Update ML models and add generated tips (Jan-Feb 2026)

- Updated LSTM and ensemble models with latest training data
- Added weekly tips from January 9 to February 4, 2026
- Updated generation history and learning state
- Added performance reports

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

data/generated_tips/generation_history.json

@@ -132,6 +132,48 @@
       "file": "weekly_lotto_tips_20260113_144816.csv",
       "avg_confidence": 0.40184204865505785,
       "avg_quality": 0.5939368072145434
+    },
+    {
+      "timestamp": "2026-01-16T21:00:18.252220",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20260116_210018.csv",
+      "avg_confidence": 0.3993135051957879,
+      "avg_quality": 0.5805001432997415
+    },
+    {
+      "timestamp": "2026-01-20T21:00:21.105638",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20260120_210021.csv",
+      "avg_confidence": 0.4194096036838097,
+      "avg_quality": 0.5989773112344052
+    },
+    {
+      "timestamp": "2026-01-23T21:00:26.108124",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20260123_210026.csv",
+      "avg_confidence": 0.39617885183652646,
+      "avg_quality": 0.5821457927496777
+    },
+    {
+      "timestamp": "2026-01-27T21:00:20.993211",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20260127_210020.csv",
+      "avg_confidence": 0.5503546207560099,
+      "avg_quality": 0.6820315842012747
+    },
+    {
+      "timestamp": "2026-01-30T21:00:22.144606",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20260130_210022.csv",
+      "avg_confidence": 0.4105884643308171,
+      "avg_quality": 0.5983834710524445
+    },
+    {
+      "timestamp": "2026-02-03T21:01:48.089602",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20260203_210148.csv",
+      "avg_confidence": 0.43053407858302783,
+      "avg_quality": 0.6127569878171568
     }
   ]
 }

data/generated_tips/weekly_lotto_tips_20260109_145523.csv

@@ -0,0 +1,11 @@
+Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
+1,8-12-13-27-28-48,8,HYBRID-OPT,0.5244,0.0869,0.4664,0.6095
+2,2-8-14-28-32-45,8,HYBRID-OPT,0.6367,0.0869,0.5169,0.6690
+3,13-23-28-39-41-45,8,HYBRID-OPT,0.5152,0.0860,0.4620,0.5942
+4,8-10-28-37-45-46,0,HYBRID-OPT,0.6775,0.0975,0.5390,0.6919
+5,6-8-14-21-28-46,1,HYBRID-OPT,0.6763,0.0869,0.5347,0.6806
+6,4-7-8-23-28-42,2,PURE-AI,0.5082,0.0869,0.4240,0.6032
+7,10-21-22-32-38-46,7,PURE-AI,0.3240,0.0909,0.2773,0.4892
+8,8-13-23-28-45-46,6,ENSEMBLE,0.7699,0.1476,0.4588,0.7179
+9,8-13-23-28-45-46,3,ENSEMBLE,0.7699,0.1476,0.4588,0.7179
+10,2-9-24-30-35-49,8,PURE-PATTERN,0.0790,0.1476,0.1270,0.3775

data/generated_tips/weekly_lotto_tips_20260116_210018.csv

@@ -0,0 +1,11 @@
+Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
+1,6-14-20-26-35-45,6,HYBRID-OPT,0.4880,0.1463,0.4708,0.5838
+2,14-21-23-26-33-46,6,HYBRID-OPT,0.4589,0.0900,0.4380,0.5588
+3,10-14-20-23-37-46,6,HYBRID-OPT,0.4816,0.1463,0.4679,0.5838
+4,6-8-14-45-46-49,1,HYBRID-OPT,0.6238,0.0337,0.4925,0.6328
+5,5-8-12-21-27-46,5,HYBRID-OPT,0.5070,0.0974,0.4622,0.5978
+6,8-12-29-31-39-46,2,PURE-AI,0.4970,0.1463,0.4268,0.6080
+7,6-10-17-22-27-45,7,PURE-AI,0.2996,0.0838,0.2564,0.4686
+8,8-12-20-23-35-46,6,ENSEMBLE,0.6709,0.1463,0.4086,0.6659
+9,8-12-20-23-35-46,3,ENSEMBLE,0.6709,0.1463,0.4086,0.6659
+10,2-9-24-30-35-49,6,PURE-PATTERN,0.1963,0.1463,0.1613,0.4397

