diff --git a/reports/daily_reentry_cand.pk1 b/reports/daily_reentry_cand.pk1
new file mode 100644
index 0000000..f15c1a0
Binary files /dev/null and b/reports/daily_reentry_cand.pk1 differ
diff --git a/reports/daily_reentry_matrix.json b/reports/daily_reentry_matrix.json
new file mode 100644
index 0000000..40625a0
--- /dev/null
+++ b/reports/daily_reentry_matrix.json
@@ -0,0 +1,11809 @@
+{
+  "generated_at": "2026-07-17T16:26:48.282643+02:00",
+  "snapshot": "/Users/taathde3/git/lab/signal_platform/backtest_snapshots/prod.sqlite",
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+        },
+        {
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+          "reentry_date": "2024-04-23"
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+        },
+        {
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+          "reentry_date": "2024-05-07"
+        },
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+          "reentry_date": "2024-05-07"
+        },
+        {
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+        },
+        {
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+          "reentry_date": "2024-05-22"
+        },
+        {
+          "symbol": "UBER",
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+          "reason": "stop_day_block_complete",
+          "stop_date": "2023-09-21",
+          "reentry_date": "2024-06-10"
+        },
+        {
+          "symbol": "TPL",
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+          "reentry_date": "2024-06-14"
+        },
+        {
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+          "reentry_date": "2024-06-24"
+        },
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+          "reentry_date": "2024-06-24"
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+          "reentry_date": "2024-07-26"
+        },
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+          "reentry_date": "2024-08-01"
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+          "reentry_date": "2024-08-12"
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+          "reentry_date": "2024-08-12"
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+          "reentry_date": "2024-09-11"
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+          "reentry_date": "2024-09-11"
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+          "reentry_date": "2024-10-23"
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+          "reentry_date": "2025-01-06"
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+          "reentry_date": "2025-01-10"
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+          "reentry_date": "2025-01-27"
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+          "reentry_date": "2025-02-20"
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+          "reentry_date": "2025-03-18"
+        },
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+        },
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+          "reentry_date": "2025-04-16"
+        },
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+          "reentry_date": "2025-04-22"
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+          "reentry_date": "2025-05-15"
+        },
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+          "reentry_date": "2025-06-10"
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+          "reason": "stop_day_block_complete",
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+          "reentry_date": "2025-07-07"
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+        {
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+          "reentry_date": "2023-08-04"
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+          "reentry_date": "2023-08-09"
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+        {
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+        {
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+          "reentry_date": "2023-08-25"
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+        {
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+        {
