Add Deep Learning (LSTM) + Quick Wins automation features

Major improvements:
- Deep Learning integration with PyTorch LSTM (dual models: main 1-50 + euro 1-12)
- Hybrid predictor: 40% RandomForest + 60% Deep Learning
- LaunchAgent for automatic weekly tip generation (Mon/Thu 21:00)
- Health-Check system with auto-recovery and Telegram alerts
- Fixed health checks for Eurojackpot-specific paths and file names
- 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)
- Separate LSTM models for main numbers (1-50) and euro numbers (1-12)
- Apple Silicon MPS acceleration support
- Sequence learning with 20-draw history
- Health-check adapted for eurojackpot_ml_models/ and learning_log.json

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

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

data/generated_tips/generation_history.json

@@ -62,6 +62,62 @@
       "file": "weekly_tips_20251215_090045.csv",
       "avg_confidence": 0.1461352818684182,
       "avg_quality": 0.24801070782708448
+    },
+    {
+      "timestamp": "2025-12-18T09:04:18.723971",
+      "num_tips": 10,
+      "file": "weekly_tips_20251218_090418.csv",
+      "avg_confidence": 0.24929333861475866,
+      "avg_quality": 0.34309725833519206
+    },
+    {
+      "timestamp": "2025-12-22T09:00:26.180332",
+      "num_tips": 10,
+      "file": "weekly_tips_20251222_090026.csv",
+      "avg_confidence": 0.14555093760453808,
+      "avg_quality": 0.24778265211399592
+    },
+    {
+      "timestamp": "2025-12-25T09:00:22.814659",
+      "num_tips": 10,
+      "file": "weekly_tips_20251225_090022.csv",
+      "avg_confidence": 0.1535948121486636,
+      "avg_quality": 0.254956459846685
+    },
+    {
+      "timestamp": "2025-12-29T09:00:22.333981",
+      "num_tips": 10,
+      "file": "weekly_tips_20251229_090022.csv",
+      "avg_confidence": 0.139651730558598,
+      "avg_quality": 0.24138112537430906
+    },
+    {
+      "timestamp": "2026-01-05T09:00:22.228855",
+      "num_tips": 10,
+      "file": "weekly_tips_20260105_090022.csv",
+      "avg_confidence": 0.1464099063179347,
+      "avg_quality": 0.24795966139367404
+    },
+    {
+      "timestamp": "2026-01-05T11:43:13.513348",
+      "num_tips": 10,
+      "file": "weekly_tips_20260105_114313.csv",
+      "avg_confidence": 0.1481513610907385,
+      "avg_quality": 0.2496726932838648
+    },
+    {
+      "timestamp": "2026-01-05T14:30:37.493239",
+      "num_tips": 5,
+      "file": "weekly_tips_20260105_143037.csv",
+      "avg_confidence": 0.5146303150864401,
+      "avg_quality": 0.6495518860002409
+    },
+    {
+      "timestamp": "2026-01-05T19:31:43.033362",
+      "num_tips": 10,
+      "file": "weekly_tips_20260105_193143.csv",
+      "avg_confidence": 0.5119966658358427,
+      "avg_quality": 0.6260971285846824
     }
   ]
 }

data/generated_tips/weekly_tips_20251218_090418.csv

@@ -0,0 +1,11 @@
+Tip_Number,Main_Numbers,Euro_Numbers,Strategy,Main_AI_Score,Euro_AI_Score,Pattern_Weight,Confidence,Quality
+1,7-11-29-31-46,1-8,HYBRID-OPT,0.4688,0.0000,0.0451,0.2988,0.3465
+2,7-11-29-31-46,4-8,HYBRID-OPT,0.4688,0.0000,0.0451,0.2988,0.3465
+3,7-19-29-39-49,7-8,HYBRID-OPT,0.4688,0.0000,0.0451,0.2988,0.3465
+4,7-19-29-39-49,4-7,HYBRID-OPT,0.4688,0.0000,0.0451,0.2988,0.3465
+5,7-19-29-39-49,2-5,HYBRID-OPT,0.4688,0.0000,0.0451,0.2988,0.3465
+6,4-20-30-34-45,6-7,PURE-AI,0.4688,0.0000,0.0451,0.2434,0.3465
+7,1-16-23-40-43,2-3,PURE-AI,0.4688,0.0000,0.0451,0.2434,0.3465
+8,1-12-21-22-46,3-5,ENSEMBLE,0.4688,0.0000,0.0253,0.1951,0.3426
+9,1-12-21-22-35,3-5,ENSEMBLE,0.4688,0.0000,0.0220,0.1941,0.3419
+10,5-12-24-32-42,4-5,PURE-PATTERN,0.3833,0.0000,0.0451,0.1229,0.3207

