models: DOGE/XRP/SOL 모델 및 학습 로그 업데이트

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

models/dogeusdt/training_log.json

@@ -98,5 +98,30 @@
       "reg_lambda": 0.000157
     },
     "weight_scale": 1.783105
+  },
+  {
+    "date": "2026-03-21T19:04:07.386894",
+    "backend": "lgbm",
+    "auc": 0.9251,
+    "best_threshold": 0.3743,
+    "best_precision": 0.467,
+    "best_recall": 0.208,
+    "samples": 12172,
+    "features": 26,
+    "time_weight_decay": 2.0,
+    "model_path": "models/dogeusdt/lgbm_filter.pkl",
+    "tuned_params_path": null,
+    "lgbm_params": {
+      "n_estimators": 434,
+      "learning_rate": 0.123659,
+      "max_depth": 6,
+      "num_leaves": 14,
+      "min_child_samples": 10,
+      "subsample": 0.929062,
+      "colsample_bytree": 0.94633,
+      "reg_alpha": 0.573971,
+      "reg_lambda": 0.000157
+    },
+    "weight_scale": 1.783105
   }
 ]