "return_pct": 88.8
          },
          {
            "year": 2024,
            "return_pct": 76.4
          },
          {
            "year": 2025,
            "return_pct": 60.4
          },
          {
            "year": 2026,
            "return_pct": 35.3
          }
        ],
        "start_date": "2021-12-28",
        "end_date": "2026-07-02"
      },
      {
        "variant": "highvol90_fixed10",
        "label": "High-vol 90 / max 10",
        "ranking": "high_vol",
        "cutoff": 90.0,
        "filters": [
          {
            "percentile_key": "vol_6m_percentile",
            "cutoff": 90.0
          }
        ],
        "max_positions": 10,
        "risk_per_trade_pct": 1.0,
        "risk_scale": null,
        "starting_capital": 10000.0,
        "final_equity": 47354.63,
        "total_return_pct": 373.5,
        "cagr_pct": 41.2,
        "max_drawdown_pct": 40.7,
        "sharpe": 1.23,
        "trades": 477,
        "win_rate": 33.1,
        "avg_trade_pnl": 78.31,
        "best_trade_r": 20.55,
        "worst_trade_r": -6.58,
        "best_trade_pnl": 5344.51,
        "worst_trade_pnl": -1829.77,
        "avg_hold_days": 16.2,
        "exit_reasons": {
          "stop": 304,
          "time": 173
        },
        "skipped_book_full": 263,
        "spy_return_pct": 56.2,
        "yearly_returns": [
          {
            "year": 2021,
            "return_pct": -1.7
          },
          {
            "year": 2022,
            "return_pct": -33.0
          },
          {
            "year": 2023,
            "return_pct": 96.1
          },
          {
            "year": 2024,
            "return_pct": 63.9
          },
          {
            "year": 2025,
            "return_pct": 62.9
          },
          {
            "year": 2026,
            "return_pct": 37.4
          }
        ],
        "start_date": "2021-12-28",
        "end_date": "2026-07-02"
      },
      {
        "variant": "lowvol80_fixed10",
        "label": "Low-vol 80 / max 10",
        "ranking": "low_vol",
        "cutoff": 80.0,
        "filters": [
          {
            "percentile_key": "low_vol_6m_percentile",
            "cutoff": 80.0
          }
        ],
        "max_positions": 10,
        "risk_per_trade_pct": 1.0,
        "risk_scale": null,
        "starting_capital": 10000.0,
        "final_equity": 9417.66,
        "total_return_pct": -5.8,
        "cagr_pct": -1.3,
        "max_drawdown_pct": 21.0,
        "sharpe": -0.04,
        "trades": 345,
        "win_rate": 28.7,
        "avg_trade_pnl": -1.69,
        "best_trade_r": 8.89,
        "worst_trade_r": -10.33,
        "best_trade_pnl": 560.52,
        "worst_trade_pnl": -526.45,
        "avg_hold_days": 15.5,
        "exit_reasons": {
          "stop": 236,
          "time": 109
        },
        "skipped_book_full": 0,
        "spy_return_pct": 56.2,
        "yearly_returns": [
          {
            "year": 2021,
            "return_pct": 1.2
          },
          {
            "year": 2022,
            "return_pct": 3.9
          },
          {
            "year": 2023,
            "return_pct": -6.9
          },
          {
            "year": 2024,
            "return_pct": 1.0
          },
          {
            "year": 2025,
            "return_pct": -9.3
          },
          {
            "year": 2026,
            "return_pct": 5.0
          }
        ],
        "start_date": "2021-12-28",
        "end_date": "2026-07-02"
      }
    ],
    "note": "Research-only hold-to-horizon portfolio variants. Production now uses residual 12-1 momentum at cutoff 80; the remaining rows compare the legacy raw rank, raw cutoff 90, one max-15 capacity check, and volatility overlays."
