diff --git a/results/xrpusdt/strategy_sweep_20260307_001303.json b/results/xrpusdt/strategy_sweep_20260307_001303.json
new file mode 100644
index 0000000..61dc0b7
--- /dev/null
+++ b/results/xrpusdt/strategy_sweep_20260307_001303.json
@@ -0,0 +1,7291 @@
+[
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\ No newline at end of file
diff --git a/results/xrpusdt/strategy_sweep_20260307_001906.json b/results/xrpusdt/strategy_sweep_20260307_001906.json
new file mode 100644
index 0000000..58c3178
--- /dev/null
+++ b/results/xrpusdt/strategy_sweep_20260307_001906.json
@@ -0,0 +1,7579 @@
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+      "adx_threshold": 25,
+      "volume_multiplier": 2.5
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+    }
+  },
+  {
+    "params": {
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+      "atr_tp_mult": 4.0,
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+      "adx_threshold": 30,
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+  {
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+      "close_reasons": {}
+    }
+  }
+]
\ No newline at end of file
diff --git a/results/xrpusdt/wf_backtest_20260306_234947.json b/results/xrpusdt/wf_backtest_20260306_234947.json
new file mode 100644
index 0000000..d3e623a
--- /dev/null
+++ b/results/xrpusdt/wf_backtest_20260306_234947.json
@@ -0,0 +1,77 @@
+{
+  "mode": "walk_forward",
+  "config": {
+    "symbols": [
+      "XRPUSDT"
+    ],
+    "start": null,
+    "end": null,
+    "initial_balance": 1000.0,
+    "leverage": 10,
+    "fee_pct": 0.04,
+    "slippage_pct": 0.01,
+    "use_ml": true,
+    "ml_threshold": 0.55,
+    "max_daily_loss_pct": 0.05,
+    "max_positions": 3,
+    "max_same_direction": 2,
+    "margin_max_ratio": 0.5,
+    "margin_min_ratio": 0.2,
+    "margin_decay_rate": 0.0006,
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+    "atr_tp_mult": 2.0,
+    "min_notional": 5.0,
+    "signal_threshold": 3,
+    "adx_threshold": 25.0,
+    "volume_multiplier": 2.5,
+    "train_months": 6,
+    "test_months": 1,
+    "time_weight_decay": 2.0,
+    "negative_ratio": 5
+  },
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+    "total_pnl": 0.0,
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+    "max_drawdown_pct": 0.0,
+    "sharpe_ratio": 0.0,
+    "total_fees": 0.0,
+    "close_reasons": {}
+  },
+  "folds": [
+    {
+      "fold": 1,
+      "train_period": "2025-03-05 ~ 2025-09-05",
+      "test_period": "2025-09-05 ~ 2025-10-05",
+      "summary": {
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+        "max_drawdown_pct": 0.0,
+        "sharpe_ratio": 0.0,
+        "total_fees": 0.0,
+        "close_reasons": {}
+      }
+    }
+  ],
+  "trades": [],
+  "validation": {
+    "overall": "PASS",
+    "checks": [
+      {
+        "name": "trade_count",
+        "passed": true,
+        "level": "FAIL",
+        "message": "트레이드 없음 (검증 스킵)"
+      }
+    ]
+  }
+}
\ No newline at end of file
diff --git a/results/xrpusdt/wf_backtest_20260306_235157.json b/results/xrpusdt/wf_backtest_20260306_235157.json
new file mode 100644
index 0000000..0deecb3
--- /dev/null
+++ b/results/xrpusdt/wf_backtest_20260306_235157.json
@@ -0,0 +1,77 @@
+{
+  "mode": "walk_forward",
+  "config": {
+    "symbols": [
+      "XRPUSDT"
+    ],
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+    "end": null,
+    "initial_balance": 1000.0,
+    "leverage": 10,
+    "fee_pct": 0.04,
+    "slippage_pct": 0.01,
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+    "max_same_direction": 2,
+    "margin_max_ratio": 0.5,
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+    "margin_decay_rate": 0.0006,
