diff --git a/content/docs/Linux_&_Cloud.md/llms.md b/content/docs/Linux_&_Cloud.md/llms.md
index 3426559..7eb527f 100644
--- a/content/docs/Linux_&_Cloud.md/llms.md
+++ b/content/docs/Linux_&_Cloud.md/llms.md
@@ -243,4 +243,7 @@ Unlike traditional neural networks that process data sequentially (like RNNs and
 In HuggingFace you will find really cool and Open AI Projects to try out:
 
 * Image to Code: <https://huggingface.co/spaces/HuggingFaceM4/screenshot2html>
-* Audio to text: <https://huggingface.co/spaces/sanchit-gandhi/whisper-jax>
\ No newline at end of file
+* Audio to text: <https://huggingface.co/spaces/sanchit-gandhi/whisper-jax>
+
+<!-- 
+### How to install Torch? -->
\ No newline at end of file
diff --git a/content/docs/Linux_&_Cloud.md/selfhosting.md b/content/docs/Linux_&_Cloud.md/selfhosting.md
index cc48b77..b05ad4c 100644
--- a/content/docs/Linux_&_Cloud.md/selfhosting.md
+++ b/content/docs/Linux_&_Cloud.md/selfhosting.md
@@ -89,8 +89,8 @@ volumes:
 You can also try with
 
 ```sh
-python -m venv pilot-env (create a virtual environment)
-source pilot-env/bin/activate (or on Windows pilot-env\Scripts\activate) (activate the virtual environment)
+python -m venv your-env #(create a virtual environment)
+source your-env/bin/activate #(or on Windows your-env\Scripts\activate) (activatea the venv)
 #deactivate
 ```
 
@@ -104,6 +104,10 @@ conda deactivate
 
 * Ollama
 
+{{< callout type="info" >}}
+The [ML Compilation for LLMs](https://github.com/mlc-ai/mlc-llm) project aims to spread the development and deployment of AI Models.
+{{< /callout >}}
+
 ### Text-to-Image
 
 * Automatic111
@@ -116,6 +120,8 @@ conda deactivate
 
 Thanks to to [Tech-Practice](https://www.youtube.com/watch?v=HPO7fu7Vyw4&t=445s) for inspiration.
 
+
+
 ## Productivity
 
 ## Communication