diff --git a/README.md b/README.md
index 94d00471..4210835b 100644
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@@ -8,14 +8,22 @@
Graphiti
Build Real-Time Knowledge Graphs for AI Agents
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-[](https://discord.com/invite/W8Kw6bsgXQ)
-[](https://github.com/getzep/Graphiti/actions/workflows/lint.yml)
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+[](https://github.com/getzep/Graphiti/actions/workflows/lint.yml)
[](https://github.com/getzep/Graphiti/actions/workflows/unit_tests.yml)
[](https://github.com/getzep/Graphiti/actions/workflows/typecheck.yml)
-[](https://codespaces.new/getzep/Graphiti)
+[](https://discord.com/invite/W8Kw6bsgXQ)
+[](https://arxiv.org/abs/2501.13956)
+[](https://github.com/getzep/graphiti/releases)
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:star: _Help us reach more developers and grow the Graphiti community. Star this repo!_