diff --git a/_vale/Docker/HeadingSentenceCase.yml b/_vale/Docker/HeadingSentenceCase.yml
deleted file mode 100644
index b5edebee1b24..000000000000
--- a/_vale/Docker/HeadingSentenceCase.yml
+++ /dev/null
@@ -1,8 +0,0 @@
-extends: capitalization
-message: "Use sentence case for headings: '%s'."
-level: warning
-scope: heading
-match: $sentence
-threshold: 0.4
-indicators:
-  - ":"
diff --git a/_vale/config/vocabularies/Docker/accept.txt b/_vale/config/vocabularies/Docker/accept.txt
index 21977d67cf20..8fde615fd509 100644
--- a/_vale/config/vocabularies/Docker/accept.txt
+++ b/_vale/config/vocabularies/Docker/accept.txt
@@ -37,7 +37,7 @@ denylist
 deprovisioning
 deserialization
 deserialize
-Dev
+[Dd]ev
 Dev Environments?
 Dex
 displayName
diff --git a/content/manuals/ai/compose/models-and-compose.md b/content/manuals/ai/compose/models-and-compose.md
index e3c9f5439131..c5c7567c8987 100644
--- a/content/manuals/ai/compose/models-and-compose.md
+++ b/content/manuals/ai/compose/models-and-compose.md
@@ -134,8 +134,8 @@ models:
 ```
 
 With short syntax, the platform automatically generates environment variables based on the model name:
-- `LLM_URL` - URL to access the llm model
-- `LLM_MODEL` - Model identifier for the llm model
+- `LLM_URL` - URL to access the LLM model
+- `LLM_MODEL` - Model identifier for the LLM model
 - `EMBEDDING_MODEL_URL` - URL to access the embedding-model
 - `EMBEDDING_MODEL_MODEL` - Model identifier for the embedding-model
 
diff --git a/content/manuals/ai/gordon/mcp/built-in-tools.md b/content/manuals/ai/gordon/mcp/built-in-tools.md
index 1e7287479bbb..a08d9b3e9a3c 100644
--- a/content/manuals/ai/gordon/mcp/built-in-tools.md
+++ b/content/manuals/ai/gordon/mcp/built-in-tools.md
@@ -133,11 +133,13 @@ Interact with Docker containers, images, and volumes.
 
 #### Container management
 
-| Name          | Description                            |
-|---------------|----------------------------------------|
-| `docker`      | Access the Docker CLI                  |
-| `list_builds` | List builds in the Docker daemon       |
-| `build_logs`  | Show build logs                        |
+<!-- vale off -->
+
+| Name          | Description                      |
+|---------------|----------------------------------|
+| `docker`      | Access the Docker CLI            |
+| `list_builds` | List builds in the Docker daemon |
+| `build_logs`  | Show build logs                  |
 
 #### Volume management
 
diff --git a/content/manuals/ai/mcp-catalog-and-toolkit/hub-mcp.md b/content/manuals/ai/mcp-catalog-and-toolkit/hub-mcp.md
index 0ece647c8c2e..9823a1b5bae2 100644
--- a/content/manuals/ai/mcp-catalog-and-toolkit/hub-mcp.md
+++ b/content/manuals/ai/mcp-catalog-and-toolkit/hub-mcp.md
@@ -224,7 +224,7 @@ Tools to interact with your Docker repositories and discover content on Docker H
 | `create-repository` | Creates a new repository |
 | `docker-hardened-images` | Lists available [Docker Hardened Images](https://www.docker.com/products/hardened-images/) in specified namespace |
 | `get-namespaces` | Get organizations/namespaces for a user |
-| `get-repository-dockerfile` | Gets dockerfile for repository |
+| `get-repository-dockerfile` | Gets Dockerfile for repository |
 | `get-repository-info` | Gets repository info |
 | `list-repositories-by-namespace` | Lists repositories under namespace |
 | `list-repository-tags` | List repository tags |
diff --git a/content/manuals/ai/model-runner/_index.md b/content/manuals/ai/model-runner/_index.md
index 157855d24c20..3cbda8460582 100644
--- a/content/manuals/ai/model-runner/_index.md
+++ b/content/manuals/ai/model-runner/_index.md
@@ -219,6 +219,7 @@ Use the [`docker model run` command](/reference/cli/docker/model/run/).
 ## Troubleshooting
 
 ### Display the logs
+
 To troubleshoot issues, display the logs:
 
 {{< tabs group="release" >}}
@@ -236,7 +237,7 @@ Use the [`docker model logs` command](/reference/cli/docker/model/logs/).
 {{< /tab >}}
 {{< /tabs >}}
 
-### Inpect requests and responses
+### Inspect requests and responses
 
 Inspecting requests and responses helps you diagnose model-related issues.
 For example, you can evaluate context usage to verify you stay within the model's context
@@ -564,7 +565,7 @@ POST /engines/llama.cpp/v1/completions
 POST /engines/llama.cpp/v1/embeddings
 ```
 
-To call these endpoints via a Unix socket (`/var/run/docker.sock`), prefix their path with
+To call these endpoints via a Unix socket (`/var/run/docker.sock`), prefix their path
 with `/exp/vDD4.40`.
 
 > [!NOTE]