+    "atr_sl_mult": 2.0,
+    "atr_tp_mult": 2.0,
+    "min_notional": 5.0,
+    "signal_threshold": 3,
+    "adx_threshold": 25.0,
+    "volume_multiplier": 2.5,
+    "train_months": 6,
+    "test_months": 1,
+    "time_weight_decay": 2.0,
+    "negative_ratio": 5
+  },
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+    "total_pnl": 0.0,
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+    "max_drawdown_pct": 0.0,
+    "sharpe_ratio": 0.0,
+    "total_fees": 0.0,
+    "close_reasons": {}
+  },
+  "folds": [
+    {
+      "fold": 1,
+      "train_period": "2025-03-05 ~ 2025-09-05",
+      "test_period": "2025-09-05 ~ 2025-10-05",
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+        "max_drawdown_pct": 0.0,
+        "sharpe_ratio": 0.0,
+        "total_fees": 0.0,
+        "close_reasons": {}
+      }
+    }
+  ],
+  "trades": [],
+  "validation": {
+    "overall": "PASS",
+    "checks": [
+      {
+        "name": "trade_count",
+        "passed": true,
+        "level": "FAIL",
+        "message": "트레이드 없음 (검증 스킵)"
+      }
+    ]
+  }
+}
\ No newline at end of file
diff --git a/results/xrpusdt/wf_backtest_20260306_235416.json b/results/xrpusdt/wf_backtest_20260306_235416.json
new file mode 100644
index 0000000..5ad0022
--- /dev/null
+++ b/results/xrpusdt/wf_backtest_20260306_235416.json
@@ -0,0 +1,113 @@
+{
+  "mode": "walk_forward",
+  "config": {
+    "symbols": [
+      "XRPUSDT"
+    ],
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+    "end": null,
+    "initial_balance": 1000.0,
+    "leverage": 10,
+    "fee_pct": 0.04,
+    "slippage_pct": 0.01,
+    "use_ml": true,
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+    "max_daily_loss_pct": 0.05,
+    "max_positions": 3,
+    "max_same_direction": 2,
+    "margin_max_ratio": 0.5,
+    "margin_min_ratio": 0.2,
+    "margin_decay_rate": 0.0006,
+    "atr_sl_mult": 2.0,
+    "atr_tp_mult": 2.0,
+    "min_notional": 5.0,
+    "signal_threshold": 3,
+    "adx_threshold": 25.0,
+    "volume_multiplier": 2.5,
+    "train_months": 3,
+    "test_months": 1,
+    "time_weight_decay": 2.0,
+    "negative_ratio": 5
+  },
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+    "profit_factor": 0.0,
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+    "sharpe_ratio": 0.0,
+    "total_fees": 0.0,
+    "close_reasons": {}
+  },
+  "folds": [
+    {
+      "fold": 1,
+      "train_period": "2025-03-05 ~ 2025-06-05",
+      "test_period": "2025-06-05 ~ 2025-07-05",
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+        "sharpe_ratio": 0.0,
+        "total_fees": 0.0,
+        "close_reasons": {}
+      }
+    },
+    {
+      "fold": 2,
+      "train_period": "2025-06-05 ~ 2025-09-05",
+      "test_period": "2025-09-05 ~ 2025-10-05",
+      "summary": {
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+        "sharpe_ratio": 0.0,
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+        "close_reasons": {}
+      }
+    },
+    {
+      "fold": 3,
+      "train_period": "2025-09-05 ~ 2025-12-05",
+      "test_period": "2025-12-05 ~ 2026-01-05",
+      "summary": {
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+        "max_drawdown_pct": 0.0,
+        "sharpe_ratio": 0.0,
+        "total_fees": 0.0,
+        "close_reasons": {}
+      }
+    }
+  ],
+  "trades": [],
+  "validation": {
+    "overall": "PASS",
+    "checks": [
+      {
+        "name": "trade_count",
+        "passed": true,
+        "level": "FAIL",
+        "message": "트레이드 없음 (검증 스킵)"
+      }
+    ]
+  }
+}
\ No newline at end of file
