diff --git a/examples/web/audio-webgpu-demo.mdx b/examples/web/audio-webgpu-demo.mdx
index e1eca733..75711004 100644
--- a/examples/web/audio-webgpu-demo.mdx
+++ b/examples/web/audio-webgpu-demo.mdx
@@ -2,8 +2,8 @@
 title: "LFM2.5-Audio browser demo with WebGPU"
 ---
 
-<Card title="View Source Code" icon="github" href="https://github.com/Liquid4All/cookbook/tree/main/examples/audio-webgpu-demo">
-  Browse the complete example on GitHub
+<Card title="View Source Code" icon="code" href="https://huggingface.co/spaces/LiquidAI/LFM2.5-Audio-1.5B-transformers-js/tree/main">
+  Browse the complete example on Hugging Face
 </Card>
 
 This example showcases the **LFM2.5-Audio-1.5B** model running entirely within a web browser using WebGPU and ONNX Runtime Web technology. The demo provides three powerful audio processing modes: automatic speech recognition, text-to-speech synthesis, and interleaved conversations.
@@ -16,14 +16,14 @@ The demo provides three primary capabilities powered by LFM2.5-Audio-1.5B:
 - **TTS (Text-to-Speech)**: Transform written text into natural-sounding audio output
 - **Interleaved Mode**: Enable mixed conversations combining both audio and text inputs
 
-All processing happens locally in your browser - no data is sent to external servers.
+All processing happens locally in your browser - no data is sent to external servers. You can also try the [deployed version on Hugging Face Spaces](https://huggingface.co/spaces/LiquidAI/LFM2.5-Audio-1.5B-transformers-js) with zero setup.
 
 ## Quick Start
 
 1. Clone the repository
     ```bash
-    git clone https://github.com/Liquid4All/cookbook.git
-    cd cookbook/examples/audio-webgpu-demo
+    git clone https://huggingface.co/spaces/LiquidAI/LFM2.5-Audio-1.5B-transformers-js/
+    cd LFM2.5-Audio-1.5B-transformers-js
     ```
 
 2. Verify you have npm installed on your system