Update models and learning state after May 16 draw

- Run learning for 2026-05-16 draw (7 11 20 23 27 30 SZ:9)
- Retrain LSTM on updated 3126-draw dataset
- Update generation history with new tips

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

data/generated_tips/generation_history.json

@@ -384,6 +384,20 @@
       "file": "weekly_lotto_tips_20260519_133239.csv",
       "avg_confidence": 0.4215215125819441,
       "avg_quality": 0.5999271737766253
+    },
+    {
+      "timestamp": "2026-05-19T13:44:45.213229",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20260519_134445.csv",
+      "avg_confidence": 0.3999027555100958,
+      "avg_quality": 0.5826823762260946
+    },
+    {
+      "timestamp": "2026-05-19T13:45:00.058744",
+      "num_tips": 10,
+      "file": "weekly_lotto_tips_20260519_134500.csv",
+      "avg_confidence": 0.3999027555100958,
+      "avg_quality": 0.5826823762260946
     }
   ]
 }

data/learning_log.json

@@ -588,6 +588,19 @@
         "main": 0.0
       },
       "note": "retroactive_learning"
+    },
+    {
+      "timestamp": "2026-05-19T13:38:48.024370",
+      "draw_date": "2026-05-16",
+      "evaluation": {
+        "main": 2,
+        "sz": false,
+        "tip": 7
+      },
+      "avg_matches": {
+        "main": 0.9,
+        "sz_rate": 0.0
+      }
     }
   ]
 }

data/ultimate_ml_models/deep_learning/lstm_config_49.json

@@ -1,9 +1,9 @@
 {
-  "trained_at": "2026-05-19T12:56:08.778673",
+  "trained_at": "2026-05-19T13:38:48.020013",
   "num_samples": 3106,
   "num_features": 20,
-  "final_loss": 0.3726997012511278,
+  "final_loss": 0.3725810773097552,
-  "final_val_loss": 0.37363722175359726,
+  "final_val_loss": 0.3736688941717148,
-  "best_val_loss": 0.373420712351799,
+  "best_val_loss": 0.373528328537941,
   "epochs_trained": 30
 }

data/ultimate_ml_models/learning_state.json

@@ -1,61 +1,61 @@
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   "stats": {
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 }