docs: update deploy readme (#2306)

Author: atchernych

docs/guides/dynamo_deploy/README.md

@@ -53,8 +53,6 @@ kubectl apply -f components/backends/vllm/deploy/agg.yaml -n ${NAMESPACE}
 You can use `kubectl get dynamoGraphDeployment -n ${NAMESPACE}` to view your deployment.
 You can use `kubectl delete dynamoGraphDeployment <your-dep-name> -n ${NAMESPACE}` to delete the deployment.
 
-We provide a Custom Resource YAML file for many examples under the `deploy/` folder.
-Use [VLLM YAML](../../components/backends/vllm/deploy/agg.yaml) for an example.
 
 **Note 1** Example Image
 
@@ -99,77 +97,3 @@ Additional Resources:
 - [Port Forward Documentation](https://kubernetes.io/docs/tasks/access-application-cluster/port-forward-access-application-cluster/)
 - [Examples Deployment Guide](../../examples/README.md#deploying-a-particular-example)
 
-[View vLLM K8s](../../../components/backends/vllm/deploy/README.md)
-
-[View TRT-LLM K8s](../../../components/backends/trtllm/deploy/README.md)
-
-### Deploying a particular example
-
-```bash
-# Set your dynamo root directory
-cd <root-dynamo-folder>
-export PROJECT_ROOT=$(pwd)
-export NAMESPACE=<your-namespace> # the namespace you used to deploy Dynamo cloud to.
-```
-
-Deploying an example consists of the simple `kubectl apply -f ... -n ${NAMESPACE}` command. For example:
-
-```bash
-kubectl apply -f components/backends/vllm/deploy/agg.yaml -n ${NAMESPACE}
-```
-
-You can use `kubectl get dynamoGraphDeployment -n ${NAMESPACE}` to view your deployment.
-You can use `kubectl delete dynamoGraphDeployment <your-dep-name> -n ${NAMESPACE}` to delete the deployment.
-
-We provide a Custom Resource YAML file for many examples under the `deploy/` folder.
-Use [VLLM YAML](../../components/backends/vllm/deploy/agg.yaml) for an example.
-
-**Note 1** Example Image
-
-The examples use a prebuilt image from the `nvcr.io` registry.
-You can utilize public images from [Dynamo NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/ai-dynamo/collections/ai-dynamo) or build your own image and update the image location in your CR file prior to applying. Either way, you will need to overwrite the image in the example YAML.
-
-To build your own image:
-
-```bash
-./container/build.sh --framework <your-inference-framework>
-```
-
-For example for the `sglang` run
-```bash
-./container/build.sh --framework sglang
-```
-
-To overwrite the image in the example:
-
-```bash
-extraPodSpec:
-        mainContainer:
-          image: <image-in-your-$DYNAMO_IMAGE>
-```
-
-**Note 2**
-Setup port forward if needed when deploying to Kubernetes.
-
-List the services in your namespace:
-
-```bash
-kubectl get svc -n ${NAMESPACE}
-```
-Look for one that ends in `-frontend` and use it for port forward.
-
-```bash
-SERVICE_NAME=$(kubectl get svc -n ${NAMESPACE} -o name | grep frontend | sed 's|.*/||' | sed 's|-frontend||' | head -n1)
-kubectl port-forward svc/${SERVICE_NAME}-frontend 8080:8080 -n ${NAMESPACE}
-```
-
-Additional Resources:
-- [Port Forward Documentation](https://kubernetes.io/docs/tasks/access-application-cluster/port-forward-access-application-cluster/)
-- [Examples Deployment Guide](../../examples/README.md#deploying-a-particular-example)
-
-- 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:
-  - [Helm Deployment Guide](../../../deploy/helm/README.md): detailed instructions for manual deployment