Update Operational_Instructions/AWS_Accounts_for_LiveRAG.md

Operational_Instructions/AWS_Accounts_for_LiveRAG.md

@@ -23,12 +23,11 @@ To ensure your credits are properly applied, follow the official AWS instruction
 
 ## 1.2 Access and Setup Instructions
 
-To gain access and configure the AWS LiveRAG account, follow these steps:
-
-1. **Receive Sign-In Details** – You should have received an email with login credentials from the organizers.
-2. **Sign In & Change Password** – Log in to the AWS console and update your password.
-3. **Create AWS Command Line Interface (CLI) Credentials** – Generate an access key and secret for CLI usage.
-4. **Configure AWS CLI Profile** – Run the following command to set up the CLI for this account and follow the instructions:
+To gain access and configure the AWS LiveRAG account, follow these steps:\
+1. **Receive Sign-In Details** – You should have received an email with login credentials from the organizers.\
+2. **Sign In & Change Password** – Log in to the AWS console and update your password.\
+3. **Create AWS Command Line Interface (CLI) Credentials** – Generate an access key and secret for CLI usage.\
+4. **Configure AWS CLI Profile** – Run the following command to set up the CLI for this account and follow the instructions:\
 
    ```sh
    aws configure --profile sigir-participant
@@ -47,20 +46,17 @@ For detailed instructions on account setup, credentials, and index usage, refer
   - `personal`: Your own AWS account.
   - `sigir-participant`: The TII-provided AWS account (described below).
 
-For beginners, it is recommended to complete introductory AWS tutorials available [here](https://aws.amazon.com/getting-started/).
+For beginners, it is recommended to complete the introductory [AWS tutorials](https://aws.amazon.com/getting-started/).
 
 
 # 2. Using the Pre-Built Indices and Building Your Own Indices 
 We provide you with two basic pre-built dense (Pinecone) and sparse (Opensearch) indices. See usage [here](Indices_Usage_Examples_for_LiveRAG.ipynb). You may use them freely for LiveRAG Challenge tasks only. 
-
-You're welcome to build your own Pinecone/OpenSearch, or other indices. We encourage you to take advantage of the AWS and Pinecone credits we provide for this purpose. OpenSearch can be provisioned and paid by AWS credits.
-
-For instructions pertaining to building your own Pinecone index see [here](Pinecone_for_LiveRAG.md).
+You're welcome to build your own Pinecone/OpenSearch, or other indices. We encourage you to take advantage of the AWS and Pinecone credits we provide for this purpose. OpenSearch can be provisioned and paid by AWS credits.\
+If you want to build your own Pinecone index follow these [instructions](Pinecone_for_LiveRAG.md).
 
 # 3. Cost Optimization Recommendations
 
-We have estimated the cost of a typical team’s infrastructure, including GPU usage, and AWS has provided credits accordingly.
-However, individual teams may have varying requirements, so cost management is essential:
+We have estimated the cost of a typical team’s infrastructure, including GPU usage, and AWS has provided credits accordingly. However, individual teams may have varying requirements, so cost management is essential:\
 - **Shut down unused resources** – Always shut down GPUs and other compute instances when not in use.
 - **Experiment on smaller datasets first** – This approach speeds up iteration cycles and reduces expenses before scaling up to larger datasets.
 
@@ -72,4 +68,4 @@ However, individual teams may have varying requirements, so cost management is e
 | **Experimentation**   | Start with small datasets before scaling up.                |
 | **Account Management** | Use separate AWS CLI profiles for personal and TII-Provided accounts. |
 
-By following these best practices, you can effectively manage your resources, optimize costs, and maximize your efficiency during the LiveRAG Challenge.
+By following these best practices, you can effectively manage your resources, optimize costs, and maximize your efficiency during the LiveRAG Challenge. Recall that **if you exceed your credits , you will be directly charged and not be refunded!**