data/generated_tips/weekly_lotto_tips_20260120_210021.csv

@@ -0,0 +1,11 @@
+Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
+1,8-12-22-29-45-47,6,HYBRID-OPT,0.5484,0.1462,0.4979,0.6257
+2,6-14-18-28-42-45,6,HYBRID-OPT,0.4712,0.1462,0.4632,0.5739
+3,3-8-11-17-35-46,6,HYBRID-OPT,0.5882,0.0767,0.4915,0.6229
+4,8-14-18-27-45-46,1,HYBRID-OPT,0.6887,0.1462,0.5611,0.6893
+5,14-17-23-27-45-46,5,HYBRID-OPT,0.5847,0.0899,0.4946,0.6151
+6,7-8-11-17-42-45,2,PURE-AI,0.5282,0.0767,0.4379,0.5942
+7,6-14-18-31-43-49,7,PURE-AI,0.3922,0.1462,0.3430,0.5248
+8,8-12-14-35-37-46,6,ENSEMBLE,0.6986,0.0336,0.3661,0.6432
+9,8-12-14-35-37-46,3,ENSEMBLE,0.6986,0.0336,0.3661,0.6432
+10,2-9-24-30-35-49,6,PURE-PATTERN,0.2342,0.1462,0.1726,0.4573

data/generated_tips/weekly_lotto_tips_20260123_210026.csv

@@ -0,0 +1,11 @@
+Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
+1,7-8-12-20-25-46,0,HYBRID-OPT,0.4923,0.0973,0.4556,0.5940
+2,5-8-23-32-44-45,0,HYBRID-OPT,0.4378,0.1462,0.4482,0.5770
+3,12-14-23-25-35-45,0,HYBRID-OPT,0.5140,0.1462,0.4825,0.5874
+4,8-14-38-45-46-49,8,HYBRID-OPT,0.6029,0.0178,0.4775,0.6183
+5,5-8-12-21-27-46,5,HYBRID-OPT,0.4961,0.0973,0.4573,0.5950
+6,8-10-23-32-46-48,2,PURE-AI,0.4956,0.1462,0.4257,0.6128
+7,14-16-19-21-33-38,7,PURE-AI,0.2891,0.1462,0.2605,0.4799
+8,8-12-20-23-35-46,6,ENSEMBLE,0.6548,0.1462,0.4005,0.6653
+9,8-12-20-23-35-46,3,ENSEMBLE,0.6548,0.1462,0.4005,0.6653
+10,2-9-24-30-35-49,0,PURE-PATTERN,0.1705,0.1462,0.1535,0.4265

data/generated_tips/weekly_lotto_tips_20260127_210020.csv

@@ -0,0 +1,11 @@
+Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
+1,6-8-17-27-33-46,9,HYBRID-OPT,0.8002,0.1461,0.6113,0.7110
+2,8-14-27-28-38-45,9,HYBRID-OPT,0.7975,0.1461,0.6100,0.6946
+3,8-14-31-39-45-46,9,HYBRID-OPT,0.8174,0.0957,0.6013,0.7006
+4,8-12-28-37-46-47,8,HYBRID-OPT,0.8754,0.0957,0.6274,0.7215
+5,10-14-18-28-45-48,5,HYBRID-OPT,0.7687,0.1461,0.5971,0.6653
+6,6-8-32-35-39-47,7,PURE-AI,0.7635,0.0957,0.6300,0.6746
+7,12-33-38-42-45-49,7,PURE-AI,0.6910,0.0071,0.5542,0.5990
+8,8-12-27-28-37-46,6,ENSEMBLE,0.8601,0.1461,0.5031,0.7310
+9,8-12-27-28-37-46,3,ENSEMBLE,0.8601,0.1461,0.5031,0.7310
+10,2-9-24-30-35-49,9,PURE-PATTERN,0.5457,0.1461,0.2660,0.5918

data/generated_tips/weekly_lotto_tips_20260130_210022.csv

@@ -0,0 +1,11 @@
+Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
+1,8-12-20-24-32-46,9,HYBRID-OPT,0.5240,0.0837,0.4651,0.6039
+2,8-9-10-31-45-46,9,HYBRID-OPT,0.5144,0.0766,0.4583,0.6041
+3,3-8-14-17-21-46,9,HYBRID-OPT,0.5312,0.0973,0.4731,0.6178
+4,8-13-22-35-45-46,8,HYBRID-OPT,0.6446,0.0957,0.5235,0.6618
+5,6-7-22-35-45-46,5,HYBRID-OPT,0.5286,0.0957,0.4714,0.5963
+6,8-12-25-31-33-46,7,PURE-AI,0.4975,0.1464,0.4273,0.6110
+7,11-21-22-26-35-36,7,PURE-AI,0.3349,0.0899,0.2859,0.4870
+8,8-12-20-23-35-46,6,ENSEMBLE,0.6892,0.1464,0.4178,0.6769
+9,8-12-20-23-35-46,3,ENSEMBLE,0.6892,0.1464,0.4178,0.6769
+10,2-9-24-30-35-49,9,PURE-PATTERN,0.2108,0.1464,0.1657,0.4482

