docs: grammar and spelling fixes (#22136)

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## Description

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Fix a few grammar and spelling errors.


## Reviews

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- [ ] Technical review
- [ ] Editorial review
- [ ] Product review

Author: scop

content/guides/genai-leveraging-rag/index.md

@@ -38,7 +38,7 @@ The system operates as follows:
 3. The found information gets added to the original question before passed to LLM 
 4. The LLM generates responses that blend the model's inherent knowledge with the this extra information.  
 
-To hold this vector information in a efficient manner, we need a special type of database.
+To hold this vector information in an efficient manner, we need a special type of database.
 
 ## Introduction to Graph databases 
 

content/guides/python/deploy.md

@@ -161,7 +161,7 @@ In these Kubernetes YAML file, there are various objects, separated by the `---`
   your Python application](configure-ci-cd.md).
 - A Service, which will define how the ports are mapped in the containers.
 - A PersistentVolumeClaim, to define a storage that will be persistent through restarts for the database.
-- A Secret, Keeping the database password as a example using secret kubernetes resource.
+- A Secret, Keeping the database password as an example using secret kubernetes resource.
 - A NodePort service, which will route traffic from port 30001 on your host to
   port 8001 inside the pods it routes to, allowing you to reach your app
   from the network.

content/guides/ruby/develop.md

@@ -176,7 +176,7 @@ $ docker compose watch
 
 Any changes to the application's source files on your local machine will now be immediately reflected in the running container.
 
