{"type": "article", "title": "Beyond Embeddings: Automated Document Validation and Version Control for RAG Knowledge Bases", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/beyond-embeddings-automated-document-validation-and-version-control-for-rag", "original_source": "https://pub.towardsai.net/beyond-embeddings-automated-document-validation-and-version-control-for-rag-knowledge-bases-4cd49d3b9b36?source=rss----98111c9905da---4", "published": "2026-07-04T12:31:01+00:00", "accessed": "2026-07-04", "id": "beyond-embeddings-automated-document-validation-and-version-control-for-rag"}