  },
  "exit_policy_variants": {
    "variants": [
      {
        "entry_variant": "residual80_highvol_blend80_20_fixed10",
        "exit_policy": "hold",
        "label": "80/20 entry + 30d hold / initial stop",
        "description": "Baseline: keep the initial ATR stop and exit at 30 trading days.",
        "hold_days": 30,
        "starting_capital": 10000.0,
        "final_equity": 55998.78,
        "total_return_pct": 460.0,
        "cagr_pct": 53.7,
        "max_drawdown_pct": 18.3,
        "sharpe": 1.74,
        "trades": 372,
        "win_rate": 36.6,
        "avg_trade_pnl": 123.65,
        "best_trade_r": 12.87,
        "worst_trade_r": -4.32,
        "best_trade_pnl": 5188.37,
        "worst_trade_pnl": -1152.17,
        "avg_hold_days": 17.0,
        "exit_reasons": {
          "stop": 223,
          "time": 149
        },
        "skipped_book_full": 0,
        "spy_return_pct": 95.7,
        "yearly_returns": [
          {
            "year": 2022,
            "return_pct": 10.8
          },
          {
            "year": 2023,
            "return_pct": 37.0
          },
          {
            "year": 2024,
            "return_pct": 46.8
          },
          {
            "year": 2025,
            "return_pct": 63.4
          },
          {
            "year": 2026,
            "return_pct": 53.9
          }
        ],
        "start_date": "2022-06-28",
        "end_date": "2026-07-02"
      },
      {
        "entry_variant": "residual80_highvol_blend80_20_fixed10",
        "exit_policy": "sma50",
        "label": "80/20 entry + SMA50 break",
        "description": "Exit at the close when price closes below its 50-day SMA.",
        "hold_days": 30,
        "starting_capital": 10000.0,
        "final_equity": 40451.25,
        "total_return_pct": 304.5,
        "cagr_pct": 41.7,
        "max_drawdown_pct": 25.3,
        "sharpe": 1.46,
        "trades": 457,
        "win_rate": 33.0,
        "avg_trade_pnl": 66.63,
        "best_trade_r": 12.87,
        "worst_trade_r": -3.51,
        "best_trade_pnl": 4039.57,
        "worst_trade_pnl": -802.95,
        "avg_hold_days": 12.7,
        "exit_reasons": {
          "sma50": 158,
          "stop": 181,
          "time": 118
        },
        "skipped_book_full": 61,
        "spy_return_pct": 95.7,
        "yearly_returns": [
          {
            "year": 2022,
            "return_pct": 1.5
          },
          {
            "year": 2023,
            "return_pct": 14.1
          },
          {
            "year": 2024,
            "return_pct": 65.5
          },
          {
            "year": 2025,
            "return_pct": 47.5
          },
          {
            "year": 2026,
            "return_pct": 43.1
          }
        ],
        "start_date": "2022-06-28",
        "end_date": "2026-07-02"
      },
      {
        "entry_variant": "residual80_highvol_blend80_20_fixed10",
        "exit_policy": "low20",
        "label": "80/20 entry + 20-day low break",
        "description": "Exit at the close when price closes below the prior 20-day low.",
        "hold_days": 30,
        "starting_capital": 10000.0,
        "final_equity": 58948.73,
        "total_return_pct": 489.5,
        "cagr_pct": 55.6,
        "max_drawdown_pct": 18.2,
        "sharpe": 1.76,
        "trades": 369,
        "win_rate": 35.8,
        "avg_trade_pnl": 132.65,
        "best_trade_r": 24.78,
        "worst_trade_r": -4.32,
        "best_trade_pnl": 5462.04,
        "worst_trade_pnl": -1197.63,
        "avg_hold_days": 16.7,
        "exit_reasons": {
          "low20": 21,
          "stop": 214,
          "time": 134
        },
        "skipped_book_full": 21,
        "spy_return_pct": 95.7,
        "yearly_returns": [
          {
            "year": 2022,
            "return_pct": 11.5
          },
          {
            "year": 2023,
            "return_pct": 43.0
          },
          {
            "year": 2024,
            "return_pct": 46.4
          },
          {
            "year": 2025,
            "return_pct": 64.6
          },
          {
            "year": 2026,
            "return_pct": 53.5
          }
        ],
        "start_date": "2022-06-28",
        "end_date": "2026-07-02"
      },
      {
        "entry_variant": "residual80_highvol_blend80_20_fixed10",
        "exit_policy": "technical40",
        "label": "80/20 entry + technical score < 40",
        "description": "Exit at the close when the price-derived technical score deteriorates below 40.",
        "hold_days": 30,
        "starting_capital": 10000.0,