diff --git a/results/xrpusdt/wf_backtest_20260306_235536.json b/results/xrpusdt/wf_backtest_20260306_235536.json
new file mode 100644
index 0000000..50d0d45
--- /dev/null
+++ b/results/xrpusdt/wf_backtest_20260306_235536.json
@@ -0,0 +1,113 @@
+{
+  "mode": "walk_forward",
+  "config": {
+    "symbols": [
+      "XRPUSDT"
+    ],
+    "start": null,
+    "end": null,
+    "initial_balance": 1000.0,
+    "leverage": 10,
+    "fee_pct": 0.04,
+    "slippage_pct": 0.01,
+    "use_ml": false,
+    "ml_threshold": 0.55,
+    "max_daily_loss_pct": 0.05,
+    "max_positions": 3,
+    "max_same_direction": 2,
+    "margin_max_ratio": 0.5,
+    "margin_min_ratio": 0.2,
+    "margin_decay_rate": 0.0006,
+    "atr_sl_mult": 2.0,
+    "atr_tp_mult": 2.0,
+    "min_notional": 5.0,
+    "signal_threshold": 3,
+    "adx_threshold": 25.0,
+    "volume_multiplier": 2.5,
+    "train_months": 3,
+    "test_months": 1,
+    "time_weight_decay": 2.0,
+    "negative_ratio": 5
+  },
+  "summary": {
+    "total_trades": 0,
+    "total_pnl": 0.0,
+    "return_pct": 0.0,
+    "win_rate": 0.0,
+    "avg_win": 0.0,
+    "avg_loss": 0.0,
+    "profit_factor": 0.0,
+    "max_drawdown_pct": 0.0,
+    "sharpe_ratio": 0.0,
+    "total_fees": 0.0,
+    "close_reasons": {}
+  },
+  "folds": [
+    {
+      "fold": 1,
+      "train_period": "2025-03-05 ~ 2025-06-05",
+      "test_period": "2025-06-05 ~ 2025-07-05",
+      "summary": {
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+        "sharpe_ratio": 0.0,
+        "total_fees": 0.0,
+        "close_reasons": {}
+      }
+    },
+    {
+      "fold": 2,
+      "train_period": "2025-06-05 ~ 2025-09-05",
+      "test_period": "2025-09-05 ~ 2025-10-05",
+      "summary": {
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+        "max_drawdown_pct": 0.0,
+        "sharpe_ratio": 0.0,
+        "total_fees": 0.0,
+        "close_reasons": {}
+      }
+    },
+    {
+      "fold": 3,
+      "train_period": "2025-09-05 ~ 2025-12-05",
+      "test_period": "2025-12-05 ~ 2026-01-05",
+      "summary": {
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+        "total_pnl": 0.0,
+        "return_pct": 0.0,
+        "win_rate": 0.0,
+        "avg_win": 0.0,
+        "avg_loss": 0.0,
+        "profit_factor": 0.0,
+        "max_drawdown_pct": 0.0,
+        "sharpe_ratio": 0.0,
+        "total_fees": 0.0,
+        "close_reasons": {}
+      }
+    }
+  ],
+  "trades": [],
+  "validation": {
+    "overall": "PASS",
+    "checks": [
+      {
+        "name": "trade_count",
+        "passed": true,
+        "level": "FAIL",
+        "message": "트레이드 없음 (검증 스킵)"
+      }
+    ]
+  }
+}
\ No newline at end of file
diff --git a/results/xrpusdt/wf_backtest_20260306_235621.json b/results/xrpusdt/wf_backtest_20260306_235621.json
new file mode 100644
index 0000000..50d0d45
--- /dev/null
+++ b/results/xrpusdt/wf_backtest_20260306_235621.json
@@ -0,0 +1,113 @@
+{
+  "mode": "walk_forward",
+  "config": {
+    "symbols": [
+      "XRPUSDT"
+    ],
+    "start": null,
+    "end": null,
+    "initial_balance": 1000.0,
+    "leverage": 10,
+    "fee_pct": 0.04,
+    "slippage_pct": 0.01,
+    "use_ml": false,
+    "ml_threshold": 0.55,
+    "max_daily_loss_pct": 0.05,
+    "max_positions": 3,
+    "max_same_direction": 2,
+    "margin_max_ratio": 0.5,
+    "margin_min_ratio": 0.2,
+    "margin_decay_rate": 0.0006,
+    "atr_sl_mult": 2.0,
+    "atr_tp_mult": 2.0,
+    "min_notional": 5.0,
+    "signal_threshold": 3,
+    "adx_threshold": 25.0,
+    "volume_multiplier": 2.5,
+    "train_months": 3,
+    "test_months": 1,
+    "time_weight_decay": 2.0,
+    "negative_ratio": 5
+  },
+  "summary": {
