diff --git a/_data/citations.yaml b/_data/citations.yaml
index ba17463..7649ae4 100644
--- a/_data/citations.yaml
+++ b/_data/citations.yaml
@@ -155,12 +155,13 @@
   title: 'MolEvolvR: A web-app for characterizing proteins using molecular evolution
     and phylogeny'
   authors:
-  - Jacob D Krol
-  - Joseph T Burke
-  - Samuel Z Chen
-  - Lo M Sosinski
   - Faisal S Alquaddoomi
+  - Joseph T Burke
+  - Lo Sosinski
+  - David A Mayer
   - Evan P Brenner
+  - Samuel Z Chen
+  - Jacob D Krol
   - Ethan P Wolfe
   - Vincent P Rubinetti
   - Shaddai Amolitos
diff --git a/_members/kabir.md b/_members/kabir.md
index ec8d3d1..9ec479c 100644
--- a/_members/kabir.md
+++ b/_members/kabir.md
@@ -1,7 +1,14 @@
 ---
 name: Kabir Manghnani
-image: images/placeholder.png
+image: images/kabir.jpeg
 role: alu_bs
 links:
-  linked: https://www.linkedin.com/in/kabirmanghnani/
+  home-page: https://cabosanlucas.github.io/kabir-manghnani-site
+  linkedin: https://www.linkedin.com/in/kabirmanghnani/
+  
 ---
+
+My current work with STAIR the lab explores LLMs in strategic settings. It is interested in whether LLM agents leverage concrete knowledge from pre-training or attempt to “reason from scratch” when facing novel environments. Initially modeled by their actions in 2-player multi-turn Matrix games.
+
+
+In prior work with the lab [@UIUC 2017-2020] I worked on several projects on inductive biases for generative models. Including model regularizations to induce fairness properties and latent space disentanglement.
\ No newline at end of file
diff --git a/images/kabir.jpeg b/images/kabir.jpeg
new file mode 100644
index 0000000..10b6843
Binary files /dev/null and b/images/kabir.jpeg differ