        "final_equity": 55998.78,
        "total_return_pct": 460.0,
        "cagr_pct": 53.7,
        "max_drawdown_pct": 18.3,
        "sharpe": 1.74,
        "trades": 372,
        "win_rate": 36.6,
        "avg_trade_pnl": 123.65,
        "best_trade_r": 12.87,
        "worst_trade_r": -4.32,
        "best_trade_pnl": 5188.37,
        "worst_trade_pnl": -1152.17,
        "avg_hold_days": 17.0,
        "exit_reasons": {
          "stop": 223,
          "time": 149
        },
        "skipped_book_full": 0,
        "spy_return_pct": 95.7,
        "yearly_returns": [
          {
            "year": 2022,
            "return_pct": 10.8
          },
          {
            "year": 2023,
            "return_pct": 37.0
          },
          {
            "year": 2024,
            "return_pct": 46.8
          },
          {
            "year": 2025,
            "return_pct": 63.4
          },
          {
            "year": 2026,
            "return_pct": 53.9
          }
        ],
        "start_date": "2022-06-28",
        "end_date": "2026-07-02"
      },
      {
        "entry_variant": "residual80_highvol_blend80_20_fixed10",
        "exit_policy": "atr_trail3",
        "label": "80/20 entry + 3x ATR trailing stop",
        "description": "Trail the stop upward to highest close minus 3 ATR, evaluated from prior data.",
        "hold_days": 30,
        "starting_capital": 10000.0,
        "final_equity": 54137.62,
        "total_return_pct": 441.4,
        "cagr_pct": 52.4,
        "max_drawdown_pct": 18.7,
        "sharpe": 1.78,
        "trades": 394,
        "win_rate": 38.6,
        "avg_trade_pnl": 112.02,
        "best_trade_r": 12.87,
        "worst_trade_r": -4.32,
        "best_trade_pnl": 5361.11,
        "worst_trade_pnl": -615.17,
        "avg_hold_days": 15.2,
        "exit_reasons": {
          "stop": 178,
          "time": 88,
          "trailing_stop": 128
        },
        "skipped_book_full": 101,
        "spy_return_pct": 95.7,
        "yearly_returns": [
          {
            "year": 2022,
            "return_pct": 10.8
          },
          {
            "year": 2023,
            "return_pct": 27.1
          },
          {
            "year": 2024,
            "return_pct": 53.5
          },
          {
            "year": 2025,
            "return_pct": 75.0
          },
          {
            "year": 2026,
            "return_pct": 43.1
          }
        ],
        "start_date": "2022-06-28",
        "end_date": "2026-07-02"
      }
    ],
    "note": "Research-only exit policies over the residual/high-vol 80/20 entry candidate. Every row uses the same entry qualification/ranking and changes only the exit discipline."
  },
  "portfolio_monitor": {
    "production_strategy": "residual80_highvol80_20_atr3",
    "strategies": [
      {
        "strategy": "legacy_residual80_hold",
        "label": "Legacy residual 80 + 30d hold",
        "description": "Previous production baseline: residual momentum gate/rank with 30-trading-day hold.",
        "is_production": false
      },
      {
        "strategy": "residual80_highvol80_20_hold",
        "label": "Residual/high-vol 80/20 + 30d hold",
        "description": "Promoted entry candidate before adding the ATR trailing exit.",
        "is_production": false
      },
      {
        "strategy": "residual80_highvol80_20_atr3",
        "label": "Production: residual/high-vol 80/20 + 3x ATR trail",
        "description": "Residual gate, 80/20 residual/high-vol rank, 3x ATR trailing stop.",
        "is_production": true
      }
    ],
    "lookbacks": [
      {
        "lookback": "6m",
        "label": "6 months"
      },
      {
        "lookback": "1y",
        "label": "1 year"
      },
      {
        "lookback": "3y",
        "label": "3 years"
      },
      {
        "lookback": "5y",
        "label": "5 years"
      },
      {
        "lookback": "all",
        "label": "All history"
      }
    ],
    "runs": [
      {
        "strategy": "legacy_residual80_hold",
        "label": "Legacy residual 80 + 30d hold",
        "description": "Previous production baseline: residual momentum gate/rank with 30-trading-day hold.",
        "is_production": false,
        "entry_variant": "production_residual_80_fixed10",
        "exit_policy": "hold",
        "lookback": "6m",
        "lookback_label": "6 months",
        "starting_capital": 10000.0,
        "final_equity": 13323.22,
        "total_return_pct": 33.2,
        "cagr_pct": 77.3,
        "max_drawdown_pct": 14.6,
        "sharpe": 2.06,
        "trades": 37,