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+    "total_pnl": 0.0,
+    "return_pct": 0.0,
+    "win_rate": 0.0,
+    "avg_win": 0.0,
+    "avg_loss": 0.0,
+    "profit_factor": 0.0,
+    "max_drawdown_pct": 0.0,
+    "sharpe_ratio": 0.0,
+    "total_fees": 0.0,
+    "close_reasons": {}
+  },
+  "folds": [
+    {
+      "fold": 1,
+      "train_period": "2025-03-05 ~ 2025-06-05",
+      "test_period": "2025-06-05 ~ 2025-07-05",
+      "summary": {
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+        "total_pnl": 0.0,
+        "return_pct": 0.0,
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+        "profit_factor": 0.0,
+        "max_drawdown_pct": 0.0,
+        "sharpe_ratio": 0.0,
+        "total_fees": 0.0,
+        "close_reasons": {}
+      }
+    },
+    {
+      "fold": 2,
+      "train_period": "2025-06-05 ~ 2025-09-05",
+      "test_period": "2025-09-05 ~ 2025-10-05",
+      "summary": {
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+        "sharpe_ratio": 0.0,
+        "total_fees": 0.0,
+        "close_reasons": {}
+      }
+    },
+    {
+      "fold": 3,
+      "train_period": "2025-09-05 ~ 2025-12-05",
+      "test_period": "2025-12-05 ~ 2026-01-05",
+      "summary": {
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+        "total_pnl": 0.0,
+        "return_pct": 0.0,
+        "win_rate": 0.0,
+        "avg_win": 0.0,
+        "avg_loss": 0.0,
+        "profit_factor": 0.0,
+        "max_drawdown_pct": 0.0,
+        "sharpe_ratio": 0.0,
+        "total_fees": 0.0,
+        "close_reasons": {}
+      }
+    }
+  ],
+  "trades": [],
+  "validation": {
+    "overall": "PASS",
+    "checks": [
+      {
+        "name": "trade_count",
+        "passed": true,
+        "level": "FAIL",
+        "message": "트레이드 없음 (검증 스킵)"
+      }
+    ]
+  }
+}
\ No newline at end of file
diff --git a/results/xrpusdt/wf_backtest_20260306_235910.json b/results/xrpusdt/wf_backtest_20260306_235910.json
new file mode 100644
index 0000000..5ad0022
--- /dev/null
+++ b/results/xrpusdt/wf_backtest_20260306_235910.json
@@ -0,0 +1,113 @@
+{
+  "mode": "walk_forward",
+  "config": {
+    "symbols": [
+      "XRPUSDT"
+    ],
+    "start": null,
+    "end": null,
+    "initial_balance": 1000.0,
+    "leverage": 10,
+    "fee_pct": 0.04,
+    "slippage_pct": 0.01,
+    "use_ml": true,
+    "ml_threshold": 0.55,
+    "max_daily_loss_pct": 0.05,
+    "max_positions": 3,
+    "max_same_direction": 2,
+    "margin_max_ratio": 0.5,
+    "margin_min_ratio": 0.2,
+    "margin_decay_rate": 0.0006,
+    "atr_sl_mult": 2.0,
+    "atr_tp_mult": 2.0,
+    "min_notional": 5.0,
+    "signal_threshold": 3,
+    "adx_threshold": 25.0,
+    "volume_multiplier": 2.5,
+    "train_months": 3,
+    "test_months": 1,
+    "time_weight_decay": 2.0,
+    "negative_ratio": 5
+  },
+  "summary": {
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+    "total_pnl": 0.0,
+    "return_pct": 0.0,
+    "win_rate": 0.0,
+    "avg_win": 0.0,
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+      "fold": 1,
+      "train_period": "2025-03-05 ~ 2025-06-05",
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+      "train_period": "2025-06-05 ~ 2025-09-05",
+      "test_period": "2025-09-05 ~ 2025-10-05",
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+      "test_period": "2025-12-05 ~ 2026-01-05",
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+        "close_reasons": {}
+      }
+    }
+  ],
+  "trades": [],
+  "validation": {
+    "overall": "PASS",
+    "checks": [
+      {
+        "name": "trade_count",
+        "passed": true,
+        "level": "FAIL",
+        "message": "트레이드 없음 (검증 스킵)"
+      }
+    ]
