diff --git a/README.md b/README.md
index d2d107821..51c19dc21 100644
--- a/README.md
+++ b/README.md
@@ -218,7 +218,7 @@ Lastly, I will be a lot more sensitive to complexity in the root folder of the p
 
 - WebGPU C++
   - [gpu.cpp](https://github.com/AnswerDotAI/gpu.cpp) by @[austinvhuang](https://github.com/austinvhuang): a library for portable GPU compute in C++ using native WebGPU. Aims to be a general-purpose library, but also porting llm.c kernels to WGSL.
-  
+
 - C++
   - [llm.cpp](https://github.com/GaoYusong/llm.cpp) by @[GaoYusong](https://github.com/GaoYusong): a port of this project featuring a C++ single-header [tinytorch.hpp](https://github.com/GaoYusong/llm.cpp/blob/main/tinytorch.hpp) library
 
@@ -237,6 +237,9 @@ Lastly, I will be a lot more sensitive to complexity in the root folder of the p
 - OpenCL
   - [llm.c](https://github.com/krrishnarraj/llm.c) by @[krrishnarraj](https://github.com/krrishnarraj): an OpenCL port of this project
 
+- Python (NumPy)
+  - [llm](https://github.com/davidtag/llm) by @[davidtag](https://github.com/davidtag): an educational NumPy-only port of this project
+
 - Rust
   -  [llm.rs](https://github.com/yijunyu/llm.rs) by @[Yijun Yu](https://github.com/yijunyu): a Rust rewrite with the aim to have same performance
   -  [llm.rs](https://github.com/ToJen/llm.rs) by @[ToJen](https://github.com/ToJen): a Rust port of this project
@@ -246,9 +249,9 @@ Lastly, I will be a lot more sensitive to complexity in the root folder of the p
 
 - Zig
   - [llm.zig](https://github.com/Saimirbaci/llm.zig) by @[saimirbaci](https://github.com/Saimirbaci): a Zig port of this project
- 
+
 - Habana Gaudi2
-  - [llm.tpc](https://github.com/abhilash1910/llm.tpc) by @[abhilash1910](https://github.com/abhilash1910): a Habana Gaudi2 port of this project 
+  - [llm.tpc](https://github.com/abhilash1910/llm.tpc) by @[abhilash1910](https://github.com/abhilash1910): a Habana Gaudi2 port of this project
 
 - Nim
   - [llm.nim](https://github.com/Vindaar/llm.nim) by @[Vindaar](https://github.com/Vindaar): a Nim port of this project