# Working with Knowledge Graph (.ttl) for Retrieved Augmented Generation purpose **URL:** \ **Category:** Support\ **Created:** [May 16, 2024, 2:35pm UTC](https://community.stardog.com/t/working-with-knowledge-graph-ttl-for-retrieved-augmented-generation-purpose/4930 "2024-05-16T14:35:02Z")\ **Posts on this page:** 8\ **Page:** 1
**Author:** ![AlexisP](https://avatars.discourse-cdn.com/v4/letter/a/eada6e/32.png) [@AlexisP](https://community.stardog.com/u/AlexisP)\ **Post date:** [May 16, 2024, 2:35pm UTC](https://community.stardog.com/t/working-with-knowledge-graph-ttl-for-retrieved-augmented-generation-purpose/4930/1 "2024-05-16T14:35:02Z")
Hi everyone, This topic is more a general discussion, as i'm looking for experiences or opinions. Have you ever used a knowledge graph hosted on Stardog to set up a RAG. More specifically, as a external data source on which the LLM relies to answer a question? My question concerns the interpretability of a Knowledge Graph into something that the LLM can understand (a collection of triplets, for example). ---
**Author:** ![zachary.whitley](https://yyz2.discourse-cdn.com/flex030/user_avatar/community.stardog.com/zachary.whitley/32/94_2.png) [@zachary.whitley](https://community.stardog.com/u/zachary.whitley)\ **Post date:** [May 19, 2024, 9:11am UTC](https://community.stardog.com/t/working-with-knowledge-graph-ttl-for-retrieved-augmented-generation-purpose/4930/2 "2024-05-19T09:11:43Z")
If you're talking RAG and Stardog you should start with their new Voicebox feature and what they're calling Safety RAG. [Safety RAG: Improving AI Safety by Extending AI's Data Reach | Stardog](https://www.stardog.com/blog/safety-rag-improving-ai-safety-by-extending-ais-data-reach/) If you're taking about backing a RAG based LLM solution in general take a look at the work done by Microsoft Research on GraphRAG [GraphRAG: Unlocking LLM discovery on narrative private data - Microsoft Research](https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/) On a somewhat related topic that I just came across this, llama3 in a single Java file! [GitHub - mukel/llama3.java: Practical Llama 3 inference in Java](https://github.com/mukel/llama3.java) ---
**Author:** ![AlexisP](https://avatars.discourse-cdn.com/v4/letter/a/eada6e/32.png) [@AlexisP](https://community.stardog.com/u/AlexisP)\ **Post date:** [May 21, 2024, 7:46am UTC](https://community.stardog.com/t/working-with-knowledge-graph-ttl-for-retrieved-augmented-generation-purpose/4930/3 "2024-05-21T07:46:34Z")
Your answer is very informative, it's great. The link to Github is great, that's the kind of thing I was looking for. Thanks a lot! ---
**Author:** ![zachary.whitley](https://yyz2.discourse-cdn.com/flex030/user_avatar/community.stardog.com/zachary.whitley/32/94_2.png) [@zachary.whitley](https://community.stardog.com/u/zachary.whitley)\ **Post date:** [May 21, 2024, 2:11pm UTC](https://community.stardog.com/t/working-with-knowledge-graph-ttl-for-retrieved-augmented-generation-purpose/4930/4 "2024-05-21T14:11:20Z")
You're very welcome. I think Stardog is a much overlooked platform for not only using AI but for AIOps. I'm going to hop in my Time Machine and head back to this [SimplePhotoAnnotation - W3C Wiki](https://www.w3.org/wiki/SimplePhotoAnnotation) Check out the time stamp at the bottom. 2005! ---
**Author:** ![system](https://canada1.discourse-cdn.com/flex030/uploads/stardog/original/2X/e/ed66b48a616f505106a4acde3c9cee7e6da9bc67.svg) [@system](https://community.stardog.com/u/system)\ **Post date:** [November 13, 2024, 3:23am UTC](https://community.stardog.com/t/working-with-knowledge-graph-ttl-for-retrieved-augmented-generation-purpose/4930/5 "2024-11-13T03:23:06Z")
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**Author:** ![system](https://canada1.discourse-cdn.com/flex030/uploads/stardog/original/2X/e/ed66b48a616f505106a4acde3c9cee7e6da9bc67.svg) [@system](https://community.stardog.com/u/system)\ **Post date:** [June 6, 2025, 3:26am UTC](https://community.stardog.com/t/working-with-knowledge-graph-ttl-for-retrieved-augmented-generation-purpose/4930/6 "2025-06-06T03:26:01Z")
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**Author:** ![system](https://canada1.discourse-cdn.com/flex030/uploads/stardog/original/2X/e/ed66b48a616f505106a4acde3c9cee7e6da9bc67.svg) [@system](https://community.stardog.com/u/system)\ **Post date:** [January 24, 2026, 7:01am UTC](https://community.stardog.com/t/working-with-knowledge-graph-ttl-for-retrieved-augmented-generation-purpose/4930/7 "2026-01-24T07:01:21Z")
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**Author:** ![system](https://canada1.discourse-cdn.com/flex030/uploads/stardog/original/2X/e/ed66b48a616f505106a4acde3c9cee7e6da9bc67.svg) [@system](https://community.stardog.com/u/system)\ **Post date:** [September 29, 2026, 2:26pm UTC](https://community.stardog.com/t/working-with-knowledge-graph-ttl-for-retrieved-augmented-generation-purpose/4930/8 "2026-09-29T14:26:29Z")