        "win_rate": 43.2,
        "avg_trade_pnl": 89.82,
        "best_trade_r": 12.87,
        "worst_trade_r": -1.79,
        "best_trade_pnl": 1254.88,
        "worst_trade_pnl": -169.76,
        "avg_hold_days": 18.7,
        "exit_reasons": {
          "stop": 20,
          "time": 17
        },
        "skipped_book_full": 0,
        "spy_return_pct": 9.2,
        "yearly_returns": [
          {
            "year": 2025,
            "return_pct": 0.0
          },
          {
            "year": 2026,
            "return_pct": 33.2
          }
        ],
        "start_date": "2025-12-31",
        "end_date": "2026-07-02",
        "equity_curve": [
          {
            "date": "2025-12-31",
            "equity": 10000.0,
            "return_pct": 0.0
          },
          {
            "date": "2026-01-02",
            "equity": 10000.0,
            "return_pct": 0.0
          },
          {
            "date": "2026-01-05",
            "equity": 10000.0,
            "return_pct": 0.0
          },
          {
            "date": "2026-01-06",
            "equity": 10000.0,
            "return_pct": 0.0
          },
          {
            "date": "2026-01-07",
            "equity": 9990.01,
            "return_pct": -0.1
          },
          {
            "date": "2026-01-08",
            "equity": 9914.55,
            "return_pct": -0.85
          },
          {
            "date": "2026-01-09",
            "equity": 9917.37,
            "return_pct": -0.83
          },
          {
            "date": "2026-01-12",
            "equity": 10071.46,
            "return_pct": 0.71
          },
          {
            "date": "2026-01-13",
            "equity": 10203.36,
            "return_pct": 2.03
          },
          {
            "date": "2026-01-14",
            "equity": 10150.44,
            "return_pct": 1.5
          },
          {
            "date": "2026-01-15",
            "equity": 10118.81,
            "return_pct": 1.19
          },
          {
            "date": "2026-01-16",
            "equity": 9884.32,
            "return_pct": -1.16
          },
          {
            "date": "2026-01-20",
            "equity": 10013.89,
            "return_pct": 0.14
          },
          {
            "date": "2026-01-21",
            "equity": 10191.02,
            "return_pct": 1.91
          },
          {
            "date": "2026-01-22",
            "equity": 10273.68,
            "return_pct": 2.74
          },
          {
            "date": "2026-01-23",
            "equity": 10337.95,
            "return_pct": 3.38
          },
          {
            "date": "2026-01-26",
            "equity": 10381.42,
            "return_pct": 3.81
          },
          {
            "date": "2026-01-27",
            "equity": 10190.83,
            "return_pct": 1.91
          },
          {
            "date": "2026-01-28",
            "equity": 10241.2,
            "return_pct": 2.41
          },
          {
            "date": "2026-01-29",
            "equity": 10154.03,
            "return_pct": 1.54
          },
          {
            "date": "2026-01-30",
            "equity": 9687.9,
            "return_pct": -3.12
          },
          {
            "date": "2026-02-02",
            "equity": 9828.65,
            "return_pct": -1.71
          },
          {
            "date": "2026-02-03",
            "equity": 10246.12,
            "return_pct": 2.46
          },
          {
            "date": "2026-02-04",
            "equity": 10080.46,
            "return_pct": 0.8
          },
          {
            "date": "2026-02-05",
            "equity": 9852.48,
            "return_pct": -1.48
          },
          {
            "date": "2026-02-06",
            "equity": 10355.65,
            "return_pct": 3.56
          },
          {
            "date": "2026-02-09",
            "equity": 10542.92,
            "return_pct": 5.43
          },
          {
            "date": "2026-02-10",
            "equity": 10478.94,
            "return_pct": 4.79
          },
          {
            "date": "2026-02-11",
            "equity": 10774.74,
            "return_pct": 7.75
          },
          {
            "date": "2026-02-12",
            "equity": 10571.55,
            "return_pct": 5.72
          },
          {
            "date": "2026-02-13",
            "equity": 10717.15,
            "return_pct": 7.17
          },
          {
            "date": "2026-02-17",
            "equity": 10643.51,
            "return_pct": 6.44
          },
          {
            "date": "2026-02-18",