+  }
+}
\ No newline at end of file
diff --git a/results/xrpusdt/wf_backtest_20260306_235938.json b/results/xrpusdt/wf_backtest_20260306_235938.json
new file mode 100644
index 0000000..5ad0022
--- /dev/null
+++ b/results/xrpusdt/wf_backtest_20260306_235938.json
@@ -0,0 +1,113 @@
+{
+  "mode": "walk_forward",
+  "config": {
+    "symbols": [
+      "XRPUSDT"
+    ],
+    "start": null,
+    "end": null,
+    "initial_balance": 1000.0,
+    "leverage": 10,
+    "fee_pct": 0.04,
+    "slippage_pct": 0.01,
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+    "max_same_direction": 2,
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+    "test_months": 1,
+    "time_weight_decay": 2.0,
+    "negative_ratio": 5
+  },
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+    "close_reasons": {}
+  },
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+      "fold": 1,
+      "train_period": "2025-03-05 ~ 2025-06-05",
+      "test_period": "2025-06-05 ~ 2025-07-05",
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+        "close_reasons": {}
+      }
+    },
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+      "test_period": "2025-12-05 ~ 2026-01-05",
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+        "close_reasons": {}
+      }
+    }
+  ],
+  "trades": [],
+  "validation": {
+    "overall": "PASS",
+    "checks": [
+      {
+        "name": "trade_count",
+        "passed": true,
+        "level": "FAIL",
+        "message": "트레이드 없음 (검증 스킵)"
+      }
+    ]
+  }
+}
\ No newline at end of file
diff --git a/results/xrpusdt/wf_backtest_20260307_000234.json b/results/xrpusdt/wf_backtest_20260307_000234.json
new file mode 100644
index 0000000..5ad0022
--- /dev/null
+++ b/results/xrpusdt/wf_backtest_20260307_000234.json
@@ -0,0 +1,113 @@
+{
+  "mode": "walk_forward",
+  "config": {
+    "symbols": [
+      "XRPUSDT"
+    ],
+    "start": null,
+    "end": null,
+    "initial_balance": 1000.0,
+    "leverage": 10,
+    "fee_pct": 0.04,
+    "slippage_pct": 0.01,
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+    "max_daily_loss_pct": 0.05,
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+    "max_same_direction": 2,
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+    "test_months": 1,
+    "time_weight_decay": 2.0,
+    "negative_ratio": 5
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+  },
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+    {
+      "fold": 1,
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+      "test_period": "2025-06-05 ~ 2025-07-05",
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+      }
+    },
+    {
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+      }
+    },
+    {
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+      "test_period": "2025-12-05 ~ 2026-01-05",
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+        "sharpe_ratio": 0.0,
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+        "close_reasons": {}
+      }
+    }
+  ],
+  "trades": [],
+  "validation": {
+    "overall": "PASS",
+    "checks": [
+      {
+        "name": "trade_count",
+        "passed": true,
+        "level": "FAIL",
+        "message": "트레이드 없음 (검증 스킵)"
+      }
+    ]
+  }
+}
\ No newline at end of file
diff --git a/results/xrpusdt/wf_backtest_20260307_000339.json b/results/xrpusdt/wf_backtest_20260307_000339.json
new file mode 100644
index 0000000..5ad0022
--- /dev/null
+++ b/results/xrpusdt/wf_backtest_20260307_000339.json
@@ -0,0 +1,113 @@
+{
+  "mode": "walk_forward",
+  "config": {
+    "symbols": [
+      "XRPUSDT"
+    ],
+    "start": null,
+    "end": null,
+    "initial_balance": 1000.0,
