diff --git a/brainsteam/content/notes/2023/06/03/1685811118.md b/brainsteam/content/notes/2023/06/03/1685811118.md
index e9bff58..28c21d1 100644
--- a/brainsteam/content/notes/2023/06/03/1685811118.md
+++ b/brainsteam/content/notes/2023/06/03/1685811118.md
@@ -4,6 +4,7 @@ mp-syndicate-to:
 - https://brid.gy/publish/mastodon
 photo:
 - /media/2023/06/03/1685811118_0.jpg
+thumbnail: https://brainsteam.co.uk/media/2023/06/03/1685811118_0.jpg
 post_meta:
 - date
 tags:
diff --git a/brainsteam/content/pages/about.md b/brainsteam/content/pages/about.md
index b3efee7..ec3c61e 100644
--- a/brainsteam/content/pages/about.md
+++ b/brainsteam/content/pages/about.md
@@ -32,4 +32,14 @@ I keep my [now](/now) page up to date with exactly where I'm at.
  - I like to read, frequently science fiction and fantasy but the occasional pop-sci title or general fiction. I have historically tracked some of my reading over at [Goodreads](https://www.goodreads.com/user/show/4547536-james-ravenscroft) but I now keep track with [Bookwyrm](https://bookwyrm.social/user/jamesravey) and eventually I plan to start tracking this stuff here via [bookwyrm](https://indiebookclub.biz/) and micropub.
  - I like to watch box sets and movies - my wife and I are [Cineworld Unlimited card](cineworld.co.uk/) holders.
  - I've been playing saxophone (Alto and Tenor mainly) off-and-on since the early 2000s. I can also play a few chords on a guitar and I'll happily tinker with a piano/keyboard, harmonica and clarinet although don't ask me to play you a full track!
- - Although I've not had time recently I did really enjoy [Lindyhop](/2015/06/28/bedford-place-vintage-festival/) - a 1920s style swing dance.
\ No newline at end of file
+ - Although I've not had time recently I did really enjoy [Lindyhop](/2015/06/28/bedford-place-vintage-festival/) - a 1920s style swing dance.
+
+## About The Site
+
+I'm using some icons from SVGRepo like:
+  - [the link icon](https://www.svgrepo.com/svg/525988/link)
+  - [the like icon](https://www.svgrepo.com/svg/506227/like)
+  - [the comment icon](https://www.svgrepo.com/svg/522070/comment-3)
+  - [the repost icon](https://www.svgrepo.com/svg/469632/retweet)
+
+in both cases I've made some small changes to the svg metadata - you're free to copy and make similar changes to these according to [the license](https://www.svgrepo.com/page/licensing#CC%20Attribution)
\ No newline at end of file
diff --git a/brainsteam/content/posts/2023/03/25/nlp-is-more-than-llms/index.md b/brainsteam/content/posts/2023/03/25/nlp-is-more-than-llms/index.md
index 87f8291..5f8094b 100644
--- a/brainsteam/content/posts/2023/03/25/nlp-is-more-than-llms/index.md
+++ b/brainsteam/content/posts/2023/03/25/nlp-is-more-than-llms/index.md
@@ -10,6 +10,7 @@ post_meta:
 resources:
 - name: feature
   src: images/language.jpg
+thumbnail: /2023/3/25//nlp-is-more-than-just-llms/images/language.jpg
 tags:
 - nlp
 - llms