diff --git a/posts/ci-gitlab-latex.qmd b/posts/ci-gitlab-latex.qmd
index f99493f..9844701 100644
--- a/posts/ci-gitlab-latex.qmd
+++ b/posts/ci-gitlab-latex.qmd
@@ -6,6 +6,8 @@ engine: knitr
 categories: [ci, intégration continue, git, GitLab, LaTeX, french, français]
 ---
 
+:::{.content-visible when-profile="french"}
+
 # La CI finale
 
 ```{bash, echo=FALSE}
@@ -107,4 +109,112 @@ Maintenant vous pouvez faire référence dans votre `README.md` à vos PDF en sa
 
 `https://mongitlab.com/monnomutilisateur/mondepot/-/raw/monpdf.pdf`
 
-qui permet d'afficher directement dans le navigateur le produit de la compilation. 😄
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+qui permet d'afficher directement dans le navigateur le produit de la compilation. 😄
+:::
+
+
+:::{.content-visible when-profile="english"}
+
+# The Final CI
+
+```{bash, echo=FALSE}
+# This code is here to fetch the latest version of the CI from the Forge INRAE
+curl -s "https://forge.inrae.fr/louis.lacoste/csi-louis/-/raw/main/.gitlab-ci.yml?ref_type=heads&inline=true" -o resources/ci-gitlab-latex/gitlab-ci.yaml
+```
+
+Here is the content of one of my `.gitlab-ci.yaml` files
+
+::: {.callout-important}
+If you see any inconsistencies, contact me by email: [louis.lacoste@agroparistech.fr](mailto:louis.lacoste@agroparistech.fr)
+:::
+
+```{yaml}
+#| code: !expr readLines("resources/ci-gitlab-latex/gitlab-ci.yaml", encoding = "UTF-8")
+```
+
+Let's break down what happens!
+
+# Variables
+
+The variables section below is used to define variables that we will reference later.
+
+```{yaml}
+#| code: !expr readLines("resources/ci-gitlab-latex/gitlab-ci.yaml", encoding = "UTF-8")[1:9]
+```
+
+- `GIT_VERSION`: specifies the git version to use for the Docker image we're going to fetch.
+- `PDF_BRANCH`: indicates the name of the branch on which our PDFs will be published.
+- `FILE_NAMES`: declares the list of file names (without extensions). In yaml format, these are strings without quotes separated by spaces
+
+# The Steps
+## The compilation phase `build_tex`
+
+Let's detail the `build_tex` step:
+
+```{yaml}
+#| code: !expr readLines("resources/ci-gitlab-latex/gitlab-ci.yaml", encoding = "UTF-8")[10:36]
+```
+
+First, we declare `stage: build` to qualify the step we're performing here. There are 3 possible stages: `build, test, deploy` ([GitLab documentation](https://docs.gitlab.com/ci/yaml/#stage)).
+Here we choose `build` since this is the compilation of our project.
+
+Next, we load a docker image that contains the `texlive` tools.
+
+Finally, the `script` directive defines in `bash` the sequence of steps we perform to compile the project.
+
+::: {.callout-note title="Conditional execution of `biber`"}
+
+Note that we haven't included extensions in `FILE_NAMES` so that we can detect here the bcf files characteristic of the bibliography.
+
+:::
+
+Finally, we use the `after_script` directive to display the compilation log files in the CI logs.
+
+Lastly, `artifacts` specifies that the artifacts we want to keep from the CI are all PDFs at the root of the repository
+
+## The deployment phase `deploy`
+
+```{yaml}
+#| code: !expr readLines("resources/ci-gitlab-latex/gitlab-ci.yaml", encoding = "UTF-8")[37:71]
+```
+
+Finally, we deploy our PDFs. For this, we load a lightweight `Alpine Linux` image with the Git version selected in the variables.
+
+With the `before_script` directive, we clone the repository.
+
+::: {.callout-important title="To create the GitLab token"}
+Note in the `git clone` that we use a `GITLAB_TOKEN` variable, which must be created beforehand and declared in the repository.
+
+To do this:
+
+1. Go to your repository settings.
+
+![In the left menus, expand "Settings" and go to "Access tokens"](resources/ci-gitlab-latex/access-token-settings.png)
+
+2. Here add a new token.
+
+![Click on "Add new token"](resources/ci-gitlab-latex/add-new-token.png)
+
+3. Configure the `read_repository` and `write_repository` permissions to be able to clone and push our files. Then click on "Create project access token".
+
+![](resources/ci-gitlab-latex/scope.png)
+
+4. Your token is now displayed, copy it as it will not be displayed again.
+
+5. Now go to CI/CD settings.
+
+![](resources/ci-gitlab-latex/ci-settings.png)
+
+6. Now create the variable by clicking on "Add variable", name it `GITLAB_TOKEN`, in "value" add the copied token.
+
+:::
+
+The rest of the script moves the PDFs to the cloned repository, creates the publication branch and adds the pdfs.
+
+You should now have a CI for compiling and publishing PDFs!
+Now you can reference your PDFs in your `README.md` by entering a link like:
+
+`https://mygitlab.com/myusername/myrepo/-/raw/mypdf.pdf`
+
+which allows you to display the compilation output directly in the browser. 😄
+:::
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