            "equity": 10780.0,
            "return_pct": 7.8
          },
          {
            "date": "2026-02-19",
            "equity": 10753.83,
            "return_pct": 7.54
          },
          {
            "date": "2026-02-20",
            "equity": 10890.23,
            "return_pct": 8.9
          },
          {
            "date": "2026-02-23",
            "equity": 10760.15,
            "return_pct": 7.6
          },
          {
            "date": "2026-02-24",
            "equity": 10923.45,
            "return_pct": 9.23
          },
          {
            "date": "2026-02-25",
            "equity": 11209.78,
            "return_pct": 12.1
          },
          {
            "date": "2026-02-26",
            "equity": 10918.67,
            "return_pct": 9.19
          },
          {
            "date": "2026-02-27",
            "equity": 10873.62,
            "return_pct": 8.74
          },
          {
            "date": "2026-03-02",
            "equity": 11122.54,
            "return_pct": 11.23
          },
          {
            "date": "2026-03-03",
            "equity": 10483.76,
            "return_pct": 4.84
          },
          {
            "date": "2026-03-04",
            "equity": 10554.55,
            "return_pct": 5.55
          },
          {
            "date": "2026-03-05",
            "equity": 10212.7,
            "return_pct": 2.13
          },
          {
            "date": "2026-03-06",
            "equity": 9663.85,
            "return_pct": -3.36
          },
          {
            "date": "2026-03-09",
            "equity": 9987.18,
            "return_pct": -0.13
          },
          {
            "date": "2026-03-10",
            "equity": 10035.27,
            "return_pct": 0.35
          },
          {
            "date": "2026-03-11",
            "equity": 9992.53,
            "return_pct": -0.07
          },
          {
            "date": "2026-03-12",
            "equity": 9745.8,
            "return_pct": -2.54
          },
          {
            "date": "2026-03-13",
            "equity": 9731.46,
            "return_pct": -2.69
          },
          {
            "date": "2026-03-16",
            "equity": 9732.76,
            "return_pct": -2.67
          },
          {
            "date": "2026-03-17",
            "equity": 9831.9,
            "return_pct": -1.68
          },
          {
            "date": "2026-03-18",
            "equity": 9886.78,
            "return_pct": -1.13
          },
          {
            "date": "2026-03-19",
            "equity": 10053.84,
            "return_pct": 0.54
          },
          {
            "date": "2026-03-20",
            "equity": 9803.22,
            "return_pct": -1.97
          },
          {
            "date": "2026-03-23",
            "equity": 9887.43,
            "return_pct": -1.13
          },
          {
            "date": "2026-03-24",
            "equity": 9921.74,
            "return_pct": -0.78
          },
          {
            "date": "2026-03-25",
            "equity": 10054.9,
            "return_pct": 0.55
          },
          {
            "date": "2026-03-26",
            "equity": 9794.75,
            "return_pct": -2.05
          },
          {
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      },
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          },
          {
            "date": "2026-03-17",
            "equity": 17622.23,
            "return_pct": 76.22
          },
          {
            "date": "2026-03-18",
            "equity": 17376.33,
            "return_pct": 73.76
          },
          {
            "date": "2026-03-19",
            "equity": 17333.51,
            "return_pct": 73.34
          },
          {
            "date": "2026-03-20",
            "equity": 17038.49,
            "return_pct": 70.38
          },
          {
            "date": "2026-03-23",
            "equity": 17217.39,
            "return_pct": 72.17
          },
          {
            "date": "2026-03-24",
            "equity": 17159.6,
            "return_pct": 71.6
          },
          {
            "date": "2026-03-25",
            "equity": 17255.22,
            "return_pct": 72.55
          },
          {
            "date": "2026-03-26",
            "equity": 16947.06,
            "return_pct": 69.47
          },
          {
            "date": "2026-03-27",
            "equity": 16658.08,
            "return_pct": 66.58
          },
          {
            "date": "2026-03-30",
            "equity": 16602.39,
