diff --git a/content/misc/_index.md b/content/misc/_index.md
index 5fe499c..2d44101 100644
--- a/content/misc/_index.md
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@@ -12,7 +12,7 @@ this is the place for my miscalleneous projects. Here you'll find a collection o
 #### personal projects
 - <a>nyrids</a> is a collection of closed source nlp models I am working on, either for fun (nimertes), research (melite), or work (panope).
   - <a>melite</a> : solo research project into neurosymbolic ai using transformers and reinforcement learning methods.
-  - <a>nimertes</a> : making a foundational llm from scratch in pytorch and then nim, a system's language.
+  - <a>nimertes</a> : making a transformer from scratch in pytorch and then nim, a system's language.
   - <a>panope</a> : a foundational gpt based on the [nanogpt](https://github.com/aethrvmn/nanoGPT) architecture
 #### university projects
 - [super mario network](smddqn): implementing an agent to autonomously play super mario bros.