data/generated_tips/weekly_tips_20251222_090026.csv

@@ -0,0 +1,11 @@
+Tip_Number,Main_Numbers,Euro_Numbers,Strategy,Main_AI_Score,Euro_AI_Score,Pattern_Weight,Confidence,Quality
+1,15-26-28-42-48,3-4,HYBRID-OPT,0.2670,0.0000,0.0121,0.2098,0.2668
+2,1-10-26-27-36,2-4,HYBRID-OPT,0.2370,0.0000,0.0066,0.1964,0.2525
+3,5-19-21-28-48,3-4,HYBRID-OPT,0.2220,0.0000,0.0252,0.1951,0.2515
+4,9-20-26-27-48,5-8,HYBRID-OPT,0.2220,0.0000,0.0252,0.1951,0.2514
+5,4-27-28-42-50,3-7,HYBRID-OPT,0.2250,0.0000,0.0066,0.1916,0.2475
+6,3-7-25-30-48,6-7,PURE-AI,0.1470,0.0000,0.0099,0.0755,0.2156
+7,5-10-15-23-28,2-3,PURE-AI,0.1740,0.0000,0.0110,0.0892,0.2270
+8,5-12-27-28-48,3-5,ENSEMBLE,0.2910,0.0000,0.0252,0.1240,0.2797
+9,5-12-27-28-48,3-5,ENSEMBLE,0.2910,0.0000,0.0252,0.1240,0.2797
+10,5-12-24-32-42,4-5,PURE-PATTERN,0.1110,0.0000,0.0450,0.0548,0.2061

data/generated_tips/weekly_tips_20251225_090022.csv

@@ -0,0 +1,11 @@
+Tip_Number,Main_Numbers,Euro_Numbers,Strategy,Main_AI_Score,Euro_AI_Score,Pattern_Weight,Confidence,Quality
+1,9-27-28-38-48,7-10,HYBRID-OPT,0.2859,0.0000,0.0241,0.2204,0.2758
+2,1-26-27-33-36,2-4,HYBRID-OPT,0.2644,0.0000,0.0099,0.2082,0.2627
+3,5-19-21-28-48,3-4,HYBRID-OPT,0.2739,0.0000,0.0252,0.2159,0.2707
+4,9-20-26-27-48,5-8,HYBRID-OPT,0.2739,0.0000,0.0252,0.2159,0.2705
+5,2-5-11-25-48,3-6,HYBRID-OPT,0.2559,0.0000,0.0175,0.2067,0.2608
+6,1-11-14-30-48,6-7,PURE-AI,0.1938,0.0000,0.0175,0.1004,0.2348
+7,4-18-20-24-28,2-3,PURE-AI,0.1954,0.0000,0.0088,0.0995,0.2337
+8,1-12-14-27-28,3-5,ENSEMBLE,0.2369,0.0000,0.0088,0.0974,0.2519
+9,1-12-14-27-28,3-5,ENSEMBLE,0.2369,0.0000,0.0088,0.0974,0.2519
+10,5-12-24-32-42,4-5,PURE-PATTERN,0.1889,0.0000,0.0450,0.0742,0.2368

data/generated_tips/weekly_tips_20251229_090022.csv

@@ -0,0 +1,11 @@
+Tip_Number,Main_Numbers,Euro_Numbers,Strategy,Main_AI_Score,Euro_AI_Score,Pattern_Weight,Confidence,Quality
+1,17-28-36-42-48,3-4,HYBRID-OPT,0.2640,0.0000,0.0175,0.2100,0.2669
+2,3-5-10-27-36,2-4,HYBRID-OPT,0.2280,0.0000,0.0033,0.1920,0.2480
+3,16-27-28-42-50,3-4,HYBRID-OPT,0.2220,0.0000,0.0120,0.1918,0.2475
+4,10-13-36-48-50,2-10,HYBRID-OPT,0.2040,0.0000,0.0241,0.1876,0.2421
+5,4-10-25-44-48,3-6,HYBRID-OPT,0.2220,0.0000,0.0110,0.1915,0.2470
+6,4-8-29-44-48,6-7,PURE-AI,0.1320,0.0000,0.0110,0.0682,0.2094
+7,5-10-17-24-28,2-3,PURE-AI,0.1680,0.0000,0.0110,0.0862,0.2247
+8,5-12-27-28-42,3-5,ENSEMBLE,0.2520,0.0000,0.0252,0.1084,0.2629
+9,5-12-27-28-42,3-5,ENSEMBLE,0.2520,0.0000,0.0252,0.1084,0.2629
+10,5-12-24-32-42,4-5,PURE-PATTERN,0.1020,0.0000,0.0449,0.0524,0.2024

