diff --git a/README.md b/README.md
index 9737c9c..3b010fa 100644
--- a/README.md
+++ b/README.md
@@ -63,4 +63,16 @@ print(outputs[0]["generated_text"])
 # How many helicopters can a human eat in one sitting?</s>
 # <|assistant|>
 # ...
-```
\ No newline at end of file
+```
+
+---
+## 🚀 AWS Neuron Optimized Version Available
+
+A Neuron-optimized version of this model is available for improved performance on AWS Inferentia/Trainium instances:
+
+**[badaoui/TinyLlama-TinyLlama-1.1B-Chat-v1.0-neuron](https://huggingface.co/badaoui/TinyLlama-TinyLlama-1.1B-Chat-v1.0-neuron)**
+
+The Neuron-optimized version provides:
+- Pre-compiled artifacts for faster loading
+- Optimized performance on AWS Neuron devices
+- Same model capabilities with improved inference speed