alauda · luohua13 · Apr 2, 2026 · Apr 2, 2026
diff --git a/docs/en/dify/install.mdx b/docs/en/dify/install.mdx
@@ -161,7 +161,7 @@ ingress:
         - <dify.example.com>
 ```
 
-### Storage (S3 and PVC)
+### Storage (S3 and PVC) \{#storage-s3-and-pvc}
 
 **PVC (default):** API and plugin daemon each use a PVC when enabled. Override storage class and size as needed.
 

diff --git a/docs/en/installation/ai-cluster.mdx b/docs/en/installation/ai-cluster.mdx
@@ -16,7 +16,7 @@ If your use case requires `Knative` functionality, which enables advanced featur
     [Recommended deployment option](https://kserve.github.io/website/docs/admin-guide/overview#generative-inference): For generative inference workloads, the **Standard** approach (previously known as RawKubernetes Deployment) is recommended as it provides the most control over resource allocation and scaling.
 :::
 
-## Downloading
+## Downloading \{#downloading}
 
 **Operator Components**:
 
@@ -36,7 +36,7 @@ If your use case requires `Knative` functionality, which enables advanced featur
 You can download the app named 'Alauda AI' and 'Knative Operator' from the Marketplace on the Customer Portal website.
 :::
 
-## Uploading
+## Uploading \{#uploading}
 
 We need to upload both `Alauda AI` and `Knative Operator` to the cluster where Alauda AI is to be used.
 
@@ -155,7 +155,7 @@ Confirm that the **Alauda AI** tile shows one of the following states:
 
 </Steps>
 
-## Enabling Knative Functionality
+## Enabling Knative Functionality \{#enabling-knative-functionality}
 
 Knative functionality is an optional capability that requires an additional operator and instance to be deployed.
 

diff --git a/docs/en/label_studio/install.mdx b/docs/en/label_studio/install.mdx
@@ -185,7 +185,7 @@ redirectURIs:
 
 ### 4. Configure User Management
 
-#### 4.1 Disable User Registration
+#### 4.1 Disable User Registration \{#41-disable-user-registration}
 
 User registration can be disabled by setting the following fields:
 

diff --git a/docs/en/llama_stack/quickstart.mdx b/docs/en/llama_stack/quickstart.mdx
@@ -34,7 +34,7 @@ The notebook demonstrates:
 
 ## FAQ
 
-### How to prepare Python 3.12 in Notebook
+### How to prepare Python 3.12 in Notebook \{#how-to-prepare-python-312-in-notebook}
 
 1. Download the pre-compiled Python installation package:
 

diff --git a/docs/en/model_inference/inference_service/functions/inference_service.mdx b/docs/en/model_inference/inference_service/functions/inference_service.mdx
@@ -57,7 +57,7 @@ The core definition of the inference service feature is to deploy trained machin
 * Provides real-time monitoring and alarm features to ensure stable service operation.
 
 
-## Create inference service
+## Create inference service \{#create-inference-service}
 
 <Steps>
 

diff --git a/docs/en/model_inference/model_management/functions/model_repository.mdx b/docs/en/model_inference/model_management/functions/model_repository.mdx
@@ -64,6 +64,6 @@ The core definition of the model repository feature is to provide a Git-based ve
     - Misconfigured `README.md` metadata may block inference deployment.
 
 
-## Create Model and Upload Model Files
+## Create Model and Upload Model Files \{#create-model-repository}
 
 Refer to [Upload Models Using Notebook](../how_to/upload_models_using_notebook.mdx) for detailed steps on uploading model files to the model repository.
diff --git a/docs/en/trustyai/ai-guardrails.mdx b/docs/en/trustyai/ai-guardrails.mdx
@@ -91,7 +91,7 @@ Change `regex` under `built-in-detector` to the desired algorithm (e.g. `- email
 
 The Guardrails Orchestrator is exposed by a Service named `<orchestrator-name>-service`. Port numbers depend on whether authentication is enabled (annotation `security.opendatahub.io/enable-auth: "true"` on the GuardrailsOrchestrator).
 
-### Ports and roles
+### Ports and roles \{#ports-and-roles}
 
 | Port name              | Auth disabled | Auth enabled | Role |
 |------------------------|---------------|--------------|------|
-Original file line number
+Diff line change
@@ Expand Up / @@ -34,7 +34,7 @@ The notebook demonstrates: @@
     ## FAQ
-    ### How to prepare Python 3.12 in Notebook
+    ### How to prepare Python 3.12 in Notebook \{#how-to-prepare-python-312-in-notebook}
 . Download the pre-compiled Python installation package:
@@ Expand Down @@