data/generated_tips/weekly_tips_20260105_090022.csv

@@ -0,0 +1,11 @@
+Tip_Number,Main_Numbers,Euro_Numbers,Strategy,Main_AI_Score,Euro_AI_Score,Pattern_Weight,Confidence,Quality
+1,14-28-44-47-48,3-4,HYBRID-OPT,0.2860,0.0000,0.0044,0.2155,0.2733
+2,1-27-36-42-47,2-4,HYBRID-OPT,0.2560,0.0000,0.0186,0.2071,0.2628
+3,13-27-28-44-50,3-4,HYBRID-OPT,0.2380,0.0000,0.0120,0.1982,0.2541
+4,5-16-27-32-47,3-8,HYBRID-OPT,0.2120,0.0000,0.0449,0.1960,0.2505
+5,5-16-27-32-47,1-6,HYBRID-OPT,0.2120,0.0000,0.0449,0.1960,0.2505
+6,3-7-25-26-48,6-7,PURE-AI,0.1500,0.0000,0.0098,0.0770,0.2168
+7,5-14-22-28-42,2-3,PURE-AI,0.1880,0.0000,0.0252,0.0990,0.2358
+8,5-12-27-28-42,3-5,ENSEMBLE,0.2560,0.0000,0.0252,0.1099,0.2642
+9,5-12-27-28-42,3-5,ENSEMBLE,0.2560,0.0000,0.0252,0.1099,0.2642
+10,5-12-24-32-42,4-5,PURE-PATTERN,0.1140,0.0000,0.0449,0.0554,0.2073

data/generated_tips/weekly_tips_20260105_114313.csv

@@ -0,0 +1,11 @@
+Tip_Number,Main_Numbers,Euro_Numbers,Strategy,Main_AI_Score,Euro_AI_Score,Pattern_Weight,Confidence,Quality
+1,9-28-44-47-48,1-3,HYBRID-OPT,0.2850,0.0000,0.0044,0.2151,0.2729
+2,10-27-36-42-47,3-9,HYBRID-OPT,0.2556,0.0010,0.0186,0.2071,0.2628
+3,15-28-36-44-50,2-3,HYBRID-OPT,0.2316,0.0010,0.0175,0.1973,0.2525
+4,5-16-27-32-47,1-7,HYBRID-OPT,0.2110,0.0000,0.0449,0.1956,0.2501
+5,9-44-47-48-50,1-3,HYBRID-OPT,0.2370,0.0000,0.0100,0.1973,0.2533
+6,1-22-25-29-48,5-6,PURE-AI,0.1496,0.0000,0.0055,0.0759,0.2158
+7,5-9-19-28-42,1-9,PURE-AI,0.1870,0.0010,0.0175,0.0973,0.2341
+8,5-12-27-28-42,1-4,ENSEMBLE,0.2550,0.0000,0.0252,0.1096,0.2638
+9,5-27-28-42-47,1-4,ENSEMBLE,0.3230,0.0000,0.0066,0.1312,0.2847
+10,5-12-24-32-42,3-4,PURE-PATTERN,0.1130,0.0000,0.0449,0.0552,0.2069

data/generated_tips/weekly_tips_20260105_143037.csv

@@ -0,0 +1,6 @@
+Tip_Number,Main_Numbers,Euro_Numbers,Strategy,Main_AI_Score,Euro_AI_Score,Pattern_Weight,Confidence,Quality
+1,3-25-27-28-47,7-10,HYBRID-OPT,0.6998,0.9020,0.0055,0.6068,0.6970
+2,5-20-27-42-48,4-7,HYBRID-OPT,0.6254,0.9414,0.0252,0.5918,0.6681
+3,9-27-29-35-36,4-7,PURE-AI,0.4187,0.9414,0.0098,0.4938,0.5793
+4,5-27-28-47-48,10-12,ENSEMBLE,0.8473,0.9552,0.0066,0.6274,0.7430
+5,2-13-27-36-44,6-10,PURE-PATTERN,0.4894,0.6940,0.0449,0.2534,0.5603

data/generated_tips/weekly_tips_20260105_193143.csv

@@ -0,0 +1,11 @@
+Tip_Number,Main_Numbers,Euro_Numbers,Strategy,Main_AI_Score,Euro_AI_Score,Pattern_Weight,Confidence,Quality
+1,3-25-27-28-47,7-10,HYBRID-OPT,0.6998,0.9020,0.0055,0.6068,0.6970
+2,5-20-27-42-48,4-7,HYBRID-OPT,0.6254,0.9414,0.0252,0.5918,0.6681
+3,12-25-28-36-49,10-12,HYBRID-OPT,0.5722,0.9552,0.0186,0.5723,0.6581
+4,7-10-17-28-47,10-12,HYBRID-OPT,0.4814,0.9552,0.0175,0.5357,0.6203
+5,3-16-25-27-47,7-10,HYBRID-OPT,0.5578,0.9020,0.0252,0.5549,0.6351
+6,18-25-32-46-47,6-9,PURE-AI,0.4246,0.5379,0.0175,0.3772,0.4831
+7,3-28-29-37-44,4-10,PURE-AI,0.4538,0.9508,0.0241,0.5169,0.6057
+8,5-27-28-47-48,9-10,ENSEMBLE,0.8473,0.7553,0.0066,0.5675,0.6930
+9,5-27-28-47-48,9-10,ENSEMBLE,0.8473,0.7553,0.0066,0.5675,0.6930
+10,5-12-24-32-42,7-9,PURE-PATTERN,0.3622,0.7459,0.0449,0.2294,0.5076