Update LiveRAG_README.md

LiveRAG_README.md

@@ -2,37 +2,41 @@
 
 
 
-
-## 👣 LiveRAG Challenge Onboarding
+## 1. 👣 LiveRAG Challenge Onboarding
 
 
   
-1. Setting up your AWS accounts - See [AWS Accounts instructions - section 1](Operational_Instructions/AWS_Accounts_for_LiveRAG.md) for the full details   
-  1.1 Accessing the AWS LiveRAG account - follow the instructions you received by email\
-  1.2 Applying your AWS credits to your team account - follow the instructions you received by email\
-<center> **CAVEAT: The credits are valid for the use of AWS services only and you will be responsible for any Bedrock 3rd Party FM billing as well as any solution from our partners listed in AWS Marketplace, such as Pinecone.**\
- **IF YOU EXCEED YOUR CREDITS, YOU WILL BE DIRECTED CHARGED AND NOT BE REFUNDED BY THE ORGANIZERS**  
+### 1.1 Setting up your AWS accounts - See [AWS Accounts instructions - section 1](Operational_Instructions/AWS_Accounts_for_LiveRAG.md) for the full details
+
+  1. Accessing the AWS LiveRAG account - follow the instructions you received by email\
+  2. Applying your AWS credits to your team account - follow the instructions you received by email\
+<center> 
+  <B>CAVEAT: The credits are valid for the use of AWS services only and you will be responsible for any Bedrock 3rd Party FM billing as well as any solution from our partners listed in AWS Marketplace, such as Pinecone.**\
+ IF YOU EXCEED YOUR CREDITS, YOU WILL BE DIRECTED CHARGED AND NOT BE REFUNDED BY THE ORGANIZERS</B> 
  </center>
-3. Setting your Pinecone account if you want to build your own dense index\
-  2.1 Sign up for a [Pinecone](https://pinecone.io ) account, adding a payment method (upgrade to standard). You will not be charged at this time\
-  2.2 Send mail sigir2025-liverag-tech@tii.ae with your team information and Pinecone account name and we will apply the $750 credits to your account\
+ 
+### 1.2 Setting your Pinecone account if you want to build your own dense index
+
+  1. Sign up for a [Pinecone](https://pinecone.io ) account, adding a payment method (upgrade to standard). You will not be charged at this time\
+  2. Send mail sigir2025-liverag-tech@tii.ae with your team information and Pinecone account name and we will apply the $750 credits to your account\
  **Remark:** Do you use Pinecone servcies until you see the allocated credits appear in your account, otherwise you will be charged
 
-4. Register to AI71-Platform to access DataMorgana and Falcon3-10B-Instruct LLM\
-  3.1 Register to [AI71-Platform](https://platform.ai71.ai/register) and send the email address used for registration to sigir2025-liverag-tech@tii.ae\
-  3.2 After you're notified that you are approved, login to your [AI71-Platform account](https://platform.ai71.ai)
+### 1.3. Register to AI71-Platform to access DataMorgana and Falcon3-10B-Instruct LLM
+
+  1. Register to [AI71-Platform](https://platform.ai71.ai/register) and send the email address used for registration to sigir2025-liverag-tech@tii.ae\
+  2. After you're notified that you are approved, login to your [AI71-Platform account](https://platform.ai71.ai)
 
    
 ---
-## 👣 LiveRAG Challenge Step-by-Step Guide
+## 2. 👣 LiveRAG Challenge Step-by-Step Guide
 
-1. Accessing or building your RAG indices\
+### 2.1 Accessing or building your RAG indices\
   You can use the pre-built indices, [Pinecone](https://www.pinecone.io/) and [OpenSearch](https://opensearch.org/) or build your own indices on top of the same of [FineWeb Sample-10BT](https://huggingface.co/datasets/HuggingFaceFW/fineweb/viewer/sample-10BT) corpus 
-  1.1 To use the pre-built indices follow this [sample notebook](Operational_Instructions/Indices_Usage_Examples_for_LiveRAG.ipynb) 
-  1.2 To build your own **OpenSearch** index, create or use your existing AWS account and apply the provided AWS credits to save costs (see [here](Operational_Instructions/AWS_Accounts_for_LiveRAG.md))\
-  1.3 To build your own **Pinecone** index, create or use your existing Pinecone account and apply the provided Pinecone credits to save costs (see [here](Operational_Instructions/Pinecone_for_LiveRAG.md)) 
+  1. To use the pre-built indices follow this [sample notebook](Operational_Instructions/Indices_Usage_Examples_for_LiveRAG.ipynb) 
+  2. To build your own **OpenSearch** index, create or use your existing AWS account and apply the provided AWS credits to save costs (see [here](Operational_Instructions/AWS_Accounts_for_LiveRAG.md))\
+  3. To build your own **Pinecone** index, create or use your existing Pinecone account and apply the provided Pinecone credits to save costs (see [here](Operational_Instructions/Pinecone_for_LiveRAG.md)) 
 
-2. Accessing DataMorgana and Falcon3-10B-Instruct via AI71-Platform 
+### 2.2 Accessing DataMorgana and Falcon3-10B-Instruct via AI71-Platform 
   2.1 Login to your [AI71-Platform account](https://platform.ai71.ai) after you followed the onboarding instructions 
   2.2 Access the DataMorgana [Sandbox](https://platform.ai71.ai/playground) and [try it](Operational_Instructions/DM_Sandbox.md) to get your first Q&A\
   2.3 Create your AI71-Platform [API key](https://platform.ai71.ai/api-keys)