added agentic workshop

content/modules/ROOT/nav.adoc

@@ -39,7 +39,8 @@
 ** xref:06-01-multi-agents.adoc[6.1 Multi-Agent Collaboration]
 ** xref:06-02-building-supervisors.adoc[6.2 Building Supervisors]
 ** xref:06-03-human-loop.adoc[6.3 Human in the Loop]
-** xref:06-04-hierarchical-team-agents.adoc[6.4 Hierarchical Team Agents]
+** xref:06-04-planning-agents.adoc[6.4 Planning Agents]
+** xref:06-05-reflection-agents.adoc[6.5 Reflection Agents]
 
 * 7. Enhance RAG with Agentic AI
 ** xref:07-01-agentic-rag.adoc[7.1 Agentic RAG]

content/modules/ROOT/pages/05-03-routing-collaboration.adoc

@@ -30,7 +30,7 @@ context, without the complexity of managing an entire control flow.
 3. **Routing**: It selects the appropriate step or tool to proceed.  
 4. **Execution**: The selected tool or path is executed to complete the task.
 
-![Router Architecture Diagram](02/02-03-router-architecture.png)
+image::05/05-08-agent-routing.png[Agentic Routing]
 
 ## **Examples of Router Applications**
 

content/modules/ROOT/pages/05-06-react-implementation.adoc

@@ -67,7 +67,7 @@ image::04/04-07-react-final.png[ReAct Final]
 
 Let's see the Tool Calling and Routing Agents in Action!
 
-From the `agentic-workshop/lab-materials/05` folder, please open the notebook called `5.1-simple-agent-routing.ipynb` and follow the instructions.
+From the `agentic-workshop/lab-materials/04` folder, please open the notebook called `4.2-react-agents.ipynb` and follow the instructions.
 
 == Advantages of ReAct Agents
 

content/modules/ROOT/pages/06-01-multi-agents.adoc

@@ -2,4 +2,49 @@
 include::_attributes.adoc[]
 :slide:
 
-TBD
+== Overview
+
+Multi-agent collaboration is a powerful design pattern in Agentic AI that enables multiple agents to work 
+together to solve complex tasks. Instead of relying on a single agent to handle all subtasks, this approach 
+assigns specific roles to different agents, allowing each to specialize and contribute effectively.
+
+By breaking down a problem into smaller, manageable subtasks and assigning them to agents with specific expertise, 
+this pattern leverages the divide-and-conquer approach to tackle complex scenarios more efficiently.
+
+== How Multi-Agent Collaboration Works
+
+1. **Task Decomposition**:  
+   A complex problem is divided into smaller subtasks. Each subtask is assigned to an agent specializing in that domain or task.
+
+2. **Role Assignment**:  
+   Agents are designed or prompted for specific roles, such as "researcher" and "chart generator," each with a clear objective and behavior.
+
+3. **Interaction and Communication**:  
+   Agents collaborate by passing messages, sharing data, or requesting assistance from other agents to ensure task completion.
+
+4. **Execution and Coordination**:  
+   The agents execute their assigned subtasks and combine their results to produce the final outcome.
+
+image::05/05-09-multi-agent.png[Multi Agent]
+
+== Benefits of Multi-Agent Collaboration
+
+- **Scalability**: Allows large, complex tasks to be distributed among multiple agents for faster execution.
+- **Specialization**: Enables agents to focus on specific subtasks, optimizing their effectiveness.
+- **Robustness**: Reduces the likelihood of errors by isolating subtasks and handling them individually.
+
+== Example Use Case
+
+For a task like generating insights, multi-agent collaboration might involve:
+
+- A **Researcher Agent** to gather relevant data or information through APIs or databases.  
+- A **Chart Generator Agent** to process the retrieved data and create visual representations like charts or graphs.  
+- A **Router Agent** to manage task flow and coordinate between the Researcher and Chart Generator agents.
+
+This modular approach ensures a streamlined workflow where each agent’s expertise contributes to solving the overall problem.
+
+== Exercise: Multi-Agent Pattern - Practical Example
+
+Let's see the Multi-Agent Pattern in Action!
+
+From the `agentic-workshop/lab-materials/05` folder, please open the notebook called `5.1-multi-agent-routing.ipynb` and follow the instructions.

content/modules/ROOT/pages/06-05-reflection-agents.adoc

@@ -0,0 +1,5 @@
+= Reflection agents
+include::_attributes.adoc[]
+:slide:
+
+TBD