diff --git a/content/en/posts/hf_as_svc/index.md b/content/en/posts/hf_as_svc/index.md
index 352d370..de593c9 100644
--- a/content/en/posts/hf_as_svc/index.md
+++ b/content/en/posts/hf_as_svc/index.md
@@ -22,7 +22,7 @@ tags:
 - MLOps
 ---
 
-# [ML] Huggingface Pipeline as a Service 
+## Huggingface Pipeline as a Service 
 I am currently working on some projects using Huggingface Transformers. I found it is a little bit tedious to set up a web server for each model. So I decided to write a script to automate the process.  
 There is a great documentation on Huggingface website about how to set up a web server for a model using Scarlette. Here is the link: [pipeline_webserver](https://huggingface.co/docs/transformers/main/en/pipeline_webserver)  
 
diff --git a/content/en/posts/try_k3d/index.md b/content/en/posts/try_k3d/index.md
index 29ca284..8d889f7 100644
--- a/content/en/posts/try_k3d/index.md
+++ b/content/en/posts/try_k3d/index.md
@@ -197,4 +197,8 @@ Now you have a running K3D cluster on your machine.
 In the next post, I will show you how to install devtron for CI/CD and so on. 
 
 ## References
-https://k3d.io/v5.4.7/ 
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+https://k3d.io/v5.4.7/ 
+
+
+## Notes 
+I finally moved to K3S because I got more machines and I wanted to have a real cluster.
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