diff --git a/02-explore-agentic-frameworks/README.md b/02-explore-agentic-frameworks/README.md
index 4acbdb53..d1216596 100644
--- a/02-explore-agentic-frameworks/README.md
+++ b/02-explore-agentic-frameworks/README.md
@@ -1,4 +1,4 @@
-# Explore Ai Agent Frameworks
+# Explore AI Agent Frameworks
 
 AI agent frameworks are software platforms designed to simplify the creation, deployment, and management of AI agents. These frameworks provide developers with pre-built components, abstractions, and tools that streamline the development of complex AI systems.
 
@@ -258,7 +258,7 @@ Semantic Kernel consists of two things, the Semantic Kernel Agent Framework and
 
 Let's first talk about the Semantic Kernel. It has the following core concepts:
 
-- **Connections**: This is an interface with external Ai services and data sources.
+- **Connections**: This is an interface with external AI services and data sources.
 
     ```csharp
     using Microsoft.SemanticKernel;
@@ -371,7 +371,7 @@ Let's first talk about the Semantic Kernel. It has the following core concepts:
     These facts are then stored in the memory collection `SummarizedAzureDocs`. This is a very simplified example, but you can see how you can store information in the memory for the LLM to use.
 
 So that's the basics of the Semantic Kernel framework, what about the Agent Framework?
- 
+
 ## Azure AI Agent Service
 
 Azure AI Agent Service is a more recent addition, introduced at Microsoft Ignite 2024. It allows for the development and deployment of AI agents with more flexible models, such as directly calling open-source LLMs like Llama 3, Mistral, and Cohere.
diff --git a/README.md b/README.md
index 6d7cade5..47556b10 100644
--- a/README.md
+++ b/README.md
@@ -74,7 +74,7 @@ If you get stuck or have any questions about bulding AI Agents, join our [Azure
 |----------------------------------------|--------------------------------------------|
 | Intro to AI Agents and Use Cases       | [Link](./01-intro-to-ai-agents/README.md)          |
 | Exploring Agentic Frameworks           | [Link](./02-explore-agentic-frameworks/README.md)  |
-| Understanding Agentic Design Patterns  | [Link](./03-agentic-design-patterns\README.md)  |
+| Understanding Agentic Design Patterns  | [Link](./03-agentic-design-patterns/README.md)  |
 | Tool Use Design Pattern                | [Link](./04-tool-use/README.md)                    |
 | Agentic RAG                            | [Link](./05-agentic-rag/README.md)                 |
 | Building Trustworty AI Agents          | [Link](./06-building-trustworthy-agents/README.md) |