fixing errors outlined in the pull request around links and oob in filename/uid

Author: Randall-Knapp

…ify-oob-microsoft-ai-agent-resources.yml …-of-box-microsoft-ai-agent-resources.ymllearn-pr/wwl/introduction-agentic-ai-business-solution-architecture/5-identify-oob-microsoft-ai-agent-resources.yml renamed to learn-pr/wwl/introduction-agentic-ai-business-solution-architecture/5-identify-out-of-box-microsoft-ai-agent-resources.yml learn-pr/wwl/introduction-agentic-ai-business-solution-architecture/5-identify-oob-microsoft-ai-agent-resources.yml renamed to learn-pr/wwl/introduction-agentic-ai-business-solution-architecture/5-identify-out-of-box-microsoft-ai-agent-resources.yml

@@ -1,16 +1,16 @@
 ### YamlMime:ModuleUnit
-uid: learn.wwl.introduction-agentic-ai-business-solution-architecture.identify-oob-microsoft-ai-agent-resources
-title: "Identify OOB Microsoft AI agent resources for business solutions"
+uid: learn.wwl.introduction-agentic-ai-business-solution-architecture.identify-out-of-box-microsoft-ai-agent-resources
+title: "Identify out-of-box Microsoft AI agent resources for business solutions"
 metadata:
-  title: "Identify OOB Microsoft AI Agent Resources"
+  title: "Identify Out-of-Box Microsoft AI Agent Resources"
   description: "Discover out-of-the-box Microsoft AI agent resources to accelerate AI adoption, streamline workflows, and integrate seamlessly with Azure AI."
   ms.date: 02/02/2026
   author: wwlpublish
   ms.author: rknapp
   ms.topic: unit
 durationInMinutes: 3
 content: |
-  [!include[](includes/5-identify-oob-microsoft-ai-agent-resources.md)]
+  [!include[](includes/5-identify-out-of-box-microsoft-ai-agent-resources.md)]
 quiz:
   questions:
   - content: "Which Microsoft resource provides prebuilt AI agents for business workflows?"

…e/6-identify-oob-microsoft-ai-agents.yml …ntify-out-of-box-microsoft-ai-agents.ymllearn-pr/wwl/introduction-agentic-ai-business-solution-architecture/6-identify-oob-microsoft-ai-agents.yml renamed to learn-pr/wwl/introduction-agentic-ai-business-solution-architecture/6-identify-out-of-box-microsoft-ai-agents.yml learn-pr/wwl/introduction-agentic-ai-business-solution-architecture/6-identify-oob-microsoft-ai-agents.yml renamed to learn-pr/wwl/introduction-agentic-ai-business-solution-architecture/6-identify-out-of-box-microsoft-ai-agents.yml

@@ -1,16 +1,16 @@
 ### YamlMime:ModuleUnit
-uid: learn.wwl.introduction-agentic-ai-business-solution-architecture.identify-oob-microsoft-ai-agents
-title: "Identify OOB Microsoft AI agents for business"
+uid: learn.wwl.introduction-agentic-ai-business-solution-architecture.identify-out-of-box-microsoft-ai-agents
+title: "Identify out-of-box Microsoft AI agents for business"
 metadata:
-  title: "Identify OOB Microsoft AI Agents for Business"
-  description: "Learn how to identify OOB Microsoft AI agents, their role in automation, and best practices for leveraging them effectively in business processes."
+  title: "Identify Out-of-Box Microsoft AI Agents for Business"
+  description: "Learn how to identify out-of-box Microsoft AI agents, their role in automation, and best practices for leveraging them effectively in business processes."
   ms.date: 02/02/2026
   author: wwlpublish
   ms.author: rknapp
   ms.topic: unit
 durationInMinutes: 3
 content: |
-  [!include[](includes/6-identify-oob-microsoft-ai-agents.md)]
+  [!include[](includes/6-identify-out-of-box-microsoft-ai-agents.md)]
 quiz:
   questions:
   - content: "Which Microsoft resource provides prebuilt AI agents for business workflows?"

learn-pr/wwl/introduction-agentic-ai-business-solution-architecture/includes/2-architect-role-ai-transformation-businesses.md

@@ -42,7 +42,7 @@ Flow:<br>Business Goals → AI Strategy → Architecture Design → Implementati
 