data/generated_tips/weekly_lotto_tips_20260203_210148.csv

@@ -0,0 +1,11 @@
+Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
+1,5-8-17-46-47-49,9,HYBRID-OPT,0.6078,0.0960,0.5071,0.6395
+2,8-9-10-31-35-46,9,HYBRID-OPT,0.5947,0.0766,0.4944,0.6333
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+5,5-8-20-26-46-49,1,HYBRID-OPT,0.5528,0.1464,0.5000,0.6342
+6,3-7-8-12-17-45,7,PURE-AI,0.5448,0.0381,0.4435,0.5845
+7,6-18-28-35-38-39,7,PURE-AI,0.3976,0.0856,0.3352,0.5083
+8,8-12-23-35-37-46,6,ENSEMBLE,0.7072,0.0960,0.4016,0.6711
+9,8-12-23-35-37-46,3,ENSEMBLE,0.7072,0.0960,0.4016,0.6711
+10,2-9-24-30-35-49,9,PURE-PATTERN,0.3038,0.1464,0.1936,0.4961

data/generated_tips/weekly_lotto_tips_20260204_095117.csv

@@ -0,0 +1,11 @@
+Tip_Number,Numbers,Superzahl,Strategy,AI_Score,Pattern_Weight,Confidence,Quality
+1,8-12-20-22-39-46,6,HYBRID-OPT,0.5638230534186416,0.14631782945736435,0.5049316143484662,0.640867180796912
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+4,7-8-14-35-38-46,5,HYBRID-OPT,0.6767057508813689,0.03359173126614987,0.5162746938397684,0.6535667123436255
+5,8-10-21-26-33-46,3,HYBRID-OPT,0.5328237966524041,0.14631782945736435,0.49098194880365936,0.6271834711492366
+6,3-8-20-26-31-46,1,PURE-AI,0.5411164743603541,0.08365633074935401,0.4496244456381541,0.612374400824366
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+8,8-12-21-23-35-46,6,ENSEMBLE,0.648652306597746,0.14631782945736435,0.3974850680275552,0.6763879906909268
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+10,2-9-24-30-35-49,6,PURE-PATTERN,0.286435625055029,0.14631782945736435,0.18835316813666375,0.4846055926513705

data/performance_reports/report_20260114_200047.txt

@@ -0,0 +1,21 @@
+======================================================================
+LOTTO 6AUS49 PERFORMANCE REPORT
+======================================================================
+Erstellt: 2026-01-14 20:00:47
+
+ZIEHUNG VOM 2026-01-10
+----------------------------------------------------------------------
+Hauptzahlen: [1, 4, 7, 9, 13, 29]
+Superzahl:   6
+
+EVALUATION DER TIPPS
+----------------------------------------------------------------------
+Datei: weekly_lotto_tips_20260113_144816.csv
+Tipps evaluiert: 10
+Avg Main Matches: 0.70
+SZ Match Rate: 10.0%
+Bester Tipp: #6
+  - Main Treffer: 2
+  - SZ Match: Nein
+
+======================================================================

data/performance_reports/report_20260117_200049.txt

@@ -0,0 +1,21 @@
+======================================================================
+LOTTO 6AUS49 PERFORMANCE REPORT
+======================================================================
+Erstellt: 2026-01-17 20:00:49
+
+ZIEHUNG VOM 2026-01-14
+----------------------------------------------------------------------
+Hauptzahlen: [18, 21, 23, 25, 26, 48]
+Superzahl:   1
+
+EVALUATION DER TIPPS
+----------------------------------------------------------------------
+Datei: weekly_lotto_tips_20260116_210018.csv
+Tipps evaluiert: 10
+Avg Main Matches: 0.70
+SZ Match Rate: 10.0%
+Bester Tipp: #6
+  - Main Treffer: 2
+  - SZ Match: Nein
+
+======================================================================

