Minor edits

Author: peterschmidt85

docs/blog/posts/benchmark-amd-containers-and-partitions.md

@@ -481,8 +481,11 @@ All source code and findings are available in [our GitHub repo :material-arrow-t
 
 ## What's next?
 
-* Benchmark VM performance, as it's another common way to share GPU resources.
+Benchmark the performance impact of VMs vs bare-metal for inference and training, to quantify virtualization overhead.
 
-!!! info "Acknowledgments"
-    Big thanks to [Hot Aisle :material-arrow-top-right-thin:{ .external }](https://hotaisle.xyz/){:target="_blank"} for providing the compute power behind these benchmarks. 
-    If you’re looking for fast AMD GPU bare-metal or VM instances, they’re definitely worth checking out.
+## Acknowledgments
+
+#### Hot Aisle
+    
+Big thanks to [Hot Aisle :material-arrow-top-right-thin:{ .external }](https://hotaisle.xyz/){:target="_blank"} for providing the compute power behind these benchmarks. 
+If you’re looking for fast AMD GPU bare-metal or VM instances, they’re definitely worth checking out.

mkdocs.yml

@@ -67,7 +67,7 @@ plugins:
       categories_url_format: "{slug}"
       archive: false
       categories_name: Blog
-      # categories_sort_reverse: true
+      categories_sort_reverse: true
   - social:
       cards_layout_options:
         background_color: "black"
@@ -292,9 +292,9 @@ nav:
         - TPU: examples/accelerators/tpu/index.md
         - Intel Gaudi: examples/accelerators/intel/index.md
         - Tenstorrent: examples/accelerators/tenstorrent/index.md
-  - Benchmarks: blog/benchmarks.md
-  - Case studies: blog/case-studies.md
   - Changelog: blog/changelog.md
+  - Case studies: blog/case-studies.md
+  - Benchmarks: blog/benchmarks.md
   - Blog: 
     - blog/index.md
 #  - Discord: https://discord.gg/u8SmfwPpMd" target="_blank