diff --git a/_cite/.cache/cache.db b/_cite/.cache/cache.db
index 593d373e..ae595ea3 100644
Binary files a/_cite/.cache/cache.db and b/_cite/.cache/cache.db differ
diff --git a/_data/citations.yaml b/_data/citations.yaml
index 9955f2cc..959a47a3 100644
--- a/_data/citations.yaml
+++ b/_data/citations.yaml
@@ -1,5 +1,34 @@
 # DO NOT EDIT, GENERATED AUTOMATICALLY
 
+- id: doi:10.1021/acs.jpcb.4c05674
+  title: Dynamics of Nanoparticles in Solutions of Semiflexible Ring Polymers
+  authors:
+  - Shivraj B. Kotkar
+  - Ryan Poling-Skutvik
+  - Michael P. Howard
+  - Arash Nikoubashman
+  - Jacinta C. Conrad
+  - Jeremy C. Palmer
+  publisher: The Journal of Physical Chemistry B
+  date: '2024-12-06'
+  link: https://doi.org/g83nn6
+  orcid: 0000-0002-9561-4165
+  plugin: orcid.py
+  file: orcid.yaml
+- id: doi:10.1063/5.0233683
+  title: 'relentless: Transparent, reproducible molecular dynamics simulations for
+    optimization'
+  authors:
+  - Adithya N Sreenivasan
+  - C. Levi Petix
+  - Zachary M. Sherman
+  - Michael P. Howard
+  publisher: The Journal of Chemical Physics
+  date: '2024-12-04'
+  link: https://doi.org/g83nn7
+  orcid: 0000-0002-9561-4165
+  plugin: orcid.py
+  file: orcid.yaml
 - id: doi:10.18260/2-1-370.660-132213
   title: Using A Virtual-Reality Activity to Enrich Nanoscale Concepts in Chemical
     Engineering
diff --git a/_data/types.yaml b/_data/types.yaml
index 88ea6a3c..9f6ce38d 100644
--- a/_data/types.yaml
+++ b/_data/types.yaml
@@ -18,6 +18,10 @@ phd-student:
   icon: fa-solid fa-graduation-cap
   description: Ph.D. Student
 
+ms-student:
+  icon: fa-solid fa-book
+  description: M.S. Student
+
 undergrad-student:
   icon: fa-solid fa-user-graduate
   description: Undergraduate Student
@@ -30,6 +34,10 @@ phd-alum:
   icon: fa-solid fa-star
   description: Ph.D. Alum
 
+ms-alum:
+  icon: fa-solid fa-star
+  description: M.S. Alum
+
 undergrad-alum:
   icon: fa-solid fa-star
   description: Undergraduate Alum
diff --git a/_members/cravey-luke.md b/_members/cravey-luke.md
index aee7e165..d0d38b15 100644
--- a/_members/cravey-luke.md
+++ b/_members/cravey-luke.md
@@ -1,11 +1,11 @@
 ---
 name: Luke Cravey
 image: images/cravey-luke.jpg
-role: undergrad-student
+role: undergrad-alum
 links:
 email: tlc0053@auburn.edu
 ---
 
-Luke joined the lab in 2024 as an REU student working with Mayukh to use
-computational modeling to simulate the assembly of patchy colloids via solvent
-drying. Luke plans to pursue a M.S. in chemical engineering upon graduation.
+Luke worked in the lab an undergraduate researcher in Summer 2024 (with Mayukh) 
+through the CASE REU. He modeled the thermodynamics and self-assembly of patchy 
+colloids. Luke plans to pursue a Ph.D. in chemical engineering upon graduation.
diff --git a/_members/delatorre-clara.md b/_members/delatorre-clara.md
index 480502da..7d44e7f3 100644
--- a/_members/delatorre-clara.md
+++ b/_members/delatorre-clara.md
@@ -1,7 +1,7 @@
 ---
 name: Clara De La Torre
 image: images/delatorre-clara.jpg
-role: phd-student
+role: ms-student
 links:
   email: czd0089@auburn.edu
 education:
diff --git a/index.md b/index.md
index 6cbfa881..68e464dd 100644
--- a/index.md
+++ b/index.md
@@ -30,10 +30,9 @@ to engineering challenges in soft materials.
 
 {% capture text %}
 
-We are a team of individuals working together to achieve our research goals. We
-value the unique experiences and perspectives that everyone brings to their work.
-As a team, we strive to become technically outstanding chemical engineers and to
-help build a more inclusive workforce in computational molecular science.
+We are an active group of graduate and undergraduate researchers working together 
+to make an impact. We strive to become technically outstanding engineers and to 
+develop the future workforce in computational material sciences.
 
 {%
   include button.html
diff --git a/people/index.md b/people/index.md
index 69e70a10..5c7808dd 100644
--- a/people/index.md
+++ b/people/index.md
@@ -12,6 +12,7 @@ nav:
 {% include list.html data="members" component="portrait" filters="role: ^postdoc$" %}
 {% include list.html data="members" component="portrait" filters="role: phd-candidate" %}
 {% include list.html data="members" component="portrait" filters="role: phd-student" %}
+{% include list.html data="members" component="portrait" filters="role: ms-student" %}
 {% include list.html data="members" component="portrait" filters="role: undergrad-student" %}
 
 {% include section.html dark=true %}
@@ -30,4 +31,5 @@ environment that enhances our research collaboration and goals.
 
 {% include list.html data="members" component="portrait" filters="role: postdoc-alum" %}
 {% include list.html data="members" component="portrait" filters="role: phd-alum" %}
+{% include list.html data="members" component="portrait" filters="role: ms-alum" %}
 {% include list.html data="members" component="portrait" filters="role: undergrad-alum" %}
diff --git a/research/index.md b/research/index.md
index c908d05d..6bfd2aaa 100644
--- a/research/index.md
+++ b/research/index.md
@@ -70,7 +70,7 @@ necessarily reflect the views of the National Science Foundation.
    flip=true
 %}
 Due to their small sizes, nanocrystals have remarkable properties that make them
-promising components of advanced sensors and photocatalytic devices. The
+promising components of advanced sensors. The
 properties of individual nanocrystals can be enhanced and controlled by
 assembling them into larger ordered superlattices; however, there are limited
 scalable strategies for fabricating superlattices with low defect rates.