diff --git a/docs/clearml_agent/clearml_agent_deployment.md b/docs/clearml_agent/clearml_agent_deployment.md
index b438abd3..44bcb2fe 100644
--- a/docs/clearml_agent/clearml_agent_deployment.md
+++ b/docs/clearml_agent/clearml_agent_deployment.md
@@ -145,7 +145,7 @@ Slurm Glue is available under the ClearML Enterprise plan.
 :::
 
 Agents can be deployed bare-metal or inside [`Singularity`](https://docs.sylabs.io/guides/3.5/user-guide/introduction.html) 
-containers in linux clusters managed with Slurm. 
+containers in Linux clusters managed with Slurm. 
 
 ClearML Agent Slurm Glue maps jobs to Slurm batch scripts: associate a ClearML queue to a batch script template, then 
 when a Task is pushed into the queue, it will be converted and executed as an `sbatch` job according to the sbatch 
diff --git a/docs/clearml_agent/clearml_agent_env_var.md b/docs/clearml_agent/clearml_agent_env_var.md
index 6af52fb4..1f55bb9c 100644
--- a/docs/clearml_agent/clearml_agent_env_var.md
+++ b/docs/clearml_agent/clearml_agent_env_var.md
@@ -27,7 +27,7 @@ but can be overridden by command-line arguments.
 |**CLEARML_AGENT_DISABLE_SSH_MOUNT** | Disables the auto `.ssh` mount into the docker                                                                                                                                                                                                  |
 |**CLEARML_AGENT_FORCE_CODE_DIR**| Allows overriding the remote execution code directory to bypass repository cloning and use a repo already available where the remote agent is running. |
 |**CLEARML_AGENT_FORCE_EXEC_SCRIPT**| Allows overriding the remote execution script to bypass repository cloning and execute code already available where the remote agent is running. Use `module:file.py` format to specify a module and a script to execute (e.g. `.:main.py` to run `main.py` from the working dir)|
-|**CLEARML_AGENT_FORCE_TASK_INIT**| If set to `1`, ClearML Agent adds `Task.init()` to scripts that do not have the call,  creating a Task to capture code execution information and output, which is then sent to the ClearML Server. If set to `0` and the script does not include `Task.init()`, the agent will capture only the output streams and console output, without tracking code execution details, metrics, or models. |
+|**CLEARML_AGENT_FORCE_TASK_INIT**| If set to `1`, ClearML Agent adds `Task.init()` to scripts that do not have the call, creating a Task to capture code execution information and output, which is then sent to the ClearML Server. If set to `0` and the script does not include `Task.init()`, the agent will capture only the output streams and console output, without tracking code execution details, metrics, or models. |
 |**CLEARML_AGENT_FORCE_SYSTEM_SITE_PACKAGES** | If set to `1`, overrides default [`agent.package_manager.system_site_packages: true`](../configs/clearml_conf.md#system_site_packages) behavior when running tasks in containers (docker mode and k8s-glue)|
 |**CLEARML_AGENT_GIT_CLONE_VERBOSE**| If set to `1`, `git clone` calls will report progress verbosely  |
 |**CLEARML_AGENT_GIT_USER** | Sets the Git user for ClearML Agent                                                                                                                                                                                                             |
diff --git a/docs/clearml_agent/clearml_agent_execution_env.md b/docs/clearml_agent/clearml_agent_execution_env.md
index a8fb3928..f20b21c4 100644
--- a/docs/clearml_agent/clearml_agent_execution_env.md
+++ b/docs/clearml_agent/clearml_agent_execution_env.md
@@ -28,8 +28,9 @@ If you are using pyenv to control the environment where you use ClearML Agent, y
 
 ## Docker Mode 
 :::note notes
-* Docker Mode is only supported in linux.
+* Docker Mode is only supported in Linux.
 * Docker Mode requires docker service v19.03 or higher installed.
+* If your machine requires root permissions to run Docker, the ClearML Agent in Docker Mode must also run with root permissions. 
 :::
 
