diff --git a/doc/source/cluster/kubernetes/user-guides/gcp-gke-tpu-cluster.md b/doc/source/cluster/kubernetes/user-guides/gcp-gke-tpu-cluster.md
index 92c48a8871e3..2d7781cd1428 100644
--- a/doc/source/cluster/kubernetes/user-guides/gcp-gke-tpu-cluster.md
+++ b/doc/source/cluster/kubernetes/user-guides/gcp-gke-tpu-cluster.md
@@ -87,7 +87,7 @@ helm repo add kuberay https://ray-project.github.io/kuberay-helm/
 helm install kuberay-operator kuberay/kuberay-operator --version 1.3.0
 ```
 
-GKE provides a [validating and mutating webhook](https://github.com/GoogleCloudPlatform/ai-on-gke/tree/main/ray-on-gke/tpu/kuberay-tpu-webhook) to handle TPU Pod scheduling and bootstrap certain environment variables used for [JAX](https://github.com/google/jax) initialization. The Ray TPU webhook requires a KubeRay operator version of at least v1.1.0. GKE automatically installs the Ray TPU webhook through the [Ray Operator Addon](https://cloud.google.com/kubernetes-engine/docs/add-on/ray-on-gke/how-to/enable-ray-on-gke) with GKE versions 1.30.0-gke.1747000 or later.
+GKE provides a [validating and mutating webhook](https://github.com/ai-on-gke/kuberay-tpu-webhook) to handle TPU Pod scheduling and bootstrap certain environment variables used for [JAX](https://github.com/google/jax) initialization. The Ray TPU webhook requires a KubeRay operator version of at least v1.1.0. GKE automatically installs the Ray TPU webhook through the [Ray Operator Addon](https://cloud.google.com/kubernetes-engine/docs/add-on/ray-on-gke/how-to/enable-ray-on-gke) with GKE versions 1.30.0-gke.1747000 or later.
 
 When manually installing the webhook, [cert-manager](https://github.com/cert-manager/cert-manager) is required to handle TLS certificate injection. You can install cert-manager in both GKE Standard and Autopilot clusters using the following helm commands: