Add Deep Learning (LSTM) + Quick Wins automation features

Major improvements:
- Deep Learning integration with PyTorch LSTM (Bidirectional, 128→64 units)
- Hybrid predictor: 40% RandomForest + 60% Deep Learning
- LaunchAgent for automatic weekly tip generation (Tue/Fri 21:00)
- Health-Check system with auto-recovery and Telegram alerts
- Model caching and intelligent retraining logic
- Updated CSV data and generated tips
- Performance reports for recent draws

Technical details:
- PyTorch used instead of TensorFlow (Python 3.14 compatibility)
- Apple Silicon MPS acceleration support
- Sequence learning with 20-draw history
- Early stopping and learning rate scheduling

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>

data/AlleLottozahlen.csv

@@ -4967,3 +4967,9 @@ datum;Z1;Z2;Z3;Z4;Z5;Z6;SZ
 2025-12-06;15;26;27;33;35;37;2.0
 2025-12-10;3;11;12;13;17;24;8.0
 2025-12-13;6;11;21;32;37;45;3.0
+2025-12-17;6;13;25;26;32;37;2.0
+2025-12-20;12;23;32;33;40;42;5.0
+2025-12-24;7;8;25;32;37;39;8.0
+2025-12-27;7;10;27;28;38;46;6.0
+2025-12-31;3;5;7;28;36;41;5.0
+2026-01-03;3;8;11;12;16;46;8.0

data/generated_tips/generation_history.json

@@ -62,6 +62,62 @@
       "file": "weekly_lotto_tips_20251216_090036.csv",
       "avg_confidence": 0.2526153083488077,
       "avg_quality": 0.4270460107501856
+    },
+    {
+      "timestamp": "2025-12-19T09:00:47.995332",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20251219_090047.csv",
+      "avg_confidence": 0.24851173163378942,
+      "avg_quality": 0.42254649408361306
+    },
+    {
+      "timestamp": "2025-12-23T09:00:39.273434",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20251223_090039.csv",
+      "avg_confidence": 0.24564556363017442,
+      "avg_quality": 0.42297042510202276
+    },
+    {
+      "timestamp": "2025-12-26T09:00:29.472712",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20251226_090029.csv",
+      "avg_confidence": 0.24881269580518275,
+      "avg_quality": 0.4232548718131768
+    },
+    {
+      "timestamp": "2025-12-30T09:00:29.644794",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20251230_090029.csv",
+      "avg_confidence": 0.2493553812828854,
+      "avg_quality": 0.422702688633027
+    },
+    {
+      "timestamp": "2026-01-05T11:57:12.284547",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20260105_115712.csv",
+      "avg_confidence": 0.2534916290186907,
+      "avg_quality": 0.4275052872775139
+    },
+    {
+      "timestamp": "2026-01-05T14:18:43.847636",
+      "num_tips": 5,
+      "file": "weekly_lotto_tips_20260105_141843.csv",
+      "avg_confidence": 0.22396252964735192,
+      "avg_quality": 0.4176696066987704
+    },
+    {
+      "timestamp": "2026-01-05T14:26:54.619984",
+      "num_tips": 5,
+      "file": "weekly_lotto_tips_20260105_142654.csv",
+      "avg_confidence": 0.38086368558448874,
+      "avg_quality": 0.5874078043214264
+    },
+    {
+      "timestamp": "2026-01-05T19:31:53.727772",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20260105_193153.csv",
+      "avg_confidence": 0.4169894391741245,
+      "avg_quality": 0.6052850635944613
     }
   ]
 }

data/generated_tips/weekly_lotto_tips_20251219_090047.csv

@@ -0,0 +1,11 @@
+Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
+1,12-14-17-45-46-48,9,HYBRID-OPT,0.2117,0.0976,0.3294,0.4224
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+9,8-12-13-21-28-46,3,ENSEMBLE,0.2900,0.0870,0.1885,0.4519
+10,2-9-24-30-35-49,9,PURE-PATTERN,0.0700,0.1473,0.1241,0.3722

data/generated_tips/weekly_lotto_tips_20251223_090039.csv

@@ -0,0 +1,11 @@
+Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
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+10,2-9-24-30-35-49,0,PURE-PATTERN,0.0145,0.1473,0.1074,0.3500

data/generated_tips/weekly_lotto_tips_20251226_090029.csv

@@ -0,0 +1,11 @@
+Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
+1,1-12-21-28-39-46,0,HYBRID-OPT,0.2145,0.1475,0.3481,0.4397
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+7,3-17-25-37-39-46,7,PURE-AI,0.1299,0.0861,0.1212,0.3824
+8,8-12-13-21-28-37,6,ENSEMBLE,0.2498,0.0869,0.1683,0.4369
+9,8-12-13-21-28-37,3,ENSEMBLE,0.2498,0.0869,0.1683,0.4369
+10,2-9-24-30-35-49,0,PURE-PATTERN,0.0890,0.1475,0.1299,0.3798

data/generated_tips/weekly_lotto_tips_20251230_090029.csv

@@ -0,0 +1,11 @@
+Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
+1,1-12-21-28-38-46,6,HYBRID-OPT,0.2045,0.1476,0.3437,0.4363
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+7,7-10-11-37-46-48,7,PURE-AI,0.1077,0.0312,0.0924,0.3567
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+10,2-9-24-30-35-49,6,PURE-PATTERN,0.0585,0.1476,0.1209,0.3677

data/generated_tips/weekly_lotto_tips_20260105_115712.csv

@@ -0,0 +1,11 @@
+Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
+1,8-13-27-28-33-37,8,HYBRID-OPT,0.2045,0.1476,0.3437,0.4379
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data/generated_tips/weekly_lotto_tips_20260105_141843.csv