data/performance_reports/report_20260121_200044.txt

@@ -0,0 +1,21 @@
+======================================================================
+LOTTO 6AUS49 PERFORMANCE REPORT
+======================================================================
+Erstellt: 2026-01-21 20:00:44
+
+ZIEHUNG VOM 2026-01-17
+----------------------------------------------------------------------
+Hauptzahlen: [12, 21, 22, 37, 46, 49]
+Superzahl:   1
+
+EVALUATION DER TIPPS
+----------------------------------------------------------------------
+Datei: weekly_lotto_tips_20260120_210021.csv
+Tipps evaluiert: 10
+Avg Main Matches: 1.70
+SZ Match Rate: 10.0%
+Bester Tipp: #4
+  - Main Treffer: 2
+  - SZ Match: Ja
+
+======================================================================

data/performance_reports/report_20260124_200050.txt

@@ -0,0 +1,21 @@
+======================================================================
+LOTTO 6AUS49 PERFORMANCE REPORT
+======================================================================
+Erstellt: 2026-01-24 20:00:50
+
+ZIEHUNG VOM 2026-01-21
+----------------------------------------------------------------------
+Hauptzahlen: [4, 5, 10, 15, 24, 27]
+Superzahl:   7
+
+EVALUATION DER TIPPS
+----------------------------------------------------------------------
+Datei: weekly_lotto_tips_20260123_210026.csv
+Tipps evaluiert: 10
+Avg Main Matches: 0.30
+SZ Match Rate: 10.0%
+Bester Tipp: #4
+  - Main Treffer: 1
+  - SZ Match: Nein
+
+======================================================================

data/performance_reports/report_20260128_200051.txt

@@ -0,0 +1,21 @@
+======================================================================
+LOTTO 6AUS49 PERFORMANCE REPORT
+======================================================================
+Erstellt: 2026-01-28 20:00:51
+
+ZIEHUNG VOM 2026-01-24
+----------------------------------------------------------------------
+Hauptzahlen: [1, 7, 28, 32, 47, 49]
+Superzahl:   1
+
+EVALUATION DER TIPPS
+----------------------------------------------------------------------
+Datei: weekly_lotto_tips_20260127_210020.csv
+Tipps evaluiert: 10
+Avg Main Matches: 0.50
+SZ Match Rate: 0.0%
+Bester Tipp: #1
+  - Main Treffer: 1
+  - SZ Match: Nein
+
+======================================================================

data/performance_reports/report_20260131_201226.txt

@@ -0,0 +1,21 @@
+======================================================================
+LOTTO 6AUS49 PERFORMANCE REPORT
+======================================================================
+Erstellt: 2026-01-31 20:12:26
+
+ZIEHUNG VOM 2026-01-28
+----------------------------------------------------------------------
+Hauptzahlen: [9, 11, 25, 35, 37, 44]
+Superzahl:   3
+
+EVALUATION DER TIPPS
+----------------------------------------------------------------------
+Datei: weekly_lotto_tips_20260130_210022.csv
+Tipps evaluiert: 10
+Avg Main Matches: 0.60
+SZ Match Rate: 10.0%
+Bester Tipp: #9
+  - Main Treffer: 1
+  - SZ Match: Ja
+
+======================================================================

data/performance_reports/report_20260204_094635.txt

@@ -0,0 +1,21 @@
+======================================================================
+LOTTO 6AUS49 PERFORMANCE REPORT
+======================================================================
+Erstellt: 2026-02-04 09:46:35
+
+ZIEHUNG VOM 2026-01-31
+----------------------------------------------------------------------
+Hauptzahlen: [8, 19, 30, 37, 38, 49]
+Superzahl:   3
+
+EVALUATION DER TIPPS
+----------------------------------------------------------------------
+Datei: weekly_lotto_tips_20260203_210148.csv
+Tipps evaluiert: 10
+Avg Main Matches: 0.90
+SZ Match Rate: 10.0%
+Bester Tipp: #9
+  - Main Treffer: 1
+  - SZ Match: Ja
+
+======================================================================

data/ultimate_ml_models/deep_learning/lstm_config_49.json

@@ -1,9 +1,9 @@
 {
-  "trained_at": "2026-01-05T14:26:53.036260",
+  "trained_at": "2026-02-04T09:51:16.756987",
-  "num_samples": 4954,
+  "num_samples": 3076,
   "num_features": 20,
-  "final_loss": 0.3721399052489188,
+  "final_loss": 0.3723479768672547,
-  "final_val_loss": 0.3729977588499746,
+  "final_val_loss": 0.3735503777861595,
-  "best_val_loss": 0.37259673303173435,
+  "best_val_loss": 0.3733456790447235,
   "epochs_trained": 30
 }

data/ultimate_ml_models/learning_state.json

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