 When executing the ClearML Agent in Docker mode, it will: 
diff --git a/docs/release_notes/clearml_server/enterprise/ver_3_20.md b/docs/release_notes/clearml_server/enterprise/ver_3_20.md
index 15a9c422..58cd89f7 100644
--- a/docs/release_notes/clearml_server/enterprise/ver_3_20.md
+++ b/docs/release_notes/clearml_server/enterprise/ver_3_20.md
@@ -28,7 +28,7 @@ title: Version 3.20
 
 **Bug Fixes**
 * Fix UI experiment plot comparison displays duplicates of image plots
-* Fix downloading UI experiment  console log sometimes returns an older file 
+* Fix downloading UI experiment console log sometimes returns an older file 
 
 ### Enterprise Server 3.20.0
 
diff --git a/docs/webapp/applications/apps_aws_autoscaler.md b/docs/webapp/applications/apps_aws_autoscaler.md
index 30bd3864..59bbaeb9 100644
--- a/docs/webapp/applications/apps_aws_autoscaler.md
+++ b/docs/webapp/applications/apps_aws_autoscaler.md
@@ -32,7 +32,7 @@ when viewing its configuration.
 
 The prefilled instance launch form can be edited before starting the new app instance. 
 
-To  configure a new app instance, click `Launch New` <img src="/docs/latest/icons/ico-add.svg" alt="Add new" className="icon size-md space-sm" /> 
+To configure a new app instance, click `Launch New` <img src="/docs/latest/icons/ico-add.svg" alt="Add new" className="icon size-md space-sm" /> 
 to open the app's instance launch form.
 
 ### Configuration Options
diff --git a/docs/webapp/applications/apps_gcp_autoscaler.md b/docs/webapp/applications/apps_gcp_autoscaler.md
index 2d9d2dd6..358881c0 100644
--- a/docs/webapp/applications/apps_gcp_autoscaler.md
+++ b/docs/webapp/applications/apps_gcp_autoscaler.md
@@ -32,7 +32,7 @@ when viewing its configuration.
 
 The prefilled instance launch form can be edited before starting the new app instance. 
 
-To  configure a new app instance, click `Launch New` <img src="/docs/latest/icons/ico-add.svg" alt="Add new" className="icon size-md space-sm" /> 
+To configure a new app instance, click `Launch New` <img src="/docs/latest/icons/ico-add.svg" alt="Add new" className="icon size-md space-sm" /> 
 to open the app's instance launch form.
 
 ### Configuration Options
diff --git a/docs/webapp/applications/apps_gradio.md b/docs/webapp/applications/apps_gradio.md
index 17875313..d1417108 100644
--- a/docs/webapp/applications/apps_gradio.md
+++ b/docs/webapp/applications/apps_gradio.md
@@ -51,7 +51,7 @@ when viewing its configuration.
 
 The prefilled instance launch form can be edited before starting the new app instance. 
 
-To  configure a new app instance, click `Launch New` <img src="/docs/latest/icons/ico-add.svg" alt="Add new" className="icon size-md space-sm" /> 
+To configure a new app instance, click `Launch New` <img src="/docs/latest/icons/ico-add.svg" alt="Add new" className="icon size-md space-sm" /> 
 to open the app's instance launch form.
 
 ### Configuration Options
diff --git a/docs/webapp/applications/apps_jupyter_lab.md b/docs/webapp/applications/apps_jupyter_lab.md
index a9d8eb16..0f9c10e3 100644
--- a/docs/webapp/applications/apps_jupyter_lab.md
+++ b/docs/webapp/applications/apps_jupyter_lab.md
@@ -39,7 +39,7 @@ when viewing its configuration.
 
 The prefilled instance launch form can be edited before starting the new app instance. 
 
-To  configure a new app instance, click `Launch New` <img src="/docs/latest/icons/ico-add.svg" alt="Add new" className="icon size-md space-sm" /> 
+To configure a new app instance, click `Launch New` <img src="/docs/latest/icons/ico-add.svg" alt="Add new" className="icon size-md space-sm" /> 
 to open the app's instance launch form.
 
 ### Configuration Options
diff --git a/docs/webapp/applications/apps_ssh_session.md b/docs/webapp/applications/apps_ssh_session.md
index 9f385c30..d7dae9fd 100644
--- a/docs/webapp/applications/apps_ssh_session.md
+++ b/docs/webapp/applications/apps_ssh_session.md
@@ -56,7 +56,7 @@ when viewing its configuration.
 
 The prefilled instance launch form can be edited before starting the new app instance. 
 
-To  configure a new app instance, click `Launch New` <img src="/docs/latest/icons/ico-add.svg" alt="Add new" className="icon size-md space-sm" /> 
+To configure a new app instance, click `Launch New` <img src="/docs/latest/icons/ico-add.svg" alt="Add new" className="icon size-md space-sm" /> 
 to open the app's instance launch form.
 
 
diff --git a/docs/webapp/applications/apps_streamlit.md b/docs/webapp/applications/apps_streamlit.md
index 50c862c3..3aefbe21 100644
--- a/docs/webapp/applications/apps_streamlit.md
+++ b/docs/webapp/applications/apps_streamlit.md
@@ -51,7 +51,7 @@ when viewing its configuration.
 
 The prefilled instance launch form can be edited before starting the new app instance. 
 
-To  configure a new app instance, click `Launch New` <img src="/docs/latest/icons/ico-add.svg" alt="Add new" className="icon size-md space-sm" /> 
+To configure a new app instance, click `Launch New` <img src="/docs/latest/icons/ico-add.svg" alt="Add new" className="icon size-md space-sm" /> 
 to open the app's instance launch form.
 
 ### Configuration Options
diff --git a/docs/webapp/applications/apps_vscode.md b/docs/webapp/applications/apps_vscode.md
index 41293c07..9ed9b573 100644
--- a/docs/webapp/applications/apps_vscode.md
+++ b/docs/webapp/applications/apps_vscode.md
@@ -39,7 +39,7 @@ when viewing its configuration.
 
 The prefilled instance launch form can be edited before starting the new app instance. 
 
-To  configure a new app instance, click `Launch New` <img src="/docs/latest/icons/ico-add.svg" alt="Add new" className="icon size-md space-sm" /> 
+To configure a new app instance, click `Launch New` <img src="/docs/latest/icons/ico-add.svg" alt="Add new" className="icon size-md space-sm" /> 
 to open the app's instance launch form.
 
 ### Configuration Options
diff --git a/docs/webapp/pipelines/webapp_pipeline_table.md b/docs/webapp/pipelines/webapp_pipeline_table.md
index 0b788cc8..364e7bd4 100644
--- a/docs/webapp/pipelines/webapp_pipeline_table.md
+++ b/docs/webapp/pipelines/webapp_pipeline_table.md
@@ -12,7 +12,7 @@ or comparison view <img src="/docs/latest/icons/ico-charts-view.svg" alt="Compar
 using the buttons on the top left of the page. Use the details view to access a selected run's details, while keeping 
 the run list in view. Details view can also be accessed by double-clicking a specific pipeline run in the table view to 
 open its details view. Use the [comparison view](#comparing-runs) to compare your pipeline run's scalar and plot results. 
-This view compares the scalars/plots  of currently selected pipeline runs. If no runs are selected, The first 100 visible 
+This view compares the scalars/plots of currently selected pipeline runs. If no runs are selected, The first 100 visible 
 runs in the table are compared.
 
 You can archive pipeline runs so the runs table doesn't get too cluttered. Click **OPEN ARCHIVE** on the top of the 
diff --git a/docs/webapp/webapp_exp_track_visual.md b/docs/webapp/webapp_exp_track_visual.md
index 2d95a2a5..4d46b7fc 100644
--- a/docs/webapp/webapp_exp_track_visual.md
+++ b/docs/webapp/webapp_exp_track_visual.md
@@ -221,7 +221,7 @@ The **INFO** tab shows extended experiment information:
 This feature is available under the ClearML Enterprise plan.
 :::
 
-The Enterprise Server also displays a detailed history of  task activity: 
+The Enterprise Server also displays a detailed history of task activity: 
 * Task action (e.g. status changes, project move, etc.)
 * Action time
 * Acting user