diff --git a/services/ml/app/__pycache__/annotation_ingestion.cpython-313.pyc b/services/ml/app/__pycache__/annotation_ingestion.cpython-313.pyc
index 9007ce5..8af78d0 100644
Binary files a/services/ml/app/__pycache__/annotation_ingestion.cpython-313.pyc and b/services/ml/app/__pycache__/annotation_ingestion.cpython-313.pyc differ
diff --git a/services/ml/app/__pycache__/db.cpython-313.pyc b/services/ml/app/__pycache__/db.cpython-313.pyc
new file mode 100644
index 0000000..311253d
Binary files /dev/null and b/services/ml/app/__pycache__/db.cpython-313.pyc differ
diff --git a/services/ml/app/annotation_ingestion.py b/services/ml/app/annotation_ingestion.py
index 8c2bd0e..6515a8e 100644
--- a/services/ml/app/annotation_ingestion.py
+++ b/services/ml/app/annotation_ingestion.py
@@ -188,8 +188,8 @@ class AnnotationIngestion:
         
         for ann in annotations:
             label = ann['label']
-            start_time = pd.Timestamp(ann['start_time'])
-            end_time = pd.Timestamp(ann['end_time'])
+            start_time = pd.Timestamp(ann['start_time']).tz_localize(None)
+            end_time = pd.Timestamp(ann['end_time']).tz_localize(None)
             
             # Find candles in span
             span_mask = (df['time'] >= start_time) & (df['time'] <= end_time)
@@ -504,7 +504,7 @@ def run_annotation_ingestion(
     logger.info("Running annotation ingestion stage")
     
     # Load enriched data
-    enriched_df = pd.read_csv(enriched_path)
+    enriched_df = pd.read_csv(enriched_path, parse_dates=['time'])
     logger.info(f"Loaded enriched data: {enriched_df.shape}")
     
     # Process annotations
diff --git a/services/ml/config/pipeline.yaml b/services/ml/config/pipeline.yaml
index 0f065b7..918d7b8 100644
--- a/services/ml/config/pipeline.yaml
+++ b/services/ml/config/pipeline.yaml
@@ -86,8 +86,8 @@ stages:
         - "CDLHARAMI"
         - "CDLPIERCING"
         - "CDLDARKCLOUDCOVER"
-        - "CDLTHREEWHITESOLDIERS"
-        - "CDLTHREEBLACKCROWS"
+        - "CDL3WHITESOLDIERS"
+        - "CDL3BLACKCROWS"
     
     # Label merge strategy: "human_priority", "programmatic_priority", "both"
     merge_strategy: "human_priority"
diff --git a/services/ml/training/__pycache__/__init__.cpython-313.pyc b/services/ml/training/__pycache__/__init__.cpython-313.pyc
new file mode 100644
index 0000000..24be242
Binary files /dev/null and b/services/ml/training/__pycache__/__init__.cpython-313.pyc differ
diff --git a/services/ml/training/__pycache__/evaluation.cpython-313.pyc b/services/ml/training/__pycache__/evaluation.cpython-313.pyc
new file mode 100644
index 0000000..d4f842e
Binary files /dev/null and b/services/ml/training/__pycache__/evaluation.cpython-313.pyc differ
diff --git a/services/ml/training/__pycache__/train.cpython-313.pyc b/services/ml/training/__pycache__/train.cpython-313.pyc
new file mode 100644
index 0000000..86eece0
Binary files /dev/null and b/services/ml/training/__pycache__/train.cpython-313.pyc differ
diff --git a/services/ml/training/models/__pycache__/__init__.cpython-313.pyc b/services/ml/training/models/__pycache__/__init__.cpython-313.pyc
new file mode 100644
index 0000000..b03fe69
Binary files /dev/null and b/services/ml/training/models/__pycache__/__init__.cpython-313.pyc differ
diff --git a/services/ml/training/models/__pycache__/random_forest.cpython-313.pyc b/services/ml/training/models/__pycache__/random_forest.cpython-313.pyc
new file mode 100644
index 0000000..413ccbc
Binary files /dev/null and b/services/ml/training/models/__pycache__/random_forest.cpython-313.pyc differ
diff --git a/services/ml/training/models/__pycache__/xgboost_model.cpython-313.pyc b/services/ml/training/models/__pycache__/xgboost_model.cpython-313.pyc
new file mode 100644
index 0000000..318d1e0
Binary files /dev/null and b/services/ml/training/models/__pycache__/xgboost_model.cpython-313.pyc differ