Update services/kb_creation.py

services/kb_creation.py

@@ -93,19 +93,20 @@ def _split_by_sections(doc: Document) -> List[Tuple[str, List[str]]]:
 
 def _chunk_text_with_context(doc_title: str, section_title: str, paragraphs: List[str], max_words: int = 900) -> List[str]:
     """
-    Build chunks that keep: Document Title + Section Title + paragraphs,
-    so short bullets like 'Putaway error: ...' stay with their header.
+    Build chunks from paragraphs ONLY (no doc/section headers in the text).
+    We still keep title/section inside metadata so retrieval quality remains high.
     """
-    # Join paras for chunking
-    body = "\n".join(paragraphs)
+    body = "\n".join(paragraphs).strip()
+    if not body:
+        return []
     words = body.split()
     chunks: List[str] = []
     for i in range(0, len(words), max_words):
-        chunk_body = ' '.join(words[i:i + max_words])
-        chunk_text = f"{doc_title}\n{section_title}\n\n{chunk_body}".strip()
-        chunks.append(chunk_text)
-    if not chunks and body:
-        chunks = [f"{doc_title}\n{section_title}\n\n{body}"]
+        chunk_body = ' '.join(words[i:i + max_words]).strip()
+        if chunk_body:
+            chunks.append(chunk_body)  # <-- no headers inside the chunk content
+    if not chunks:
+        chunks = [body]
     return chunks
 
 # ------------------------- Ingestion ------------------------------