+    "leverage": 10,
+    "fee_pct": 0.04,
+    "slippage_pct": 0.01,
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+    "negative_ratio": 5
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+  },
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+      "train_period": "2025-03-05 ~ 2025-06-05",
+      "test_period": "2025-06-05 ~ 2025-07-05",
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+      }
+    },
+    {
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+      "test_period": "2025-09-05 ~ 2025-10-05",
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+      }
+    },
+    {
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+      "test_period": "2025-12-05 ~ 2026-01-05",
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+        "sharpe_ratio": 0.0,
+        "total_fees": 0.0,
+        "close_reasons": {}
+      }
+    }
+  ],
+  "trades": [],
+  "validation": {
+    "overall": "PASS",
+    "checks": [
+      {
+        "name": "trade_count",
+        "passed": true,
+        "level": "FAIL",
+        "message": "트레이드 없음 (검증 스킵)"
+      }
+    ]
+  }
+}
\ No newline at end of file
diff --git a/results/xrpusdt/wf_backtest_20260307_000404.json b/results/xrpusdt/wf_backtest_20260307_000404.json
new file mode 100644
index 0000000..5ad0022
--- /dev/null
+++ b/results/xrpusdt/wf_backtest_20260307_000404.json
@@ -0,0 +1,113 @@
+{
+  "mode": "walk_forward",
+  "config": {
+    "symbols": [
+      "XRPUSDT"
+    ],
+    "start": null,
+    "end": null,
+    "initial_balance": 1000.0,
+    "leverage": 10,
+    "fee_pct": 0.04,
+    "slippage_pct": 0.01,
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+    "max_same_direction": 2,
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+    "margin_decay_rate": 0.0006,
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+    "adx_threshold": 25.0,
+    "volume_multiplier": 2.5,
+    "train_months": 3,
+    "test_months": 1,
+    "time_weight_decay": 2.0,
+    "negative_ratio": 5
+  },
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+    "max_drawdown_pct": 0.0,
+    "sharpe_ratio": 0.0,
+    "total_fees": 0.0,
+    "close_reasons": {}
+  },
+  "folds": [
+    {
+      "fold": 1,
+      "train_period": "2025-03-05 ~ 2025-06-05",
+      "test_period": "2025-06-05 ~ 2025-07-05",
+      "summary": {
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+        "sharpe_ratio": 0.0,
+        "total_fees": 0.0,
+        "close_reasons": {}
+      }
+    },
+    {
+      "fold": 2,
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+      "test_period": "2025-09-05 ~ 2025-10-05",
+      "summary": {
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+        "sharpe_ratio": 0.0,
+        "total_fees": 0.0,
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+      }
+    },
+    {
+      "fold": 3,
+      "train_period": "2025-09-05 ~ 2025-12-05",
+      "test_period": "2025-12-05 ~ 2026-01-05",
+      "summary": {
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+        "total_pnl": 0.0,
+        "return_pct": 0.0,
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+        "avg_win": 0.0,
+        "avg_loss": 0.0,
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+        "max_drawdown_pct": 0.0,
+        "sharpe_ratio": 0.0,
+        "total_fees": 0.0,
+        "close_reasons": {}
+      }
+    }
+  ],
+  "trades": [],
+  "validation": {
+    "overall": "PASS",
+    "checks": [
+      {
+        "name": "trade_count",
+        "passed": true,
+        "level": "FAIL",
+        "message": "트레이드 없음 (검증 스킵)"
+      }
+    ]
+  }
+}
\ No newline at end of file
