diff --git a/docs/docs/features/ml-hardware-acceleration.md b/docs/docs/features/ml-hardware-acceleration.md
index 086f93a000..7f92c25449 100644
--- a/docs/docs/features/ml-hardware-acceleration.md
+++ b/docs/docs/features/ml-hardware-acceleration.md
@@ -54,7 +54,7 @@ You do not need to redo any machine learning jobs after enabling hardware accele
#### OpenVINO
- Integrated GPUs are more likely to experience issues than discrete GPUs, especially for older processors or servers with low RAM.
-- Ensure the server's kernel version is new enough to use the device for hardware accceleration.
+- Ensure the server's kernel version is new enough to use the device for hardware acceleration.
- Expect higher RAM usage when using OpenVINO compared to CPU processing.
#### RKNN
diff --git a/docs/docs/features/sharing.md b/docs/docs/features/sharing.md
index 9ba7470407..c19b4f48e1 100644
--- a/docs/docs/features/sharing.md
+++ b/docs/docs/features/sharing.md
@@ -28,7 +28,7 @@ You can read this guide to learn more about [partner sharing](/features/partner-
## Public sharing
-You can create a public link to share a group of photos or videos, or an album, with anyone. The public link can be shared via email, social media, or any other method. There are a varierity of options to customize the public link, such as setting an expiration date, password protection, and more. Public shared link is handy when you want to share a group of photos or videos with someone who doesn't have an Immich account and allow the shared user to upload their photos or videos to your account.
+You can create a public link to share a group of photos or videos, or an album, with anyone. The public link can be shared via email, social media, or any other method. There are a variety of options to customize the public link, such as setting an expiration date, password protection, and more. Public shared link is handy when you want to share a group of photos or videos with someone who doesn't have an Immich account and allow the shared user to upload their photos or videos to your account.
The public shared link is generated with a random URL, which acts as as a secret to avoid the link being guessed by unwanted parties, for instance.
diff --git a/docs/docs/guides/external-library.md b/docs/docs/guides/external-library.md
index 8ff45f2806..3f366bb0d4 100644
--- a/docs/docs/guides/external-library.md
+++ b/docs/docs/guides/external-library.md
@@ -37,7 +37,7 @@ In the Immich web UI:
- In the dialog, select which user should own the new library
-
+
- Click the three-dots menu and select **Edit Import Paths**
diff --git a/docs/docs/install/synology.md b/docs/docs/install/synology.md
index 6cf90b1619..3e5b780db2 100644
--- a/docs/docs/install/synology.md
+++ b/docs/docs/install/synology.md
@@ -40,7 +40,7 @@ In the settings of your new project, set "**Project name**" to a name you'll rem

-The following screen will give you the option to further customize your `docker-compose.yml` file. Take note of `DB_STORAGE_TYPE: 'HDD'`and uncomment if applicable for your Synology setup.
+The following screen will give you the option to further customize your `docker-compose.yml` file. Take note of `DB_STORAGE_TYPE: 'HDD'` and uncomment if applicable for your Synology setup.

diff --git a/docs/docs/install/upgrading.md b/docs/docs/install/upgrading.md
index da95222911..bf788cb680 100644
--- a/docs/docs/install/upgrading.md
+++ b/docs/docs/install/upgrading.md
@@ -87,7 +87,7 @@ After making a backup, please modify your `docker-compose.yml` file with the fol
If you deviated from the defaults of pg14 or pgvectors0.2.0, you must adjust the pg major version and pgvecto.rs version. If you are still using the default `docker.io/tensorchord/pgvecto-rs:pg14-v0.2.0` image, you can just follow the changes above. For example, if the previous image is `docker.io/tensorchord/pgvecto-rs:pg16-v0.3.0`, the new image should be `ghcr.io/immich-app/postgres:16-vectorchord0.3.0-pgvectors0.3.0` instead of the image specified in the diff.
:::
-After making these changes, you can start Immich as normal. Immich will make some changes to the DB during startup, which can take seconds to minutes to finish, depending on hardware and library size. In particular, it’s normal for the server logs to be seemingly stuck at `Reindexing clip_index` and `Reindexing face_index`for some time if you have over 100k assets in Immich and/or Immich is on a relatively weak server. If you see these logs and there are no errors, just give it time.
+After making these changes, you can start Immich as normal. Immich will make some changes to the DB during startup, which can take seconds to minutes to finish, depending on hardware and library size. In particular, it’s normal for the server logs to be seemingly stuck at `Reindexing clip_index` and `Reindexing face_index` for some time if you have over 100k assets in Immich and/or Immich is on a relatively weak server. If you see these logs and there are no errors, just give it time.
:::danger
After switching to VectorChord, you should not downgrade Immich below 1.133.0.