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+        {
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+        {
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+          "year": 2025,
+          "return_pct": 52.2
+        },
+        {
+          "year": 2026,
+          "return_pct": -3.4
+        }
+      ],
+      "start_date": "2025-01-02",
+      "end_date": "2026-07-02",
+      "post_stop_events": 95,
+      "post_stop_reentries": 39,
+      "post_stop_states_open_at_end": 56,
+      "turnover": {
+        "transaction_cost": 627.79,
+        "reentry_trades": 39,
+        "same_day_reentries": 0,
+        "next_session_reentries": 1,
+        "reentries_within_5_sessions": 11,
+        "avg_reentry_wait_sessions": 40.3,
+        "reentry_win_rate": 30.8,
+        "reentry_total_pnl": 143.82
+      },
+      "policy": {
+        "daily_checks": 10274,
+        "qualified_checks": 262,
+        "emitted_candidates_by_reason": {
+          "stop_day_block_complete": 250
+        }
+      }
+    },
+    {
+      "arm": "cooldown_5",
+      "segment": "test",
+      "split_date": "2025-01-01",
+      "capacity": 10,
+      "starting_capital": 10000.0,
+      "cost_per_side_pct": 0.1,
+      "final_equity": 15626.34,
+      "total_return_pct": 56.3,
+      "cagr_pct": 34.8,
+      "max_drawdown_pct": 17.9,
+      "sharpe": 1.46,
+      "trades": 181,
+      "win_rate": 36.5,
+      "avg_trade_pnl": 31.08,
+      "best_trade_r": 12.37,
+      "worst_trade_r": -2.98,
+      "best_trade_pnl": 1595.96,
+      "worst_trade_pnl": -176.93,
+      "avg_hold_days": 14.6,
+      "exit_reasons": {
+        "stop": 85,
+        "time": 32,
+        "trailing_stop": 64
+      },
+      "skipped_book_full": 230,
+      "spy_return_pct": 27.4,
+      "yearly_returns": [
+        {
+          "year": 2025,
+          "return_pct": 35.1
+        },
+        {
+          "year": 2026,
+          "return_pct": 15.7
+        }
+      ],
+      "start_date": "2025-01-02",
+      "end_date": "2026-07-02",
+      "post_stop_events": 85,
+      "post_stop_reentries": 37,
+      "post_stop_states_open_at_end": 48,
+      "turnover": {
+        "transaction_cost": 579.18,
+        "reentry_trades": 37,
+        "same_day_reentries": 0,
+        "next_session_reentries": 0,
+        "reentries_within_5_sessions": 1,
+        "avg_reentry_wait_sessions": 48.7,
+        "reentry_win_rate": 40.5,
+        "reentry_total_pnl": 469.56
+      },
+      "policy": {
+        "daily_checks": 9525,
+        "qualified_checks": 267,
+        "emitted_candidates_by_reason": {
+          "5_session_cooldown_complete": 229
+        }
+      }
+    },
+    {
+      "arm": "gate_reset",
+      "segment": "test",
+      "split_date": "2025-01-01",
+      "capacity": 10,
+      "starting_capital": 10000.0,
+      "cost_per_side_pct": 0.1,
+      "final_equity": 14711.19,
+      "total_return_pct": 47.1,
+      "cagr_pct": 29.5,
+      "max_drawdown_pct": 15.1,
+      "sharpe": 1.25,
+      "trades": 189,
+      "win_rate": 34.4,
+      "avg_trade_pnl": 24.93,
+      "best_trade_r": 12.37,
+      "worst_trade_r": -2.98,
+      "best_trade_pnl": 1610.68,
+      "worst_trade_pnl": -390.74,
+      "avg_hold_days": 13.8,
+      "exit_reasons": {
+        "stop": 95,
+        "time": 32,
+        "trailing_stop": 62
+      },
+      "skipped_book_full": 229,
+      "spy_return_pct": 27.4,
+      "yearly_returns": [
+        {
+          "year": 2025,
+          "return_pct": 52.2
+        },
+        {
+          "year": 2026,
+          "return_pct": -3.4
+        }
+      ],
+      "start_date": "2025-01-02",
+      "end_date": "2026-07-02",
+      "post_stop_events": 95,
+      "post_stop_reentries": 39,
+      "post_stop_states_open_at_end": 56,
+      "turnover": {
+        "transaction_cost": 627.79,
+        "reentry_trades": 39,
+        "same_day_reentries": 0,
+        "next_session_reentries": 1,
+        "reentries_within_5_sessions": 11,
+        "avg_reentry_wait_sessions": 40.3,
+        "reentry_win_rate": 30.8,
+        "reentry_total_pnl": 143.82
+      },
+      "policy": {
+        "daily_checks": 10274,