diff --git a/results/xrpusdt/wf_backtest_20260307_000511.json b/results/xrpusdt/wf_backtest_20260307_000511.json
new file mode 100644
index 0000000..a6e3495
--- /dev/null
+++ b/results/xrpusdt/wf_backtest_20260307_000511.json
@@ -0,0 +1,113 @@
+{
+  "mode": "walk_forward",
+  "config": {
+    "symbols": [
+      "XRPUSDT"
+    ],
+    "start": null,
+    "end": null,
+    "initial_balance": 1000.0,
+    "leverage": 10,
+    "fee_pct": 0.04,
+    "slippage_pct": 0.01,
+    "use_ml": true,
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+    "max_daily_loss_pct": 0.05,
+    "max_positions": 3,
+    "max_same_direction": 2,
+    "margin_max_ratio": 0.5,
+    "margin_min_ratio": 0.2,
+    "margin_decay_rate": 0.0006,
+    "atr_sl_mult": 2.0,
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+    "min_notional": 5.0,
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+    "adx_threshold": 25.0,
+    "volume_multiplier": 2.5,
+    "train_months": 3,
+    "test_months": 1,
+    "time_weight_decay": 2.0,
+    "negative_ratio": 5
+  },
+  "summary": {
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+    "total_pnl": 0.0,
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+    "profit_factor": 0.0,
+    "max_drawdown_pct": 0.0,
+    "sharpe_ratio": 0.0,
+    "total_fees": 0.0,
+    "close_reasons": {}
+  },
+  "folds": [
+    {
+      "fold": 1,
+      "train_period": "2025-03-05 ~ 2025-06-05",
+      "test_period": "2025-06-05 ~ 2025-07-05",
+      "summary": {
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+        "sharpe_ratio": 0.0,
+        "total_fees": 0.0,
+        "close_reasons": {}
+      }
+    },
+    {
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+      "train_period": "2025-06-05 ~ 2025-09-05",
+      "test_period": "2025-09-05 ~ 2025-10-05",
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+        "sharpe_ratio": 0.0,
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+      }
+    },
+    {
+      "fold": 3,
+      "train_period": "2025-09-05 ~ 2025-12-05",
+      "test_period": "2025-12-05 ~ 2026-01-05",
+      "summary": {
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+        "total_pnl": 0.0,
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+        "sharpe_ratio": 0.0,
+        "total_fees": 0.0,
+        "close_reasons": {}
+      }
+    }
+  ],
+  "trades": [],
+  "validation": {
+    "overall": "PASS",
+    "checks": [
+      {
+        "name": "trade_count",
+        "passed": true,
+        "level": "FAIL",
+        "message": "트레이드 없음 (검증 스킵)"
+      }
+    ]
+  }
+}
\ No newline at end of file
diff --git a/results/xrpusdt/wf_backtest_20260307_001101.json b/results/xrpusdt/wf_backtest_20260307_001101.json
new file mode 100644
index 0000000..50d0d45
--- /dev/null
+++ b/results/xrpusdt/wf_backtest_20260307_001101.json
@@ -0,0 +1,113 @@
+{
+  "mode": "walk_forward",
+  "config": {
+    "symbols": [
+      "XRPUSDT"
+    ],
+    "start": null,
+    "end": null,
+    "initial_balance": 1000.0,
+    "leverage": 10,
+    "fee_pct": 0.04,
+    "slippage_pct": 0.01,
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+    "max_positions": 3,
+    "max_same_direction": 2,
+    "margin_max_ratio": 0.5,
+    "margin_min_ratio": 0.2,
+    "margin_decay_rate": 0.0006,
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+    "min_notional": 5.0,
+    "signal_threshold": 3,
+    "adx_threshold": 25.0,
+    "volume_multiplier": 2.5,
+    "train_months": 3,
+    "test_months": 1,
+    "time_weight_decay": 2.0,
+    "negative_ratio": 5
+  },
+  "summary": {
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+    "return_pct": 0.0,
+    "win_rate": 0.0,
+    "avg_win": 0.0,
