diff --git a/examples/poc/README.md b/examples/poc/README.md
index 0203e846..243e7fb6 100644
--- a/examples/poc/README.md
+++ b/examples/poc/README.md
@@ -1,19 +1,21 @@
 # Envoy Ext Proc Gateway with LoRA Integration
 
-This project sets up an Envoy gateway with a custom external processing which  implements advanced routing logic tailored for LoRA (Low-Rank Adaptation) adapters. The routing algorithm is based on the model specified (using Open AI API format), and ensuring efficient load balancing based on model server metrics.
+This project sets up an Envoy gateway with a custom external processing which implements advanced routing logic tailored for LoRA (Low-Rank Adaptation) adapters. The routing algorithm is based on the model specified (using Open AI API format), and ensuring efficient load balancing based on model server metrics.
 
-![alt text](./doc/envoy-gateway-bootstrap.png)
+![alt text](./envoy-gateway-bootstrap.png)
 
 ## Requirements
+
 - Kubernetes cluster
 - Envoy Gateway v1.1 installed on your cluster: https://gateway.envoyproxy.io/v1.1/tasks/quickstart/
 - `kubectl` command-line tool
 - Go (for local development)
-- A vLLM based deployment using a custom fork, with LoRA Adapters.  ***This PoC uses a modified vLLM [fork](https://github.com/kaushikmitr/vllm), the public image of the fork is here: `ghcr.io/tomatillo-and-multiverse/vllm:demo`***. A sample deployement is provided under `./manifests/samples/vllm-lora-deployment.yaml`. 
+- A vLLM based deployment using a custom fork, with LoRA Adapters.  ***This PoC uses a modified vLLM [fork](https://github.com/kaushikmitr/vllm), the public image of the fork is here: `ghcr.io/tomatillo-and-multiverse/vllm:demo`***. A sample deployement is provided under `./manifests/samples/vllm-lora-deployment.yaml`.
 
 ## Quickstart
 
 ### Steps
+
 1. **Deploy Sample vLLM Application**
    NOTE: Create a HuggingFace API token and store it in a secret named `hf-token` with key hf_api_token`. This is configured in the `HUGGING_FACE_HUB_TOKEN` and `HF_TOKEN` environment variables in `./manifests/samples/vllm-lora-deployment.yaml`.
 
@@ -21,6 +23,7 @@ This project sets up an Envoy gateway with a custom external processing which  i
    kubectl apply -f ./manifests/samples/vllm-lora-deployment.yaml
    kubectl apply -f ./manifests/samples/vllm-lora-service.yaml
    ```
+
 2. **Install GatewayClass with Ext Proc**
    A custom GatewayClass `llm-gateway` which is configured with the llm routing ext proc will be installed into the `llm-gateway` namespace. It's configured to listen on port 8081 for traffic through ext-proc (in addition to the default 8080), see the `EnvoyProxy` configuration in `installation.yaml`. When you create Gateways, make sure the `llm-gateway` GatewayClass is used.
 
@@ -29,14 +32,16 @@ This project sets up an Envoy gateway with a custom external processing which  i
    ```bash
    kubectl apply -f ./manifests/installation.yaml
    ```
+
 3. **Deploy Gateway**
-   
+
    ```bash
    kubectl apply -f ./manifests/samples/gateway.yaml
    ```
 
-4. **Try it out** 
+4. **Try it out**
    Wait until the gateway is ready.
+
    ```bash
    IP=$(kubectl get gateway/llm-gateway -o jsonpath='{.status.addresses[0].value}')
    PORT=8081
@@ -49,7 +54,6 @@ This project sets up an Envoy gateway with a custom external processing which  i
    }'
    ```
 
-
 ## License
 
 This project is licensed under the MIT License.