diff --git a/data/generated_tips/generation_history.json b/data/generated_tips/generation_history.json
index ecd6de2..7112c71 100644
--- a/data/generated_tips/generation_history.json
+++ b/data/generated_tips/generation_history.json
@@ -118,6 +118,13 @@
       "file": "weekly_tips_20260105_193143.csv",
       "avg_confidence": 0.5119966658358427,
       "avg_quality": 0.6260971285846824
+    },
+    {
+      "timestamp": "2026-01-08T09:00:29.474579",
+      "num_tips": 10,
+      "file": "weekly_tips_20260108_090029.csv",
+      "avg_confidence": 0.49425787623829,
+      "avg_quality": 0.6145839981272502
     }
   ]
 }
\ No newline at end of file
diff --git a/data/generated_tips/weekly_tips_20260108_090029.csv b/data/generated_tips/weekly_tips_20260108_090029.csv
new file mode 100644
index 0000000..02f0e29
--- /dev/null
+++ b/data/generated_tips/weekly_tips_20260108_090029.csv
@@ -0,0 +1,11 @@
+Tip_Number,Main_Numbers,Euro_Numbers,Strategy,Main_AI_Score,Euro_AI_Score,Pattern_Weight,Confidence,Quality
+1,28-35-36-44-48,4-9,HYBRID-OPT,0.7724,0.6044,0.0077,0.5437,0.6558
+2,5-16-36-42-47,4-10,HYBRID-OPT,0.7250,0.6688,0.0240,0.5632,0.6522
+3,5-10-44-48-50,1-4,HYBRID-OPT,0.6686,0.7839,0.0022,0.5640,0.6526
+4,10-17-28-48-49,1-9,HYBRID-OPT,0.5238,0.8191,0.0251,0.5206,0.6098
+5,5-16-27-32-47,1-12,HYBRID-OPT,0.6519,0.7610,0.0448,0.5622,0.6562
+6,1-26-28-29-44,3-5,PURE-AI,0.4750,0.5344,0.0055,0.3989,0.5070
+7,25-30-35-46-48,9-10,PURE-AI,0.4787,0.7040,0.0077,0.4521,0.5526
+8,5-27-28-47-48,5-9,ENSEMBLE,0.9615,0.5983,0.0066,0.5661,0.6923
+9,5-27-28-47-48,5-9,ENSEMBLE,0.9615,0.5983,0.0066,0.5661,0.6923
+10,5-12-24-32-42,4-5,PURE-PATTERN,0.3780,0.5631,0.0448,0.2059,0.4750
diff --git a/run_tip_generator.sh b/run_tip_generator.sh
new file mode 100755
index 0000000..ae9c308
--- /dev/null
+++ b/run_tip_generator.sh
@@ -0,0 +1,4 @@
+#!/bin/bash
+cd "/Users/sebastianfrohlich/Projekte/Eurojackpot"
+source venv/bin/activate
+python scripts/automation/weekly_tip_generator.py
diff --git a/scripts/automation/com.eurojackpot.weekly.plist b/scripts/automation/com.eurojackpot.weekly.plist
index 3e4b7dc..b5f074b 100644
--- a/scripts/automation/com.eurojackpot.weekly.plist
+++ b/scripts/automation/com.eurojackpot.weekly.plist
@@ -2,22 +2,16 @@
 <!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd">
 <plist version="1.0">
 <dict>
-    <!-- Label - Eindeutige Identifier -->
     <key>Label</key>
     <string>com.eurojackpot.weekly</string>
 
-    <!-- Programm-Pfad -->
     <key>ProgramArguments</key>
     <array>
-        <string>/bin/bash</string>
-        <string>-c</string>
-        <string>cd "/Users/sebastianfrohlich/Library/Mobile Documents/com~apple~CloudDocs/Jupyter Notebooks/Eurojackpot" &amp;&amp; source venv/bin/activate &amp;&amp; python scripts/automation/weekly_tip_generator.py 2>&1 | tee -a logs/launchagent.log</string>
+        <string>/Users/sebastianfrohlich/Projekte/Eurojackpot/run_tip_generator.sh</string>
     </array>
 
-    <!-- Zeitplan: Montag und Donnerstag um 21:00 -->
     <key>StartCalendarInterval</key>
     <array>
-        <!-- Montag 21:00 (vor Dienstag-Ziehung) -->
         <dict>
             <key>Weekday</key>
             <integer>1</integer>
@@ -26,7 +20,6 @@
             <key>Minute</key>
             <integer>0</integer>
         </dict>
-        <!-- Donnerstag 21:00 (vor Freitag-Ziehung) -->
         <dict>
             <key>Weekday</key>
             <integer>4</integer>
@@ -37,34 +30,28 @@
         </dict>
     </array>
 
-    <!-- Arbeitsverzeichnis -->
     <key>WorkingDirectory</key>
-    <string>/Users/sebastianfrohlich/Library/Mobile Documents/com~apple~CloudDocs/Jupyter Notebooks/Eurojackpot</string>
+    <string>/Users/sebastianfrohlich/Projekte/Eurojackpot</string>
 
-    <!-- Standard Output/Error Logging -->
     <key>StandardOutPath</key>
-    <string>/Users/sebastianfrohlich/Library/Mobile Documents/com~apple~CloudDocs/Jupyter Notebooks/Eurojackpot/logs/stdout.log</string>
+    <string>/Users/sebastianfrohlich/Projekte/Eurojackpot/logs/stdout.log</string>
     <key>StandardErrorPath</key>
-    <string>/Users/sebastianfrohlich/Library/Mobile Documents/com~apple~CloudDocs/Jupyter Notebooks/Eurojackpot/logs/stderr.log</string>
+    <string>/Users/sebastianfrohlich/Projekte/Eurojackpot/logs/stderr.log</string>
 
-    <!-- Wichtig: RunAtLoad für sofortigen Test -->
     <key>RunAtLoad</key>
     <false/>
 
-    <!-- Environment Variables -->
     <key>EnvironmentVariables</key>
     <dict>
         <key>PATH</key>
-        <string>/usr/local/bin:/usr/bin:/bin:/usr/sbin:/sbin</string>
+        <string>/opt/homebrew/bin:/usr/local/bin:/usr/bin:/bin:/usr/sbin:/sbin</string>
         <key>LANG</key>
         <string>de_DE.UTF-8</string>
     </dict>
 
-    <!-- Wichtig: Auch bei Sleep/Wake ausführen -->
     <key>LaunchOnlyOnce</key>
     <false/>
 
-    <!-- Process Nice Level (niedrigere Priorität) -->
     <key>Nice</key>
     <integer>10</integer>
 </dict>
diff --git a/scripts/automation/weekly_tip_generator.py b/scripts/automation/weekly_tip_generator.py
index bcd1043..3ad668c 100644
--- a/scripts/automation/weekly_tip_generator.py
+++ b/scripts/automation/weekly_tip_generator.py
@@ -248,7 +248,7 @@ def main():
     parser.add_argument(
         '--data-dir',
         type=str,
-        default="/Users/sebastianfrohlich/Library/Mobile Documents/com~apple~CloudDocs/Jupyter Notebooks/Eurojackpot/data",
+        default="/Users/sebastianfrohlich/Projekte/Eurojackpot/data",
         help='Daten-Verzeichnis'
     )