+    "avg_loss": 0.0,
+    "profit_factor": 0.0,
+    "max_drawdown_pct": 0.0,
+    "sharpe_ratio": 0.0,
+    "total_fees": 0.0,
+    "close_reasons": {}
+  },
+  "folds": [
+    {
+      "fold": 1,
+      "train_period": "2025-03-05 ~ 2025-06-05",
+      "test_period": "2025-06-05 ~ 2025-07-05",
+      "summary": {
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+        "avg_win": 0.0,
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+        "max_drawdown_pct": 0.0,
+        "sharpe_ratio": 0.0,
+        "total_fees": 0.0,
+        "close_reasons": {}
+      }
+    },
+    {
+      "fold": 2,
+      "train_period": "2025-06-05 ~ 2025-09-05",
+      "test_period": "2025-09-05 ~ 2025-10-05",
+      "summary": {
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+    {
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+      "train_period": "2025-09-05 ~ 2025-12-05",
+      "test_period": "2025-12-05 ~ 2026-01-05",
+      "summary": {
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+        "total_pnl": 0.0,
+        "return_pct": 0.0,
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+        "profit_factor": 0.0,
+        "max_drawdown_pct": 0.0,
+        "sharpe_ratio": 0.0,
+        "total_fees": 0.0,
+        "close_reasons": {}
+      }
+    }
+  ],
+  "trades": [],
+  "validation": {
+    "overall": "PASS",
+    "checks": [
+      {
+        "name": "trade_count",
+        "passed": true,
+        "level": "FAIL",
+        "message": "트레이드 없음 (검증 스킵)"
+      }
+    ]
+  }
+}
\ No newline at end of file
diff --git a/results/xrpusdt/wf_backtest_20260307_001513.json b/results/xrpusdt/wf_backtest_20260307_001513.json
new file mode 100644
index 0000000..d41daba
--- /dev/null
+++ b/results/xrpusdt/wf_backtest_20260307_001513.json
@@ -0,0 +1,827 @@
+{
+  "mode": "walk_forward",
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+      "XRPUSDT"
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+    "end": null,
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+  "validation": {
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+    "checks": [
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+        "name": "exit_after_entry",
+        "passed": true,
+        "level": "FAIL",
+        "message": "모든 트레이드에서 청산 > 진입"
+      },
+      {
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+        "passed": true,
+        "level": "FAIL",
+        "message": "SL/TP 방향 정합"
+      },
+      {
+        "name": "no_overlap",
+        "passed": true,
+        "level": "FAIL",
+        "message": "포지션 비중첩 확인"
+      },
+      {
+        "name": "positive_fees",
+        "passed": true,
+        "level": "FAIL",
+        "message": "수수료 양수 확인"
+      },
+      {
+        "name": "no_negative_balance",
+        "passed": true,
+        "level": "FAIL",
+        "message": "잔고 양수 유지"
+      },
+      {
+        "name": "win_rate_high",
+        "passed": true,
+        "level": "WARNING",
+        "message": "승률 정상 (66.7%)"
+      },
+      {
+        "name": "win_rate_low",
+        "passed": true,
+        "level": "WARNING",
+        "message": "승률 정상 (66.7%)"
+      },
+      {
+        "name": "mdd_nonzero",
+        "passed": true,
+        "level": "WARNING",
+        "message": "MDD 정상 (12.0%)"
+      },
+      {
+        "name": "trade_frequency",
+        "passed": false,
+        "level": "WARNING",
+        "message": "월 평균 4.0건 < 5건 — 신호 생성 부족"
+      },
+      {
+        "name": "profit_factor_high",
+        "passed": true,
+        "level": "WARNING",
+        "message": "PF 정상 (1.57)"
+      }
+    ]
+  }
+}
\ No newline at end of file