            "return_pct": 66.02
          },
          {
            "date": "2026-03-31",
            "equity": 17084.99,
            "return_pct": 70.85
          },
          {
            "date": "2026-04-01",
            "equity": 17213.71,
            "return_pct": 72.14
          },
          {
            "date": "2026-04-02",
            "equity": 17229.21,
            "return_pct": 72.29
          },
          {
            "date": "2026-04-06",
            "equity": 17310.65,
            "return_pct": 73.11
          },
          {
            "date": "2026-04-07",
            "equity": 17318.27,
            "return_pct": 73.18
          },
          {
            "date": "2026-04-08",
            "equity": 17759.36,
            "return_pct": 77.59
          },
          {
            "date": "2026-04-09",
            "equity": 17861.82,
            "return_pct": 78.62
          },
          {
            "date": "2026-04-10",
            "equity": 17849.99,
            "return_pct": 78.5
          },
          {
            "date": "2026-04-13",
            "equity": 18024.43,
            "return_pct": 80.24
          },
          {
            "date": "2026-04-14",
            "equity": 18244.06,
            "return_pct": 82.44
          },
          {
            "date": "2026-04-15",
            "equity": 18388.02,
            "return_pct": 83.88
          },
          {
            "date": "2026-04-16",
            "equity": 18433.21,
            "return_pct": 84.33
          },
          {
            "date": "2026-04-17",
            "equity": 18655.98,
            "return_pct": 86.56
          },
          {
            "date": "2026-04-20",
            "equity": 18618.68,
            "return_pct": 86.19
          },
          {
            "date": "2026-04-21",
            "equity": 18496.78,
            "return_pct": 84.97
          },
          {
            "date": "2026-04-22",
            "equity": 18684.09,
            "return_pct": 86.84
          },
          {
            "date": "2026-04-23",
            "equity": 18611.59,
            "return_pct": 86.12
          },
          {
            "date": "2026-04-24",
            "equity": 18755.81,
            "return_pct": 87.56
          },
          {
            "date": "2026-04-27",
            "equity": 18788.13,
            "return_pct": 87.88
          },
          {
            "date": "2026-04-28",
            "equity": 18696.7,
            "return_pct": 86.97
          },
          {
            "date": "2026-04-29",
            "equity": 18693.81,
            "return_pct": 86.94
          },
          {
            "date": "2026-04-30",
            "equity": 18879.81,
            "return_pct": 88.8
          },
          {
            "date": "2026-05-01",
            "equity": 18932.09,
            "return_pct": 89.32
          },
          {
            "date": "2026-05-04",
            "equity": 18862.73,
            "return_pct": 88.63
          },
          {
            "date": "2026-05-05",
            "equity": 19014.05,
            "return_pct": 90.14
          },
          {
            "date": "2026-05-06",
            "equity": 19278.34,
            "return_pct": 92.78
          },
          {
            "date": "2026-05-07",
            "equity": 19219.23,
            "return_pct": 92.19
          },
          {
            "date": "2026-05-08",
            "equity": 19377.91,
            "return_pct": 93.78
          },
          {
            "date": "2026-05-11",
            "equity": 19422.04,
            "return_pct": 94.22
          },
          {
            "date": "2026-05-12",
            "equity": 19392.62,
            "return_pct": 93.93
          },
          {
            "date": "2026-05-13",
            "equity": 19501.12,
            "return_pct": 95.01
          },
          {
            "date": "2026-05-14",
            "equity": 19655.06,
            "return_pct": 96.55
          },
          {
            "date": "2026-05-15",
            "equity": 19418.63,
            "return_pct": 94.19
          },
          {
            "date": "2026-05-18",
            "equity": 19404.97,
            "return_pct": 94.05
          },
          {
            "date": "2026-05-19",
            "equity": 19275.71,
            "return_pct": 92.76
          },
          {
            "date": "2026-05-20",
            "equity": 19473.27,
            "return_pct": 94.73
          },
          {
            "date": "2026-05-21",
            "equity": 19511.89,
            "return_pct": 95.12
