--- reasoning.py
+++ reasoning.py
@@ -2796,297 +2796,297 @@
     async def _cross_modal_alignment(self, modalities: Dict[str, List[Dict[str, Any]]], context: Dict[str, Any]) -> List[Dict[str, Any]]:
         """Align information across different modalities."""
         try:
             # Extract modality types
             modal_types = list(modalities.keys())
             
             # Initialize alignment results
             alignments = []
             
             # Process each modality pair
             for i in range(len(modal_types)):
                 for j in range(i + 1, len(modal_types)):
                     type1, type2 = modal_types[i], modal_types[j]
                     
                     # Get items from each modality
                     items1 = modalities[type1]
                     items2 = modalities[type2]
                     
                     # Find alignments between items
                     for item1 in items1:
                         for item2 in items2:
                             similarity = self._calculate_similarity(item1, item2)
                             if similarity > 0.5:  # Threshold for alignment
                                 alignments.append({
                                     "type1": type1,
                                     "type2": type2,
                                     "item1": item1,
                                     "item2": item2,
                                     "similarity": similarity
                                 })
             
             # Sort alignments by similarity
             alignments.sort(key=lambda x: x["similarity"], reverse=True)
             
             return alignments
             
         except Exception as e:
             logging.error(f"Error in cross-modal alignment: {str(e)}")
             return []