Fix NameError by importing defaultdict

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Author: Ncode01

agents/context_expander.py

@@ -3,6 +3,7 @@
 import spacy
 from .base import BaseAgent
 from utils.chunk_utils import filter_redundant_chunks
+from collections import defaultdict
 
 logger = logging.getLogger(__name__)