Update Operational_Instructions/AWS_Accounts_for_LiveRAG.md

Operational_Instructions/AWS_Accounts_for_LiveRAG.md

@@ -6,13 +6,13 @@ During the LiveRAG Challenge, participants may use two AWS accounts:
 
 Using these accounts is optional but highly recommended to optimize both cost and effort.
 
-**1. Using Your AWS Team Account with AWS Credits**
+# 1. Using Your AWS Team Account with AWS Credits#
 
 Each participating group receives AWS credits for the duration of the competition.
 The credits are limited, and any usage beyond the allocated amount will be charged to your personal payment method.
 To ensure your credits are properly applied, follow the official AWS instructions [here](https://docs.aws.amazon.com/awsaccountbilling/latest/aboutv2/useconsolidatedbilling-credits.html).
 
-### AWS Team Account Setup and Credit Application Steps
+## 1.1 AWS Team Account Setup and Credit Application Steps
 
 1. **Create an AWS Account** – Sign up for an AWS account and add a payment method (typically a credit card). If you have an existing AWS account you may reuse it.
 2. **Apply AWS Credits** – Follow the instructions in the provided AWS documentation to redeem and apply your credits.
@@ -21,7 +21,7 @@ To ensure your credits are properly applied, follow the official AWS instruction
    - Set up billing alarms using AWS CloudWatch to receive notifications when costs exceed predefined thresholds.
 
 
-### Access and Setup Instructions
+## 1.2 Access and Setup Instructions
 
 To gain access and configure the AWS LiveRAG account, follow these steps:
 
@@ -50,14 +50,14 @@ For detailed instructions on account setup, credentials, and index usage, refer
 For beginners, it is recommended to complete introductory AWS tutorials available [here](https://aws.amazon.com/getting-started/).
 
 
-## Using the Pre-Built Indices and Building Your Own Indices 
+# 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).
 
-### Cost Optimization Recommendations
+# 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: