from praisonai.persistence.factory import create_knowledge_store
store = create_knowledge_store("weaviate", url="http://localhost:8080")
store.create_collection("Documents", dimension=384)
store.insert("Documents", [doc])
results = store.search("Documents", query_embedding, limit=5)