+        "qualified_checks": 262,
+        "emitted_candidates_by_reason": {
+          "gate_failed_then_requalified": 246
+        }
+      }
+    },
+    {
+      "arm": "gate_reset_improved",
+      "segment": "test",
+      "split_date": "2025-01-01",
+      "capacity": 10,
+      "starting_capital": 10000.0,
+      "cost_per_side_pct": 0.1,
+      "final_equity": 14292.0,
+      "total_return_pct": 42.9,
+      "cagr_pct": 27.0,
+      "max_drawdown_pct": 14.3,
+      "sharpe": 1.23,
+      "trades": 172,
+      "win_rate": 34.9,
+      "avg_trade_pnl": 24.95,
+      "best_trade_r": 12.03,
+      "worst_trade_r": -2.98,
+      "best_trade_pnl": 1481.91,
+      "worst_trade_pnl": -183.45,
+      "avg_hold_days": 14.6,
+      "exit_reasons": {
+        "stop": 82,
+        "time": 29,
+        "trailing_stop": 61
+      },
+      "skipped_book_full": 206,
+      "spy_return_pct": 27.4,
+      "yearly_returns": [
+        {
+          "year": 2025,
+          "return_pct": 38.4
+        },
+        {
+          "year": 2026,
+          "return_pct": 3.3
+        }
+      ],
+      "start_date": "2025-01-02",
+      "end_date": "2026-07-02",
+      "post_stop_events": 82,
+      "post_stop_reentries": 17,
+      "post_stop_states_open_at_end": 65,
+      "turnover": {
+        "transaction_cost": 556.93,
+        "reentry_trades": 17,
+        "same_day_reentries": 0,
+        "next_session_reentries": 0,
+        "reentries_within_5_sessions": 0,
+        "avg_reentry_wait_sessions": 51.4,
+        "reentry_win_rate": 35.3,
+        "reentry_total_pnl": -121.9
+      },
+      "policy": {
+        "daily_checks": 12523,
+        "qualified_checks": 414,
+        "emitted_candidates_by_reason": {
+          "gate_reset_with_improved_stop_and_rank": 93
+        }
+      }
+    },
+    {
+      "arm": "two_session_confirmation",
+      "segment": "test",
+      "split_date": "2025-01-01",
+      "capacity": 10,
+      "starting_capital": 10000.0,
+      "cost_per_side_pct": 0.1,
+      "final_equity": 14972.91,
+      "total_return_pct": 49.7,
+      "cagr_pct": 31.0,
+      "max_drawdown_pct": 14.6,
+      "sharpe": 1.36,
+      "trades": 177,
+      "win_rate": 35.0,
+      "avg_trade_pnl": 28.1,
+      "best_trade_r": 12.03,
+      "worst_trade_r": -2.98,
+      "best_trade_pnl": 1519.76,
+      "worst_trade_pnl": -327.58,
+      "avg_hold_days": 14.5,
+      "exit_reasons": {
+        "stop": 84,
+        "time": 34,
+        "trailing_stop": 59
+      },
+      "skipped_book_full": 82,
+      "spy_return_pct": 27.4,
+      "yearly_returns": [
+        {
+          "year": 2025,
+          "return_pct": 34.6
+        },
+        {
+          "year": 2026,
+          "return_pct": 11.3
+        }
+      ],
+      "start_date": "2025-01-02",
+      "end_date": "2026-07-02",
+      "post_stop_events": 84,
+      "post_stop_reentries": 22,
+      "post_stop_states_open_at_end": 62,
+      "turnover": {
+        "transaction_cost": 548.46,
+        "reentry_trades": 22,
+        "same_day_reentries": 0,
+        "next_session_reentries": 0,
+        "reentries_within_5_sessions": 0,
+        "avg_reentry_wait_sessions": 40.5,
+        "reentry_win_rate": 36.4,
+        "reentry_total_pnl": -349.15
+      },
+      "policy": {
+        "daily_checks": 11452,
+        "qualified_checks": 321,
+        "emitted_candidates_by_reason": {
+          "two_qualified_post_stop_closes": 118
+        }
+      }
+    }
+  ],
+  "portfolio_simulations_executed": 90,
+  "note": "The point-in-time daily setup replay and universe ranking are executed once. All arms reuse the identical production-qualified candidate set. Immediate is the daily no-lockdown baseline; next_session blocks only the stop day; cooldown_5 permits re-entry at wait_sessions=5; gate_reset requires an unqualified close before requalification; gate_reset_improved additionally requires a higher stop and a non-weaker production rank; two_session_confirmation requires two consecutive qualified post-stop closes and excludes the stop day's close. Transaction costs alter cash and position sizing, not just reported P&L."
+}