          },
          {
            "date": "2026-05-22",
            "equity": 19588.6,
            "return_pct": 95.89
          },
          {
            "date": "2026-05-26",
            "equity": 19718.64,
            "return_pct": 97.19
          },
          {
            "date": "2026-05-27",
            "equity": 19715.22,
            "return_pct": 97.15
          },
          {
            "date": "2026-05-28",
            "equity": 19823.99,
            "return_pct": 98.24
          },
          {
            "date": "2026-05-29",
            "equity": 19873.37,
            "return_pct": 98.73
          },
          {
            "date": "2026-06-01",
            "equity": 19927.49,
            "return_pct": 99.27
          },
          {
            "date": "2026-06-02",
            "equity": 19954.55,
            "return_pct": 99.55
          },
          {
            "date": "2026-06-03",
            "equity": 19814.53,
            "return_pct": 98.15
          },
          {
            "date": "2026-06-04",
            "equity": 19889.4,
            "return_pct": 98.89
          },
          {
            "date": "2026-06-05",
            "equity": 19376.07,
            "return_pct": 93.76
          },
          {
            "date": "2026-06-08",
            "equity": 19419.94,
            "return_pct": 94.2
          },
          {
            "date": "2026-06-09",
            "equity": 19362.93,
            "return_pct": 93.63
          },
          {
            "date": "2026-06-10",
            "equity": 19057.66,
            "return_pct": 90.58
          },
          {
            "date": "2026-06-11",
            "equity": 19381.58,
            "return_pct": 93.82
          },
          {
            "date": "2026-06-12",
            "equity": 19486.4,
            "return_pct": 94.86
          },
          {
            "date": "2026-06-15",
            "equity": 19830.03,
            "return_pct": 98.3
          },
          {
            "date": "2026-06-16",
            "equity": 19711.81,
            "return_pct": 97.12
          },
          {
            "date": "2026-06-17",
            "equity": 19465.65,
            "return_pct": 94.66
          },
          {
            "date": "2026-06-18",
            "equity": 19617.5,
            "return_pct": 96.17
          },
          {
            "date": "2026-06-22",
            "equity": 19555.76,
            "return_pct": 95.56
          },
          {
            "date": "2026-06-23",
            "equity": 19271.77,
            "return_pct": 92.72
          },
          {
            "date": "2026-06-24",
            "equity": 19262.84,
            "return_pct": 92.63
          },
          {
            "date": "2026-06-25",
            "equity": 19290.69,
            "return_pct": 92.91
          },
          {
            "date": "2026-06-26",
            "equity": 19151.19,
            "return_pct": 91.51
          },
          {
            "date": "2026-06-29",
            "equity": 19466.7,
            "return_pct": 94.67
          },
          {
            "date": "2026-06-30",
            "equity": 19618.28,
            "return_pct": 96.18
          },
          {
            "date": "2026-07-01",
            "equity": 19591.75,
            "return_pct": 95.92
          },
          {
            "date": "2026-07-02",
            "equity": 19566.01,
            "return_pct": 95.66
          }
        ]
      }
    ],
    "note": "Portfolio monitor runs supported named strategies across cached lookbacks. Local snapshot backtests remain the research surface for broad variant sweeps."
  },
  "signal_eval": [
    {
      "signal": "vol_6m",
      "weeks": 39,
      "avg_cross_section": 498.2,
      "mean_ic": 0.0609,
      "ic_t_stat": 1.48,
      "ic_positive_pct": 64.1,
      "mean_quintile_spread": 0.0337,
      "reliable": true
    },
    {
      "signal": "mom_12_1_resid",
      "weeks": 35,
      "avg_cross_section": 497.7,
      "mean_ic": 0.0552,
      "ic_t_stat": 1.98,
      "ic_positive_pct": 60.0,
      "mean_quintile_spread": 0.0207,
      "reliable": true
    },
    {
      "signal": "mom_12_1",
      "weeks": 35,
      "avg_cross_section": 497.7,
      "mean_ic": 0.0531,
      "ic_t_stat": 1.61,
      "ic_positive_pct": 65.7,
      "mean_quintile_spread": 0.0206,
      "reliable": true
    },
    {
      "signal": "trend_200",
      "weeks": 37,
      "avg_cross_section": 497.9,
      "mean_ic": 0.0161,
      "ic_t_stat": 0.44,
      "ic_positive_pct": 59.5,
      "mean_quintile_spread": 0.006,