 ![Diagram showing the AI transformation framework flow from business goals through monitoring and optimization.](../media/ai-framework-flow.png)
 
-[Cloud Adoption Framework for AI](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/scenarios/ai/)
+[Cloud Adoption Framework for AI](/azure/cloud-adoption-framework/scenarios/ai/)
 
 Best Practices for AI Architects
 
@@ -69,8 +69,8 @@ Leverage Azure AI services for speed and reliability.
 References
 
 - [Azure Data and Architect Handbook](https://info.microsoft.com/ww-landing-Azure-Data-and-Architect-Handbook.html)
-- [Microsoft AI](https://www.microsoft.com/en-us/ai)
-- [Unlock AI value - Microsoft Learn](https://learn.microsoft.com/en-us/training/modules/scale-ai/2-unlock-ai-value)
+- [Microsoft AI](https://www.microsoft.com/ai)
+- [Unlock AI value - Microsoft Learn](/training/modules/scale-ai/2-unlock-ai-value)
 - 
 **Discussion Question:**
 How can architects ensure Responsible AI principles are embedded in enterprise solutions?

learn-pr/wwl/introduction-agentic-ai-business-solution-architecture/includes/3-microsoft-ai-technologies-overview.md

@@ -65,9 +65,9 @@ _(Use a layered diagram with Microsoft brand colors in PowerPoint.)_
 
 **References**
 
-- [Azure AI services - Microsoft Learn](https://learn.microsoft.com/en-us/training/modules/prepare-azure-ai-development/3-azure-ai-services)
-- [Tools and SDKs - Microsoft Learn](https://learn.microsoft.com/en-us/training/modules/prepare-azure-ai-development/5-tools-and-sdks)
-- [Explore Copilot solutions - Microsoft Learn](https://learn.microsoft.com/en-us/training/modules/business-value-microsoft-copilot-solutions/2-explore-copilot-solutions)
-- [Microsoft AI](https://www.microsoft.com/en-us/ai)
+- [Azure AI services - Microsoft Learn](/training/modules/prepare-azure-ai-development/3-azure-ai-services)
+- [Tools and SDKs - Microsoft Learn](/training/modules/prepare-azure-ai-development/5-tools-and-sdks)
+- [Explore Copilot solutions - Microsoft Learn](/training/modules/business-value-microsoft-copilot-solutions/2-explore-copilot-solutions)
+- [Microsoft AI](https://www.microsoft.com/ai)
 
 **Discussion Question**<br>How can Copilot solutions improve productivity in business processes? Provide two examples.

learn-pr/wwl/introduction-agentic-ai-business-solution-architecture/includes/4-microsoft-ai-technologies-business-solutions.md

@@ -67,7 +67,7 @@ Leverage cloud scalability for enterprise-wide adoption.
 
 **References**
 
-- [Generative AI for productivity - Microsoft Learn](https://learn.microsoft.com/en-us/training/modules/generative-ai-productivity/)
-- [Create business value with AI - Microsoft Learn](https://learn.microsoft.com/en-us/training/modules/create-business-value/)
+- [Generative AI for productivity - Microsoft Learn](/training/modules/generative-ai-productivity/)
+- [Create business value with AI - Microsoft Learn](/training/modules/create-business-value/)
 
 **Discussion Question**<br>How can Copilot solutions improve productivity in business processes? Provide two examples.

…tify-oob-microsoft-ai-agent-resources.md …t-of-box-microsoft-ai-agent-resources.mdlearn-pr/wwl/introduction-agentic-ai-business-solution-architecture/includes/5-identify-oob-microsoft-ai-agent-resources.md renamed to learn-pr/wwl/introduction-agentic-ai-business-solution-architecture/includes/5-identify-out-of-box-microsoft-ai-agent-resources.md learn-pr/wwl/introduction-agentic-ai-business-solution-architecture/includes/5-identify-oob-microsoft-ai-agent-resources.md renamed to learn-pr/wwl/introduction-agentic-ai-business-solution-architecture/includes/5-identify-out-of-box-microsoft-ai-agent-resources.md

@@ -69,7 +69,7 @@ Leverage **Azure AI** for scalability and compliance.
 
