diff --git a/source/user_guide/run_locally.rst b/source/user_guide/run_locally.rst
index 9ae531fe5a9dfd4e29863034e9c82bb96856e2f0..7b0719de68a6f6d36d7758c4cbf9d0dead4ad36d 100644
--- a/source/user_guide/run_locally.rst
+++ b/source/user_guide/run_locally.rst
@@ -10,20 +10,20 @@ How it works
 
 .. note::
 
-    You need to install on your machine `Docker <https://docs.docker.com/desktop/>`_ and `docker-compose <https://docs.docker.com/compose/install/>`_ 
+    You need to install `Docker <https://docs.docker.com/desktop/>`_  on your computer.
 
 
 
-Compose is a tool for defining and running multi-container Docker applications. With Compose, you use a YAML file to configure your application’s services. Then, with a single command, you create and start all the services from your configuration.
+Docker Compose (lately named Compose) is a tool for defining and running multi-container Docker applications. With Compose, you use a YAML file to configure your application’s services. Then, with a single command, you create and start all the services from your configuration.
 
 In this use case, Compose is used with only one container but permits to launch shiny-server in order to help you to develop your shiny app under construction.
 
 
 
-Below, the content of ``docker-compose.yaml`` file. This file contains dedicated options to run the docker container with shiny-server service taking into account volume and port options.
+Below, the content of ``docker-compose.yaml`` file. This file contains dedicated options to run the docker container with shiny-k8s-toolkit service taking into account volume and port options.
 
 
-.. tabs:: Docker-compose
+.. tabs:: Docker Compose
 
     .. code-tab:: yaml
         :caption: R
@@ -33,7 +33,7 @@ Below, the content of ``docker-compose.yaml`` file. This file contains dedicated
 
         version: '3.4'
         services:
-          shiny-server:
+          shiny-k8s-toolkit:
             build:
               context: .
             user: 'shiny:shiny'
@@ -50,7 +50,7 @@ Below, the content of ``docker-compose.yaml`` file. This file contains dedicated
 
         version: '3.4'
         services:
-          shiny-server:
+          shiny-k8s-toolkit:
             build:
               context: .
             command: [
@@ -71,25 +71,25 @@ Below, the content of ``docker-compose.yaml`` file. This file contains dedicated
               - '3838:3838'
 
 
-.. tabs:: Docker-compose
+.. tabs:: Docker Compose
 
     .. tab:: R
 
         .. note::
 
-            Your are free to change/modify folder name. Don't forget to put your name at line 8.
+            Your are free to change/modify folder name, if so don't forget to put your name at line 8.
 
     .. tab:: Python
         
         .. note::
 
-            | Your are free to change/modify folder name. Don't forget to put your name at line 8.
+            | Your are free to change/modify folder name, if so don't forget to put your name at line 18.
 
             | Don't forget also to addapt the file name of you app at line 14. Here, we assume that your app is in the file named ``app.py``
 
 
 
-We described only some options used in the ``docker-compose`` file.  If you want to learn more, please see `official documentation <https://docs.docker.com/compose/>`_
+We described only some options used in the ``docker-compose.yaml`` file.  If you want to learn more, please see `official documentation <https://docs.docker.com/compose/>`_
 
 
 Volumes
@@ -125,13 +125,13 @@ This folder have to be writable by the user ``shiny``, so simply allows everyone
 Port
 *****
 
-Port option permits to specify the ``HOST PORT`` and the ``CONTAINER PORT`` used for teh shiny-server service.
+Port option permits to specify the ``HOST PORT`` and the ``CONTAINER PORT`` used for the shiny-k8s-toolkit service.
 Here, we use the same port **3838** in the both case.
 
 Command
 **********
 
-| **Only for Python**, the file contains also ``command`` instruction (lines 6 at 15) in order to reload the shiny-server after modification in your script.
+| **Only for Python**, the file contains also ``command`` instruction (lines 6 at 15) in order to restart the shiny server after modification in your script.
 | The '--reload' option is native by default for R language in the shinyApp function and in shiny-server configuration.
 
 
@@ -154,9 +154,9 @@ One command line is enough.
 
 .. code-block:: bash
 
-    docker-compose up --build
+    docker compose up --build
 
-| This command line build the docker image in a container, run the container with several parameters like port and volume, who permits to launch teh shiny-server and test your shiny app.
+| This command line build the docker image in a container, run the container with several parameters like port and volume, which permits to launch the shiny-k8s-toolkit service and test your shiny app.
 | You can modify locally your script in your favorite IDE and see immediately ( after refresh your navigator), the changes in your app.
 | In order to access to your app, you can launch `0.0.0.0:3838 <http://0.0.0.0:3838>`_  in your navigator.
 
@@ -171,7 +171,7 @@ One command line is enough.
 Administrate your container 
 ------------------------------
 
-By default, the name of the image build by ``docker-compose`` command depends of the project and the service name (Services are built once and then tagged, by default as ``project_service`` .)
+By default, the name of the image build by ``docker-compose.yaml`` command depends of the project and the service name (Services are built once and then tagged, by default as ``project_service`` .)
 
 See details `docker compose build <https://docs.docker.com/engine/reference/commandline/compose_build/>`_
 
@@ -181,7 +181,7 @@ Some usefull command line :
 
 .. code-block:: bash
 
-    docker-compose up --build -d
+    docker compose up --build -d
 
 
 * **View the status of the containers :**
@@ -201,14 +201,14 @@ Or
 
 .. code-block:: bash
 
-    docker-compose stop
+    docker compose stop
 
 
 * **Stop and remove containers :**
 
 .. code-block:: bash
     
-    docker-compose down
+    docker compose down
 
 
 * **Remove old builds :**
diff --git a/source/user_guide/setup_project.rst b/source/user_guide/setup_project.rst
index ac855df59e2986e3b998bd6ddf2d85ebb5c0b053..db18e881e6d0e371d205c3c9ecf92d64cb137be8 100644
--- a/source/user_guide/setup_project.rst
+++ b/source/user_guide/setup_project.rst
@@ -96,7 +96,7 @@ You also have to update the ``docker-compose`` file, in ``volume`` instruction,
     :emphasize-lines: 5-6
    
     services:
-        shiny-server:
+        shiny-k8s-toolkit:
         build: ...
         volumes:
     -        - ./my_project:/srv/shiny-server/