Fixing issues

Author: Randall-Knapp

learn-pr/wwl/design-ai-agents-business-solutions/includes/10-propose-foundry-tools-given-requirement.md

@@ -12,15 +12,15 @@ Azure AI Foundry provides a **catalog of tools** that agents can use to perform
 
 When designing an AI agent, selecting the correct tool is essential. The goal is to choose tools that:
 
-- **Meet the requirement with minimal complexity**
+- **Meet the requirement with minimal complexity.**
 
-- **Ensure security and compliance**
+- **Ensure security and compliance.**
 
-- **Leverage existing enterprise systems**
+- **Leverage existing enterprise systems.**
 
-- **Reduce integration overhead**
+- **Reduce integration overhead.**
 
-- **Support accurate, grounded outputs**
+- **Support accurate, grounded outputs.**
 
 ## 2. Categories of Foundry tools
 
@@ -170,4 +170,4 @@ Below are examples of how to map business requirements to the correct Foundry to
 
 Propose tools for Azure AI Foundry agents tool catalog[Azure AI Foundry tool catalog](/azure/ai-foundry/agents/concepts/tool-catalog).
 
-Azure AI Foundry Tools<https://azure.microsoft.com/products/ai-foundry/tools/>.
+Azure AI Foundry Tools <https://azure.microsoft.com/products/ai-foundry/tools/>.

learn-pr/wwl/design-ai-agents-business-solutions/includes/11-propose-code-first-generative-pages-agent-feed-applications.md

@@ -14,7 +14,7 @@ By the end of this unit, learners will be able to:
 
 Generative pages allow app makers to **describe a requirement in natural language**, and Power Apps automatically creates a page layout, data experiences, and UI structure. This accelerates solution development by removing repetitive scaffolding steps.
 
-**How It Works**
+**How it works**
 
 Maker enters natural language prompt: *"Create a customer overview page showing recent orders, open cases, and a satisfaction score."*
 
@@ -40,7 +40,7 @@ Even though generative pages reduce design time, many enterprise apps require de
 
 - **Security aware data pipelines aware data pipelines**
 
-- **Why Use Code-first with Generative Pages?**
+- **Why use code-first with generative pages?**
 
 | **Need** | **Code-first BenefitFirst Benefit** |
 |---|---|
@@ -54,19 +54,19 @@ Even though generative pages reduce design time, many enterprise apps require de
 
 An **agent feed** introduces an AI-powered layer that provides real-time insight and recommendations inside apps.
 
-**Agent Feed Capabilities**
+**Agent feed capabilities**
 
 - Summaries of records or processes.
 
 - Suggestions for actions such as *"follow-up with this customer"*.
 
 - Notifications when anomalies are detected.
 
-- Contextual insights based on model driven app data-driven app data.
+- Contextual insights based on model driven app data.
 
 - Guided steps and automation triggers.
 
-**How an Agent Feed Works**
+**How an agent feed works**
 
 The agent monitors app context, user actions, and records.
 
@@ -98,6 +98,6 @@ Together, they create intelligent, fast to build, enterprise-ready apps.
 
 Use these links for more detail and hands on practice:
 
-- **Introducing the new Power Apps generative experiences**<https://www.microsoft.com/power-platform/blog/power-apps/introducing-the-new-power-apps-generative-power-meets-enterprise-grade-trust/>.
+- **Introducing the new Power Apps generative experiences** <https://www.microsoft.com/power-platform/blog/power-apps/introducing-the-new-power-apps-generative-power-meets-enterprise-grade-trust/>.
 
-- **Generative Pages FAQ (GitHub)**<https://github.com/MicrosoftDocs/powerapps-docs/blob/main/powerapps-docs/maker/common/faq-generative-pages-model-driven.md>.
+- **Generative Pages FAQ (GitHub)** <https://github.com/MicrosoftDocs/powerapps-docs/blob/main/powerapps-docs/maker/common/faq-generative-pages-model-driven.md>.

learn-pr/wwl/design-ai-agents-business-solutions/includes/13-design-data-processing-ai-models-ground.md

@@ -72,7 +72,7 @@ For low-code scenarios, **AI Builder grounded prompts** let you generate respons
 
 ## 5. Operational considerations
 
-**Cost and performance:** Index capability flags increase storage; prefer minimum viable schema and cap top K + token budgets. K + token budgets.
+**Cost and performance:** Index capability flags increase storage; prefer minimum viable schema and cap top K + token budgets.
 