 **References**
 
-- [Microsoft AI tools and practices](https://www.microsoft.com/en-us/ai/tools-practices)
-- [Azure AI training - Microsoft Learn](https://learn.microsoft.com/en-us/training/azure-ai)
+- [Microsoft AI tools and practices](https://www.microsoft.com/ai/tools-practices)
+- [Azure AI training - Microsoft Learn](/training/azure-ai)
 
 **Discussion Question**<br>How can prebuilt AI agents accelerate AI adoption in your organization? Provide two examples.

…es/6-identify-oob-microsoft-ai-agents.md …entify-out-of-box-microsoft-ai-agents.mdlearn-pr/wwl/introduction-agentic-ai-business-solution-architecture/includes/6-identify-oob-microsoft-ai-agents.md renamed to learn-pr/wwl/introduction-agentic-ai-business-solution-architecture/includes/6-identify-out-of-box-microsoft-ai-agents.md learn-pr/wwl/introduction-agentic-ai-business-solution-architecture/includes/6-identify-oob-microsoft-ai-agents.md renamed to learn-pr/wwl/introduction-agentic-ai-business-solution-architecture/includes/6-identify-out-of-box-microsoft-ai-agents.md

@@ -77,11 +77,11 @@ Leverage **Azure AI** for scalability and compliance.
 
 **References**
 
-- [Explore agents pre-built in Microsoft Copilot Studio](https://www.microsoft.com/en-us/microsoft-copilot/blog/copilot-studio/explore-agents-pre-built-for-you-in-microsoft-copilot-studio/)
-- [Transform work with autonomous agents - Dynamics 365 Blog](https://www.microsoft.com/en-us/dynamics-365/blog/business-leader/2024/10/21/transform-work-with-autonomous-agents-across-your-business-processes/)
-- [Copilot Studio template fundamentals - Microsoft Learn](https://learn.microsoft.com/en-us/microsoft-copilot-studio/template-fundamentals)
-- [Microsoft Adoption Scenario Library](https://adoption.microsoft.com/en-us/scenario-library/)
-- [AI agents in Microsoft 365](https://adoption.microsoft.com/en-us/ai-agents/agents-in-microsoft-365/)
-- [AI overview for Power Apps - Microsoft Learn](https://learn.microsoft.com/en-us/power-apps/maker/canvas-apps/ai-overview)
+- [Explore agents pre-built in Microsoft Copilot Studio](https://www.microsoft.com/microsoft-copilot/blog/copilot-studio/explore-agents-pre-built-for-you-in-microsoft-copilot-studio/)
+- [Transform work with autonomous agents - Dynamics 365 Blog](https://www.microsoft.com/dynamics-365/blog/business-leader/2024/10/21/transform-work-with-autonomous-agents-across-your-business-processes/)
+- [Copilot Studio template fundamentals - Microsoft Learn](/microsoft-copilot-studio/template-fundamentals)
+- [Microsoft Adoption Scenario Library](https://adoption.microsoft.com/scenario-library/)
+- [AI agents in Microsoft 365](https://adoption.microsoft.com/ai-agents/agents-in-microsoft-365/)
+- [AI overview for Power Apps - Microsoft Learn](/power-apps/maker/canvas-apps/ai-overview)
 
 **Discussion Question**<br>How can prebuilt AI agents accelerate AI adoption in an organization? Provide two examples.

learn-pr/wwl/introduction-agentic-ai-business-solution-architecture/index.yml

@@ -50,8 +50,8 @@ units:
 - learn.wwl.introduction-agentic-ai-business-solution-architecture.architect-role-ai-transformation-businesses
 - learn.wwl.introduction-agentic-ai-business-solution-architecture.microsoft-ai-technologies-overview
 - learn.wwl.introduction-agentic-ai-business-solution-architecture.microsoft-ai-technologies-business-solutions
-- learn.wwl.introduction-agentic-ai-business-solution-architecture.identify-oob-microsoft-ai-agent-resources
-- learn.wwl.introduction-agentic-ai-business-solution-architecture.identify-oob-microsoft-ai-agents
+- learn.wwl.introduction-agentic-ai-business-solution-architecture.identify-out-of-box-microsoft-ai-agent-resources
+- learn.wwl.introduction-agentic-ai-business-solution-architecture.identify-out-of-box-microsoft-ai-agents
 - learn.wwl.introduction-agentic-ai-business-solution-architecture.knowledge-check
 - learn.wwl.introduction-agentic-ai-business-solution-architecture.summary
 badge: