chore: minor changes

Author: gautamgambhir97

pages/examples/rag/_meta.json

@@ -17,8 +17,8 @@
     "timestamp": true
   },
   "premai-uagents-rag": {
-    "title": "PremAi RAG Agent [intermediate]",
-    "tags": ["Intermediate", "Python", "premAi", "RAG"],
+    "title": "PremAI RAG Agent [intermediate]",
+    "tags": ["Intermediate", "Python", "PremAI", "RAG"],
     "timestamp": true
   }
 }

pages/examples/rag/premai-uagents-rag.mdx

@@ -1,6 +1,6 @@
 import { Callout } from 'nextra/components'
 
-# PremAi RAG Agent
+# PremAI RAG Agent
 
 This example demonstrates the use of uAgents with Prem.ai to build a Retrieval-Augmented Generation (RAG) system,  The agent handles health and wellness queries, providing informative responses. It integrates intelligent query handling with dynamic knowledge retrieval capabilities, making it a robust solution.
 
@@ -22,10 +22,10 @@ Before proceeding, ensure you have the following:
     - **Poetry:** Install by following the instructions on [Poetry's official website ↗️](https://python-poetry.org/docs/#installation).
     - Dependencies installed via `poetry add uagents` and other required libraries.
 
-    2. **PremAi Account**:
+    2. **PremAI Account**:
 
-   - Sign up at [PremAi](https://app.premai.io/accounts/signup/)
-   - Access the PremAi dashboard.
+   - Sign up at [PremAI](https://app.premai.io/accounts/signup/)
+   - Access the PremAI dashboard.
 
 
 ## Steps to Obtain API Keys
@@ -50,7 +50,7 @@ To get the required API key and other details, you need to follow these steps:
     - Within your project, navigate to the Repositories section.
     - Click on Create New Repository.
     - Provide a name and description for your repository.
-    - Add the required document for your use case by clicking on the Add document button.
+    - Add the required document for your use case by clicking on the `Add document` button.
     - After creation, note the `Repository ID` associated with your new repository.
 
 ## Project Structure
@@ -79,7 +79,7 @@ export PROJECT_ID="YOUR_PROJECT_ID"
 export REPO_ID="YOUR_REPO_ID"
 ```
 
-## PremAi RAG Agent Setup
+## PremAI RAG Agent Setup
 
 ### Overview of `query_prem_ai` function.
 
@@ -112,10 +112,10 @@ def query_prem_ai(user_query):
 ```
 
 <Callout type="info" emoji="ℹ️">
-    You can obtain the `API_KEY`, `REPO_KEY` and `PROJECT_ID` from the [premAi dashboard ↗️](https://app.premai.io/projects/).
+    You can obtain the `API_KEY`, `REPO_KEY` and `PROJECT_ID` from the [PremAI dashboard ↗️](https://app.premai.io/projects/).
 </Callout>
 
-### PremAi agent mechanism
+### PremAI agent mechanism
 
 #### 1. User Agent (`user_agent`)