diff --git a/config/default/kustomization.yaml b/config/default/kustomization.yaml
index e7e934a0..b3f31f77 100644
--- a/config/default/kustomization.yaml
+++ b/config/default/kustomization.yaml
@@ -28,6 +28,11 @@ resources:
 # [PROMETHEUS] To enable prometheus monitor, uncomment all sections with 'PROMETHEUS'.
 #- ../prometheus
 
+images:
+  - name: quay.io/kuberay/operator
+    newName: aibrix/kuberay-operator
+    newTag: v1.2.1-patch
+
 patches:
 # [METRICS] The following patch will enable the metrics endpoint. Ensure that you also protect this endpoint.
 # More info: https://book.kubebuilder.io/reference/metrics
diff --git a/config/gateway/kustomization.yaml b/config/gateway/kustomization.yaml
index 4f1426cf..67586513 100644
--- a/config/gateway/kustomization.yaml
+++ b/config/gateway/kustomization.yaml
@@ -9,7 +9,7 @@ kind: Kustomization
 images:
 - name: plugins
   newName: aibrix/plugins
-  newTag: nightly
+  newTag: v0.1.0-rc.3
 - name: users
   newName: aibrix/users
-  newTag: nightly
+  newTag: v0.1.0-rc.3
diff --git a/config/manager/kustomization.yaml b/config/manager/kustomization.yaml
index b79bda07..902b4043 100644
--- a/config/manager/kustomization.yaml
+++ b/config/manager/kustomization.yaml
@@ -5,4 +5,4 @@ kind: Kustomization
 images:
 - name: controller
   newName: aibrix/controller-manager
-  newTag: nightly
+  newTag: v0.1.0-rc.3
diff --git a/python/aibrix/pyproject.toml b/python/aibrix/pyproject.toml
index 4f470228..63c87365 100644
--- a/python/aibrix/pyproject.toml
+++ b/python/aibrix/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "aibrix"
-version = "0.1.0-rc.2"
+version = "0.1.0-rc.3"
 description = "AIBrix, the foundational building blocks for constructing your own GenAI inference infrastructure."
 authors = [
     "AIBrix Authors <brosoul@126.com>"