-Open `docker-ruby-on-rails/app/views/whales/index.html.erb` in an IDE or text editor and update the `Whales` string by adding a exclamation marks.
+Open `docker-ruby-on-rails/app/views/whales/index.html.erb` in an IDE or text editor and update the `Whales` string by adding an exclamation mark.
 
 ```diff
 -    <h1>Whales</h1>

content/manuals/desktop/features/dev-environments/set-up.md

@@ -18,7 +18,7 @@ aliases:
 
 To set up a dev environment, there are additional configuration steps to tell Docker Desktop how to build, start, and use the right image for your services.
 
-Dev Environments use an `compose-dev.yaml` file located at the root of your project. This file allows you to define the image required for a dedicated service, the ports you'd like to expose, along with additional configuration options.
+Dev Environments use a `compose-dev.yaml` file located at the root of your project. This file allows you to define the image required for a dedicated service, the ports you'd like to expose, along with additional configuration options.
 
 The following is an example `compose-dev.yaml` file.
 

content/manuals/desktop/use-desktop/volumes.md

@@ -119,7 +119,7 @@ To empty a volume:
 
 ## Export a volume
 
-You can export the content of a volume to a local file, a local image, an to an
+You can export the content of a volume to a local file, a local image, and to an
 image in Docker Hub, or to a supported cloud provider. When exporting content
 from a volume used by one or more running containers, the containers are
 temporarily stopped while Docker exports the content, and then restarted when

content/manuals/engine/logging/drivers/gelf.md

@@ -66,7 +66,7 @@ The `gelf` logging driver supports the following options:
 | `gelf-address`             | required | The address of the GELF server. `tcp` and `udp` are the only supported URI specifier and you must specify the port.                                                                                                                                                                 | `--log-opt gelf-address=udp://192.168.0.42:12201`  |
 | `gelf-compression-type`    | optional | `UDP Only` The type of compression the GELF driver uses to compress each log message. Allowed values are `gzip`, `zlib` and `none`. The default is `gzip`. Note that enabled compression leads to excessive CPU usage, so it's highly recommended to set this to `none`.            | `--log-opt gelf-compression-type=gzip`             |
 | `gelf-compression-level`   | optional | `UDP Only` The level of compression when `gzip` or `zlib` is the `gelf-compression-type`. An integer in the range of `-1` to `9` (BestCompression). Default value is 1 (BestSpeed). Higher levels provide more compression at lower speed. Either `-1` or `0` disables compression. | `--log-opt gelf-compression-level=2`               |
-| `gelf-tcp-max-reconnect`   | optional | `TCP Only` The maximum number of reconnection attempts when the connection drop. An positive integer. Default value is 3.                                                                                                                                                           | `--log-opt gelf-tcp-max-reconnect=3`               |
+| `gelf-tcp-max-reconnect`   | optional | `TCP Only` The maximum number of reconnection attempts when the connection drop. A positive integer. Default value is 3.                                                                                                                                                            | `--log-opt gelf-tcp-max-reconnect=3`               |
 | `gelf-tcp-reconnect-delay` | optional | `TCP Only` The number of seconds to wait between reconnection attempts. A positive integer. Default value is 1.                                                                                                                                                                     | `--log-opt gelf-tcp-reconnect-delay=1`             |
 | `tag`                      | optional | A string that's appended to the `APP-NAME` in the `gelf` message. By default, Docker uses the first 12 characters of the container ID to tag log messages. Refer to the [log tag option documentation](log_tags.md) for customizing the log tag format.                             | `--log-opt tag=mailer`                             |
 | `labels`                   | optional | Applies when starting the Docker daemon. A comma-separated list of logging-related labels this daemon accepts. Adds additional key on the `extra` fields, prefixed by an underscore (`_`). Used for advanced [log tag options](log_tags.md).                                        | `--log-opt labels=production_status,geo`           |

content/manuals/engine/release-notes/28.md

@@ -317,6 +317,6 @@ For a full list of pull requests and changes in this release, refer to the relev
 - `api/types/system/Commit.Expected` field is deprecated and should no longer be used. [moby/moby#48478](https://github.com/moby/moby/pull/48478)
 - `daemon/graphdriver`: Deprecate `GetDriver()` [moby/moby#48079](https://github.com/moby/moby/pull/48079)
 - `libnetwork/iptables`: Deprecate `Passthrough`. This function was only used internally, and will be removed in the next release. [moby/moby#49115](https://github.com/moby/moby/pull/49115)
-- `pkg/directory.Size()` function is deprecated, an will be removed in the next release. [moby/moby#48057](https://github.com/moby/moby/pull/48057)
+- `pkg/directory.Size()` function is deprecated, and will be removed in the next release. [moby/moby#48057](https://github.com/moby/moby/pull/48057)
 - `registry`: Deprecate `APIEndpoint.TrimHostName`; hostname is now trimmed unconditionally for remote names. This field will be removed in the next release. [moby/moby#49005](https://github.com/moby/moby/pull/49005)
 - `allow-nondistributable-artifacts` field in `daemon.json`. Setting either option will no longer take effect, but a deprecation warning log is added to raise awareness about the deprecation. This warning is planned to become an error in the next release. [moby/moby#49065](https://github.com/moby/moby/pull/49065)

content/manuals/engine/security/rootless.md

@@ -490,7 +490,7 @@ The value is automatically set to `/run/user/$UID` and cleaned up on every logou
 
 **`systemctl --user` fails with "Failed to connect to bus: No such file or directory"**
 
-This error occurs mostly when you switch from the root user to an non-root user with `sudo`:
+This error occurs mostly when you switch from the root user to a non-root user with `sudo`:
 
 ```console
 # sudo -iu testuser

content/manuals/engine/security/trust/trust_delegation.md

@@ -122,7 +122,7 @@ Successfully generated and loaded private key. Corresponding public key availabl
 
 ### Manually generating keys
 
-If you need to manually generate a private key (either RSA or ECDSA) and a x509 
+If you need to manually generate a private key (either RSA or ECDSA) and an X.509
 certificate containing the public key, you can use local tools like openssl or 
 cfssl along with a local or company-wide Certificate Authority. 
 

content/manuals/engine/storage/drivers/overlayfs-driver.md

@@ -104,7 +104,7 @@ its compatibility with different backing filesystems.
 OverlayFS layers two directories on a single Linux host and presents them as
 a single directory. These directories are called layers, and the unification
 process is referred to as a union mount. OverlayFS refers to the lower directory
-as `lowerdir` and the upper directory a `upperdir`. The unified view is exposed
+as `lowerdir` and the upper directory as `upperdir`. The unified view is exposed
 through its own directory called `merged`.
 
 The `overlay2` driver natively supports up to 128 lower OverlayFS layers. This