Update draws, retrain models and generate tips for the Aug 8 draw

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>

data/AlleLottozahlen.csv

@@ -3148,3 +3148,4 @@ datum;Z1;Z2;Z3;Z4;Z5;Z6;SZ
 2026-07-29;3;16;22;43;48;49;8
 2026-08-01;19;20;22;25;31;42;8
 2026-08-05;15;23;24;36;44;49;0
+2026-08-08;2;8;22;30;38;43;4

data/learning_log.json

@@ -870,6 +870,19 @@
         "main": 0.6,
         "sz_rate": 0.1
       }
+    },
+    {
+      "timestamp": "2026-08-08T20:01:01.666002",
+      "draw_date": "2026-08-08",
+      "evaluation": {
+        "main": 3,
+        "sz": true,
+        "tip": 3
+      },
+      "avg_matches": {
+        "main": 1.7,
+        "sz_rate": 0.1
+      }
     }
   ]
 }

data/ultimate_ml_models/deep_learning/lstm_config_49.json

@@ -1,9 +1,9 @@
 {
-  "trained_at": "2026-08-07T10:53:11.352902",
-  "num_samples": 3129,
+  "trained_at": "2026-08-08T20:01:01.661343",
+  "num_samples": 3130,
   "num_features": 20,
-  "final_loss": 0.3726010733767401,
-  "final_val_loss": 0.37349517047405245,
-  "best_val_loss": 0.37338881492614745,
+  "final_loss": 0.3730404165726674,
+  "final_val_loss": 0.37338354587554934,
+  "best_val_loss": 0.37333065271377563,
   "epochs_trained": 30
 }

data/ultimate_ml_models/learning_state.json

@@ -1,61 +1,61 @@
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 }