# December 1: Support for retrieval-only RAG pipeline, bug fixes

### New Features

* :bulb: Graphlit now supports formatting of LLM-ready prompts with our RAG pipeline, via the new `formatConversation` and `completeConversation` mutations.  This is valuable for supporting LLM streaming by directly calling the LLM from your application, and using Graphlit for RAG retrieval and conversation history. ([Colab Notebook Example](https://colab.research.google.com/github/graphlit/graphlit-samples/blob/main/python/Notebook%20Examples/Graphlit_2024_12_01_OpenAI_LLM_Streaming.ipynb))
* We have added support for inline hyperlinks in extracted text from documents and web pages.

### Bugs Fixed

* GPLA-3466: Owner ID should accept any non-whitespace string
* GPLA-3458: Not getting Person-to-Organization edges from entity extraction