Refine Foundry IQ Control Plane documentation

Updated content to enhance clarity and structure in the Foundry IQ Control Plane documentation.

Author: brown9804

0_Azure/3_AzureAI/AIFoundry/demos/11_FoundryIQ_ControlPlane.md

@@ -42,6 +42,8 @@ Based on [What is the Microsoft Foundry Control Plane?](https://learn.microsoft.
 | **Governance & Control**  | Apply policies, guardrails, and compliance rules across the fleet.               | Restrict finance agents to approved datasets; block marketing agents from accessing PII.  |
 | **Security**              | Identity, access control, and threat protection integrated with Microsoft tools. | Revoke compromised agent credentials instantly using Entra Agent ID and Defender.         |
 
+<img width="1904" height="830" alt="image" src="https://github.com/user-attachments/assets/29dcf372-c5ef-41d1-8d83-1ff44a4c723f" />
+
 > [!NOTE]
 > Control Plane ~ Management Layer: `E.g: Air Traffic Control, sets flight paths, monitors planes, enforces rules.`
 > - Purpose: Governs, orchestrates, and monitors operations across your AI ecosystem.
@@ -51,27 +53,14 @@ Based on [What is the Microsoft Foundry Control Plane?](https://learn.microsoft.
 > - Purpose: Runs the actual workloads (model inference, data processing, agent actions).
 > - Activities: Executes prompts, retrieves data, performs reasoning tasks.
 
-<img width="1904" height="830" alt="image" src="https://github.com/user-attachments/assets/29dcf372-c5ef-41d1-8d83-1ff44a4c723f" />
-
-
 ## Foundry IQ
 
 `Foundry IQ ~ embedded RAG (Retrieval-Augmented Generation) layer for enterprise AI agents.`
 
-> **Foundry IQ** is Microsoft’s **enterprise knowledge layer** designed to power Retrieval-Augmented Generation (RAG) for AI agents. It connects agents to organizational data securely and efficiently, enabling them to retrieve, reason, and respond with grounded context.
-> `Think of it as the “knowledge engine” for your AI ecosystem, where agents can access structured and unstructured data across multiple sources without manual integration.` Click here to read more about [Foundry IQ: Unlocking ubiquitous knowledge for agents](https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/foundry-iq-unlocking-ubiquitous-knowledge-for-agents/4470812)
+> **Foundry IQ** is Microsoft’s **enterprise knowledge layer** designed to power Retrieval-Augmented Generation (RAG) for AI agents. It connects agents to organizational data securely and efficiently, enabling them to retrieve, reason, and respond with grounded context. `Think of it as the “knowledge engine” for your AI ecosystem, where agents can access structured and unstructured data across multiple sources without manual integration.` Click here to read more about [Foundry IQ: Unlocking ubiquitous knowledge for agents](https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/foundry-iq-unlocking-ubiquitous-knowledge-for-agents/4470812)
 
 <img width="1536" height="1024" alt="image" src="https://github.com/user-attachments/assets/12d582fe-bd33-4444-8c99-f08194210424" />
 
-> [!NOTE]
-> **Foundry IQ ~ Knowledge Layer**: `E.g: A smart library system, agents ask questions, IQ finds the right books and pages instantly.`
-> - **Purpose**: Provides unified, secure access to enterprise data for AI agents.
-> - **Activities**: Indexing, vectorization, query planning, synthesis, multimodal retrieval. <br/>
->
-> **Data Plane Role**:
-> - Foundry IQ operates in the **data plane**, serving as the retrieval and grounding engine for agents.
-> - It works under governance from the **Control Plane**, which enforces compliance and security.
-
 > Core Capabilities of Foundry IQ:
 
 | **Capability**                         | **Description**                                                        | **Example Use Case**                                                                            |
@@ -82,6 +71,17 @@ Based on [What is the Microsoft Foundry Control Plane?](https://learn.microsoft.
 | **Secure Retrieval**                   | Enforces Purview sensitivity labels and access policies at query time. | Finance agent blocked from accessing confidential HR data during retrieval.                     |
 | **Multimodal RAG**                     | Supports text, tables, and structured data for richer grounding.       | AI assistant combines text from policy docs and tables from Excel for a complete answer.        |
 
+<img width="1897" height="833" alt="image" src="https://github.com/user-attachments/assets/1f7b565a-1a28-42c9-b11c-6870fc194e1c" />
+
+> [!NOTE]
+> **Foundry IQ ~ Knowledge Layer**: `E.g: A smart library system, agents ask questions, IQ finds the right books and pages instantly.`
+> - **Purpose**: Provides unified, secure access to enterprise data for AI agents.
+> - **Activities**: Indexing, vectorization, query planning, synthesis, multimodal retrieval. <br/>
+>
+> **Data Plane Role**:
+> - Foundry IQ operates in the **data plane**, serving as the retrieval and grounding engine for agents.
+> - It works under governance from the **Control Plane**, which enforces compliance and security.
+
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