@@ -0,0 +1,6 @@
+Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
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data/generated_tips/weekly_lotto_tips_20260105_142654.csv

@@ -0,0 +1,6 @@
+Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
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data/generated_tips/weekly_lotto_tips_20260105_193153.csv

@@ -0,0 +1,11 @@
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data/health_check.json

@@ -0,0 +1,34 @@
+{
+  "checks": [
+    {
+      "timestamp": "2026-01-06T10:11:32.908565",
+      "status": "OK",
+      "issues": [],
+      "warnings": [
+        "Learning State: No learning state found",
+        "Disk Space: 121.4 GB free (13.1%)"
+      ],
+      "recovered": []
+    },
+    {
+      "timestamp": "2026-01-07T09:13:37.832795",
+      "status": "OK",
+      "issues": [],
+      "warnings": [
+        "Learning State: No learning state found",
+        "Disk Space: 115.3 GB free (12.4%)"
+      ],
+      "recovered": []
+    },
+    {
+      "timestamp": "2026-01-07T09:17:51.274727",
+      "status": "OK",
+      "issues": [],
+      "warnings": [
+        "Learning State: No learning state found",
+        "Disk Space: 115.3 GB free (12.4%)"
+      ],
+      "recovered": []
+    }
+  ]
+}

data/learning_log.json

@@ -43,6 +43,58 @@
         "main": 1.2,
         "sz_rate": 0.1
       }
+    },
+    {
+      "timestamp": "2025-12-22T21:00:50.378355",
+      "draw_date": "2025-12-20",
+      "evaluation": {
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+        "sz": false,
+        "tip": 2
+      },
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+        "sz_rate": 0.1
+      }
+    },
+    {
+      "timestamp": "2025-12-25T21:00:35.769591",
+      "draw_date": "2025-12-24",
+      "evaluation": {
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+    {
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+      "draw_date": "2025-12-27",
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+    {
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     }
   ]
 }

data/performance_reports/report_20251222_210050.txt

@@ -0,0 +1,21 @@
+======================================================================
+LOTTO 6AUS49 PERFORMANCE REPORT
+======================================================================
+Erstellt: 2025-12-22 21:00:50
+
+ZIEHUNG VOM 2025-12-20
+----------------------------------------------------------------------
+Hauptzahlen: [12, 23, 32, 33, 40, 42]
+Superzahl:   5
+
+EVALUATION DER TIPPS
+----------------------------------------------------------------------
+Datei: weekly_lotto_tips_20251219_090047.csv
+Tipps evaluiert: 10
+Avg Main Matches: 0.70
+SZ Match Rate: 10.0%
+Bester Tipp: #2
+  - Main Treffer: 3
+  - SZ Match: Nein
+
+======================================================================

data/performance_reports/report_20251225_210035.txt

@@ -0,0 +1,21 @@
+======================================================================
+LOTTO 6AUS49 PERFORMANCE REPORT
+======================================================================
+Erstellt: 2025-12-25 21:00:35
+
+ZIEHUNG VOM 2025-12-24
+----------------------------------------------------------------------
+Hauptzahlen: [7, 8, 25, 32, 37, 39]
+Superzahl:   8
+
+EVALUATION DER TIPPS
+----------------------------------------------------------------------
+Datei: weekly_lotto_tips_20251223_090039.csv
+Tipps evaluiert: 10
+Avg Main Matches: 0.80
+SZ Match Rate: 10.0%
+Bester Tipp: #2
+  - Main Treffer: 2
+  - SZ Match: Nein
+
+======================================================================

data/performance_reports/report_20251229_210036.txt

@@ -0,0 +1,21 @@
+======================================================================
+LOTTO 6AUS49 PERFORMANCE REPORT
+======================================================================
+Erstellt: 2025-12-29 21:00:36
+
+ZIEHUNG VOM 2025-12-27
+----------------------------------------------------------------------
+Hauptzahlen: [7, 10, 27, 28, 38, 46]
+Superzahl:   6
+
+EVALUATION DER TIPPS
+----------------------------------------------------------------------
+Datei: weekly_lotto_tips_20251226_090029.csv
+Tipps evaluiert: 10
+Avg Main Matches: 1.20
+SZ Match Rate: 10.0%
+Bester Tipp: #1
+  - Main Treffer: 2
+  - SZ Match: Nein
+
+======================================================================

data/performance_reports/report_20260105_115639.txt

@@ -0,0 +1,21 @@
+======================================================================
+LOTTO 6AUS49 PERFORMANCE REPORT
+======================================================================
+Erstellt: 2026-01-05 11:56:39
+
+ZIEHUNG VOM 2026-01-03
+----------------------------------------------------------------------
+Hauptzahlen: [3, 8, 11, 12, 16, 46]
+Superzahl:   8
+
+EVALUATION DER TIPPS
+----------------------------------------------------------------------
+Datei: weekly_lotto_tips_20251230_090029.csv
+Tipps evaluiert: 10
+Avg Main Matches: 1.50
+SZ Match Rate: 0.0%
+Bester Tipp: #1
+  - Main Treffer: 2
+  - SZ Match: Nein
+
+======================================================================

data/ultimate_ml_models/deep_learning/lstm_config_49.json

@@ -0,0 +1,9 @@
+{
+  "trained_at": "2026-01-05T14:26:53.036260",
+  "num_samples": 4954,
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+  "epochs_trained": 30
+}

data/ultimate_ml_models/learning_state.json

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