> For the complete documentation index, see [llms.txt](https://changelog.graphlit.dev/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://changelog.graphlit.dev/december-2024/december-1-support-for-retrieval-only-rag-pipeline-bug-fixes.md).

# 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