diff --git a/.github/workflows/latexmk.yml b/.github/workflows/latexmk.yml
new file mode 100644
index 0000000..145b0b9
--- /dev/null
+++ b/.github/workflows/latexmk.yml
@@ -0,0 +1,40 @@
+name: LaTeX PDF Build
+
+on:
+  push:
+    branches:
+      - main
+  pull_request:
+    branches:
+      - main
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+
+    steps:
+      # Step 1: Checkout the repository
+      - name: Checkout repository
+        uses: actions/checkout@v3
+
+      # Step 2: Install LaTeX tools and missing packages
+      - name: Install LaTeX and required packages
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y texlive texlive-latex-extra texlive-fonts-recommended texlive-xetex latexmk
+          sudo apt-get install -y texlive-fonts-extra texlive-science texlive-pstricks
+
+      # Step 3: Install make (required to run your Makefile)
+      - name: Install make
+        run: sudo apt-get install make
+
+      # Step 4: Build the PDF using the Makefile
+      - name: Build PDF using Makefile
+        run: make
+
+      # Step 5: Upload the generated PDF as an artifact
+      - name: Upload PDF artifact
+        uses: actions/upload-artifact@v3
+        with:
+          name: lammps-tutorials-pdf
+          path: lammps-tutorials.pdf
diff --git a/.github/workflows/latexmk_yml b/.github/workflows/latexmk_yml
deleted file mode 100644
index 915a0ff..0000000
--- a/.github/workflows/latexmk_yml
+++ /dev/null
@@ -1,15 +0,0 @@
-name: latexmk
-on:
-  push:
-  pull_request:
-jobs:
-  latexmk:
-    runs-on: ubuntu-22.04
-    steps:
-      - uses: actions/checkout@v2
-      - uses: yegor256/latexmk-action@0.12.0
-        with:
-          cmd: latexmk
-          path: .
-          opts: -pdf lammps-tutorials
-          packages: regexpatch mdframed zref needspace opensans fontaxes authblk
\ No newline at end of file
diff --git a/DESCRIPTION.md b/DESCRIPTION.md
index daff91f..58ad4e2 100644
--- a/DESCRIPTION.md
+++ b/DESCRIPTION.md
@@ -27,8 +27,11 @@ within the solution repository located in each tutorial folder.
 
 ## Link
 
-Access the `.pdf` from [this link](lammps-tutorials.pdf), or clone this repository
-and compile the `.tex` file yourself by typing in a terminal:
+https://github.com/lammpstutorials/lammpstutorials-article/actions/runs/12458522247/artifacts/2354075042
+
+Access the last version of the `.pdf` from
+[the Actions tab](https://github.com/lammpstutorials/lammpstutorials-article/actions/runs/12458522247/artifacts/2354075042),
+or clone this repository and compile the `.tex` file yourself by typing in a terminal:
 
 ```
 make
diff --git a/README.md b/README.md
index 8b4fd03..d80bd83 100644
--- a/README.md
+++ b/README.md
@@ -36,8 +36,11 @@ within the solution repository located in each tutorial folder.
 
 ## Link
 
-Access the `.pdf` from [this link](lammps-tutorials.pdf), or clone this repository
-and compile the `.tex` file yourself by typing in a terminal:
+https://github.com/lammpstutorials/lammpstutorials-article/actions/runs/12458522247/artifacts/2354075042
+
+Access the last version of the `.pdf` from
+[the Actions tab](https://github.com/lammpstutorials/lammpstutorials-article/actions/runs/12458522247/artifacts/2354075042),
+or clone this repository and compile the `.tex` file yourself by typing in a terminal:
 
 ```
 make
@@ -52,18 +55,18 @@ more useful for everyone.
 
 ## License
 
-This project is licensed under the [Creative Commons BY 4.0](https://creativecommons.org/licenses/by/4.0/) License.
-For more details, see the [LICENSE](LICENSE) file.
+This project is licensed under the XXX License - see the 
+[LICENSE](LICENSE) file for details.
 
 ## Authors
 
-- [Simon Gravelle](https://github.com/simongravelle) (corresponding author),
-  Univ. Grenoble Alpes, CNRS, LIPhy, 38000 Grenoble, France
+- [Simon Gravelle](https://github.com/simongravelle) (corr. author),
+  Université Grenoble Alpes, CNRS, LIPhy, 38000 Grenoble, France.
 - [Jacob R. Gissinger](https://www.stevens.edu/profile/jgissing),
-  Stevens Institute of Technology, Hoboken, NJ 07030, USA
+  Stevens Institute of Technology, Hoboken, NJ 07030, USA.
 - [Axel Kohlmeyer](https://sites.google.com/site/akohlmey),
   Institute for Computational Molecular Science, Temple University, Philadelphia,
-  PA 19122, USA
+  PA 19122, USA.
 
 
 
@@ -71,8 +74,8 @@ For more details, see the [LICENSE](LICENSE) file.
 
 - Simon Gravelle acknowledges funding from the European Union's Horizon 2020
   research and innovation programme under the Marie Skłodowska-Curie grant
-  agreement No 101065060.
-- Axel Kohlmeyer acknowledges financial support by Sandia National Laboratories
+  agreement N°101065060.
+- Axel Kohlmeyer acknowledges financial support from Sandia National Laboratories
   under POs 2149742 and 2407526.
 
 
diff --git a/dependencies/.github b/dependencies/.github
index b8c8987..9931c7c 160000
--- a/dependencies/.github
+++ b/dependencies/.github
@@ -1 +1 @@
-Subproject commit b8c898787663913596dd931f5b636ad5757b04d7
+Subproject commit 9931c7cd1dcaa8d248bde41190e1900fb4e58961
diff --git a/lammps-tutorials.tex b/lammps-tutorials.tex
index 8257aaa..072636a 100644
--- a/lammps-tutorials.tex
+++ b/lammps-tutorials.tex
@@ -39,8 +39,6 @@
 \usepackage[title]{appendix}
 \usepackage{csquotes}
 
-% \usepackage{inconsolata}  % Load a font with no ligatures
-
 \usepackage[
     type={CC},
     modifier={by-nc-sa},