diff --git a/deploy/cloud/README.md b/deploy/cloud/README.md
index 0f4ad5635e..fde7446531 100644
--- a/deploy/cloud/README.md
+++ b/deploy/cloud/README.md
@@ -17,10 +17,7 @@ limitations under the License.
 
 # Dynamo Cloud Platform
 
-This directory contains the infrastructure components required for the Dynamo cloud platform, which is used when deploying with the `dynamo deploy` CLI commands.
+This directory contains the infrastructure components required for the Dynamo cloud platform.
 
 For detailed documentation on setting up and using the Dynamo Cloud Platform, please refer to:
-- [Dynamo Cloud Platform Guide](../../docs/guides/dynamo_deploy/dynamo_cloud.md)
-- [Operator Deployment Guide](../../docs/guides/dynamo_deploy/operator_deployment.md)
-
-For a quick start example, see [examples/hello_world/README.md#deploying-to-kubernetes-using-dynamo-cloud-and-dynamo-deploy-cli](../../examples/hello_world/README.md#deploying-to-kubernetes-using-dynamo-cloud-and-dynamo-deploy-cli)
\ No newline at end of file
+- [Dynamo Cloud Platform Guide](../../docs/guides/dynamo_deploy/dynamo_cloud.md)
\ No newline at end of file
diff --git a/deploy/inference-gateway/README.md b/deploy/inference-gateway/README.md
index 7787d57b64..b7bb542c6b 100644
--- a/deploy/inference-gateway/README.md
+++ b/deploy/inference-gateway/README.md
@@ -18,7 +18,7 @@ Currently, this setup is only kgateway based Inference Gateway.
 
 1. **Install Dynamo Platform**
 
-[See Quickstart Guide](../../../docs/guides/dynamo_deploy/quickstart.md) to install Dynamo Cloud.
+[See Quickstart Guide](../../docs/guides/dynamo_deploy/quickstart.md) to install Dynamo Cloud.
 
 
 2. **Deploy Inference Gateway**
diff --git a/docs/guides/dynamo_deploy/README.md b/docs/guides/dynamo_deploy/README.md
index 516162d911..e34f5f86be 100644
--- a/docs/guides/dynamo_deploy/README.md
+++ b/docs/guides/dynamo_deploy/README.md
@@ -28,15 +28,3 @@ For details about the Dynamo Cloud Platform, see the [Dynamo Operator Guide](dyn
 
 # 2. Follow [Examples](../../examples/README.md) to see how you can deploy your Inference Graphs.
 
-
-## Manual Deployment with Helm Charts
-
-Users who need more control over their deployments can use the manual deployment path (`deploy/helm/`):
-
-- Used for manually deploying inference graphs to Kubernetes
-- Contains Helm charts and configurations for deploying individual inference pipelines
-- Provides full control over deployment parameters
-- Requires manual management of infrastructure components
-- Documentation:
-  - [Using the Deployment Script](manual_helm_deployment.md#using-the-deployment-script): all-in-one script for manual deployment
-  - [Helm Deployment Guide](manual_helm_deployment.md#helm-deployment-guide): detailed instructions for manual deployment
diff --git a/examples/runtime/hello_world/README.md b/examples/runtime/hello_world/README.md
index 67bb331dc5..c7e6644db9 100644
--- a/examples/runtime/hello_world/README.md
+++ b/examples/runtime/hello_world/README.md
@@ -103,6 +103,9 @@ Hello star!
 
 ## Deployment to Kubernetes
 
+Note that this a very simple degenerate example which does not demonstrate the standard Dynamo FrontEnd-Backend deployment. The hello-world client is not a web server, it is a one-off function which sends the predefined text "world,sun,moon,star" to the backend. The example is meant to show the HelloWorldWorker. As such you will only see the HelloWorldWorker pod in deployment. The client will run and exit and the pod will not be operational.
+
+
 Follow the [Quickstart Guide](../../../docs/guides/dynamo_deploy/quickstart.md) to install Dynamo Cloud.
 Then deploy to kubernetes using