      "reliable": true
    },
    {
      "signal": "reversal_1m",
      "weeks": 43,
      "avg_cross_section": 498.7,
      "mean_ic": 0.0059,
      "ic_t_stat": 0.22,
      "ic_positive_pct": 53.5,
      "mean_quintile_spread": 0.0053,
      "reliable": true
    },
    {
      "signal": "mom_6_1",
      "weeks": 39,
      "avg_cross_section": 498.2,
      "mean_ic": 0.0051,
      "ic_t_stat": 0.21,
      "ic_positive_pct": 56.4,
      "mean_quintile_spread": 0.0087,
      "reliable": true
    },
    {
      "signal": "mom_3_1",
      "weeks": 42,
      "avg_cross_section": 498.5,
      "mean_ic": -0.0064,
      "ic_t_stat": -0.25,
      "ic_positive_pct": 50.0,
      "mean_quintile_spread": 0.0046,
      "reliable": true
    },
    {
      "signal": "high_52w",
      "weeks": 35,
      "avg_cross_section": 497.7,
      "mean_ic": -0.0086,
      "ic_t_stat": -0.26,
      "ic_positive_pct": 54.3,
      "mean_quintile_spread": -0.0088,
      "reliable": true
    }
  ],
  "signal_eval_note": "Cross-sectional rank-IC of price-only signals vs the forward 30-day return (min 20 names/window). |IC| \u2273 0.03 with a consistent sign is a real (if small) edge; near 0 means ranking on it sorts nothing. Momentum factors and high_52w are expected positive; reversal_1m and vol_6m expected negative (mean-reversion / low-vol anomaly). IC is measured on non-overlapping windows; signals with fewer than 12 independent windows are flagged unreliable (too few regimes \u2014 deepen history with the Data Backfill job).",
  "note": "Sentiment & fundamentals held neutral (no point-in-time history). Stops fill at the worse of the stop or the bar's open (gaps through the stop are modeled, so a loss can exceed \u22121R); targets never fill better than their level. ~6 months \u2248 one market regime \u2014 treat as directional, not gospel.",
  "recommendation": {
    "headline": "Production baseline: residual/high-vol 80/20 entry rank with a 3x ATR trailing exit and 30-trading-day max hold.",
    "items": [
      {
        "topic": "production",
        "text": "Production monitor (All history): +52.4% CAGR, Sharpe 1.78, max drawdown -18.7%."
      },
      {
        "topic": "exit",
        "text": "Legacy exit diagnostic: hold 30 trading days with the initial stop (+0.45R net/trade vs +0.13R for the S/R target exit). The simulated book agrees: +38.6% vs +27.8% CAGR at similar drawdown."
      },
      {
        "topic": "gate",
        "text": "Gate: the confidence floor adds nothing \u2014 dropping it costs +0.00R/trade and adds 0 trades."
      },
      {
        "topic": "gate",
        "text": "Gate: keep the R:R floor (worth +0.11R/trade under the hold exit)."
      },
      {
        "topic": "gate",
        "text": "Gate: the NEUTRAL exclusion adds nothing \u2014 dropping it costs -0.03R/trade and adds 2450 trades."
      },
      {
        "topic": "cutoff",
        "text": "Residual-momentum cutoff: 80 has the best per-trade net (+0.13R over 1912 setups)."
      },
      {
        "topic": "benchmark",
        "text": "Book vs SPY: beats buy-and-hold by +174.8 points (+270.5% vs +95.7%), max drawdown \u221221.6%."
      },
      {
        "topic": "robustness",
        "text": "Robustness: expectancy survives removing the top 5% of winners (+0.04R net/trade under the recommended 30d hold) \u2014 the edge is not a handful of outliers."
      }
    ],
    "note": "Derived from this report's numbers on every run \u2014 the advice flips if the data does."
  },
  "research_recommendation": {
    "items": [
      {
        "topic": "capacity_15",
        "candidate": false,
        "text": "Max-15 capacity is not needed yet: Sharpe 1.51 vs 1.51, CAGR +41.1% vs +41.1%, skipped 0 vs 0."
      },
      {
        "topic": "cutoff_90",
        "candidate": false,
        "text": "Cutoff 90 stays research-only: Raw 90 / max 10 Sharpe 1.38 vs 1.51, drawdown 18.8% vs 18.2%, CAGR +36.5% vs +41.1%."
      },
      {
        "topic": "low_vol_overlay",
        "candidate": false,
        "text": "Low-vol overlay stays research-only: Residual 80 + low-vol blend / max 10 Sharpe 0.81 vs 1.51, drawdown 16.2% vs 18.2%, CAGR +12.2% vs +41.1%."
      },
      {
        "topic": "high_vol_overlay",
        "candidate": true,
        "text": "High-vol overlay is a promotion candidate: Residual 80 + high-vol 60/40 blend / max 10 Sharpe 1.62 vs 1.51, drawdown 18.0% vs 18.2%, CAGR +48.7% vs +41.1%."
      }
    ],
    "note": "Residual 12-1 momentum is now the production activation rank. Remaining rows are research comparisons only."
  }
}