DigitalOcean has launched enhancements to its Gradient™ AI Knowledge Base, introducing a code-first approach that simplifies the creation and management of retrieval-augmented generation (RAG) systems. This new developer-focused toolkit allows users to ingest diverse data sources, customize chunking and embedding, and run natural language queries efficiently while maintaining control over the infrastructure.