from praisonai.persistence.factory import create_knowledge_store
store = create_knowledge_store(
"pinecone",
api_key="your_api_key",
environment="us-east-1"
)
# Create index
store.create_collection("documents", dimension=384)
# Insert and search
store.insert("documents", [doc])
results = store.search("documents", query_embedding, limit=5)