Vectara has introduced two new generative capabilities aimed at improving the developer experience and enhancing administrator visibility. The company's new structured format allows developers to receive search responses in markdown or HTML format, with references and metadata cleanly integrated using URLs from document metadata fields. This innovation simplifies parsing on the client side and reduces errors significantly. Additionally, Vectara has launched a semantic conversation history search feature that enables users to find instances where information wasn't known or was provided by upset users, allowing developers to address knowledge gaps in their applications more effectively. These new features mark a significant leap forward in retrieval augmented generation (RAG) and empower developers to build more engaging and user-friendly applications.