 **Security and compliance:** Preserve labels and access controls from source to index; design for "right to be forgotten.".
 

learn-pr/wwl/design-ai-agents-business-solutions/includes/14-design-business-process-include-ai-components-power-apps-canvas-app.md

@@ -8,7 +8,9 @@ By the end of this unit, learners will be able to:
 
 ## 1. Introduction
 
-AI-enabled apps help organizations streamline tasks, reduce manual data entry, and provide intelligent guidance directly inside user workflows. With **Power Apps Copilot**, makers can refine app logic, modify data tables, generate screens, and build business logic using natural language. AI components may include:
+AI-enabled apps help organizations streamline tasks, reduce manual data entry, and provide intelligent guidance directly inside user workflows. With **Power Apps Copilot**, makers can refine app logic, modify data tables, generate screens, and build business logic using natural language. 
+
+AI components may include:
 
 - AI-assisted data creation.
 
@@ -26,7 +28,9 @@ This unit guides you through designing a business process and identifying where
 
 ### 2.1 Copilot in Power Apps Studio
 
-Copilot allows makers to update app logic and data by describing changes in natural language. This improves design time and app quality by reducing manual configuration. Examples include:
+Copilot allows makers to update app logic and data by describing changes in natural language. This improves design time and app quality by reducing manual configuration. 
+
+Examples include:
 
 - Adding new fields to a Dataverse table.
 
@@ -56,7 +60,7 @@ Plans help you structure business processes before app building. Copilot interpr
 
 Use a structured method to determine where AI enhances the process.
 
-**Step 1: Map the Current Workflow**
+**Step 1: Map the current workflow**
 
 Identify:
 
@@ -70,7 +74,7 @@ Identify:
 
 - Error-prone steps.
 
-**Step 2: Identify AI Opportunities**
+**Step 2: Identify AI opportunities**
 
 AI is most valuable when:
 
@@ -92,7 +96,7 @@ Examples:
 
 - Guiding users through form entry using Copilot prompts.
 
-**Step 3: Design the Copilot Interactions**
+**Step 3: Design the Copilot interactions**
 
 Decide how Copilot will participate:
 
@@ -106,7 +110,7 @@ Decide how Copilot will participate:
 
 - Error checking or validation recommendations.
 
-**Step 4: Integrate Copilot Features in Power Apps Studio**
+**Step 4: Integrate Copilot features in Power Apps Studio**
 
 Copilot can:
 
@@ -120,7 +124,7 @@ Copilot can:
 
 - Support ongoing iteration through conversational changes.
 
-**Step 5: Validate Security and Governance**
+**Step 5: Validate security and governance**
 
 Consider:
 
@@ -148,6 +152,6 @@ Consider:
 
 Use the following links as source material for deeper learning:
 
-- **Edit your app with Copilot in Power Apps Studio (preview)**[/power-apps/maker/canvas-apps/copilot-edit-app](/power-apps/maker/canvas-apps/copilot-edit-app).
+- **Edit your app with Copilot in Power Apps Studio (preview)** [/power-apps/maker/canvas-apps/copilot-edit-app](/power-apps/maker/canvas-apps/copilot-edit-app).
 
-- **Use plans to create a business solution with Copilot**[/power-apps/maker/canvas-apps/copilot-business-plans](/power-apps/maker/canvas-apps/copilot-business-plans).
+- **Use plans to create a business solution with Copilot** [/power-apps/maker/canvas-apps/copilot-business-plans](/power-apps/maker/canvas-apps/copilot-business-plans).

learn-pr/wwl/design-ai-agents-business-solutions/includes/15-apply-power-platform-well-architected-framework.md

@@ -56,7 +56,7 @@ Examples:
 
 - Secure connectors and API calls.
 
-**Pillar 3: Operational Excellence**
+**Pillar 3: Operational excellence**
 
 Improve application reliability through observability, monitoring, and automated governance.
 
@@ -68,7 +68,7 @@ Examples:
 
 - Proactive alerts for performance changes.
 
-**Pillar 4: Performance Efficiency**
+**Pillar 4: Performance efficiency**
 
 Ensure workloads adjust to evolving demands with responsive and scalable architectures.
 
@@ -80,7 +80,7 @@ Examples:
 
 - Right-sizing flows and action concurrency.
 
-**Pillar 5: Experience Optimization**
+**Pillar 5: Experience optimization**
 
 Deliver meaningful experiences that help users achieve successful outcomes.
 
@@ -118,5 +118,11 @@ Azure WAF focuses on optimizing cloud workloads around **Reliability, Security,
 
 ## 5. References
 
-These are the exact links provided for this unit:[[How to use...soft Learn | Learn.Microsoft.com]](/power-platform/well-architected/what-is-power-well-architected), [[Power Plat...soft Learn | Learn.Microsoft.com]](/power-platform/well-architected/), [[How to use...soft Learn | Learn.Microsoft.com]](/azure/well-architected/what-is-well-architected-framework).
+These are the exact links provided for this unit: 
+
+[What is Power Platform Well-Architected? | Learn.Microsoft.com](/power-platform/well-architected/what-is-power-well-architected), 
+
+[ Power Platform Well-Architected | Learn.Microsoft.com](/power-platform/well-architected/), 
+
+[What is the Azure Well-Architected Framework? | Learn.Microsoft.com](/azure/well-architected/what-is-well-architected-framework).
 

learn-pr/wwl/design-ai-agents-business-solutions/includes/16-determine-use-standard-natural-language-processing.md

@@ -47,7 +47,7 @@ Use generative orchestration when:
 
 ## 2. Decision framework for choosing the right approach
 
-**Chart: When to Use NLU, CLU, or Generative Orchestration**
+**Chart: When to use NLU, CLU, or generative orchestration**
 
 | **Requirement Type** | **Standard NLU** | **Azure CLU** | **Generative AI Orchestration** |
 |---|---|---|---|
@@ -62,7 +62,7 @@ Use generative orchestration when:
 
 ## 3. Applying the right technology for business scenarios
 
-**Use Standard NLU when:**
+**Use standard NLU when:**
 
 - A call center bot recognizes fixed phrases ("Reset password," "Check balance").
 
@@ -78,7 +78,7 @@ Use generative orchestration when:
 
 - You expect continuous retraining and monitoring of accuracy metrics.
 
-**Use Generative AI Orchestration when:**
+**Use generative AI orchestration when:**
 
 - A sales assistant summarizes CRM records and generates emails.
 
@@ -100,6 +100,6 @@ Evaluate cost and performance: generative orchestration is more powerful but mor
 
 ## 8. References
 
-NLU fine-tuned language intelligence for smarter conversations<https://www.microsoft.com/dynamics-365/blog/it-professional/2025/07/14/nlu-fine-tuned-language-intelligence-for-smarter-conversations>.
+NLU fine-tuned language intelligence for smarter conversations <https://www.microsoft.com/dynamics-365/blog/it-professional/2025/07/14/nlu-fine-tuned-language-intelligence-for-smarter-conversations>.
 
-Generative orchestration topic triggers in Copilot Studio<https://www.digitalbricks.ai/blog-posts/understanding-generative-orchestration-topic-triggers-in-copilot-studio>.
+Generative orchestration topic triggers in Copilot Studio <https://www.digitalbricks.ai/blog-posts/understanding-generative-orchestration-topic-triggers-in-copilot-studio>.

learn-pr/wwl/design-ai-agents-business-solutions/includes/17-design-agent-flows-copilot-studio.md

@@ -1,4 +1,4 @@
-## Unit Overview
+## Unit overview
 
 This unit introduces how to design intelligent agents and agent flows within **Microsoft Copilot Studio**, using natural language, visual design, and automation best practices. Agent flows extend an agent's capabilities by enabling it to **automate repetitive tasks**, **connect systems**, and **trigger business logic**.
 
@@ -81,15 +81,15 @@ Every agent flow includes:
 
 Agent flows can be built in two ways:
 
-**Method A: Natural Language Prompting**
+**Method A: Natural language prompting**
 
 - Makers describe what they want, e.g.,
 
 - "When a customer submits a form, send a confirmation email and update the CRM record.".
 
 - Copilot generates the workflow automatically.
 
-**Method B: Visual Designer**
+**Method B: Visual designer**
 
 The flow can be refined using a node-based visual canvas for full control over logic and branching.
 
@@ -145,9 +145,9 @@ Keep flows modular - one flow per major task or automation.
 
 ## 6. References
 
-[Use agent flows](/training/modules/use-agent-flows/).
+[Use agent flows](/training/modules/use-agent-flows/)
 
-[Copilot Studio](/copilot-studio).
+[Copilot Studio](/copilot-studio)
 
 
 

learn-pr/wwl/design-ai-agents-business-solutions/includes/18-design-prompt-actions-copilot-studio.md

@@ -1,4 +1,4 @@
-## Unit Overview
+## Unit overview
 
 Prompt actions in Copilot Studio allow creators to define how an agent should _respond_, _reason_, and _take action_ based on user input. The Prompt Coach template helps teams build high-quality prompts that follow guidance, constraints, and best practices for conversational design. This unit teaches how to design effective prompt actions that produce reliable, grounded, and consistent agent responses.
 
@@ -42,7 +42,7 @@ The Prompt Coach template (from Copilot Studio) helps authors:
 
 - Align output with organizational standards (tone, terminology, safety).
 
-#### Core Prompt Coach Structure
+#### Core Prompt Coach structure
 
 | **Section** | **Purpose** |
 |---|---|
@@ -54,15 +54,15 @@ The Prompt Coach template (from Copilot Studio) helps authors:
 
 ### 2.2 Principles for effective prompt actions
 
-**Focus on Task Clarity**
+**Focus on task clarity**
 
-State what the agent must do in direct language.
+- State what the agent must do in direct language.
 
-Avoid ambiguity.
+- Avoid ambiguity.
 
-Use imperative verbs ("Summarize…", "Rewrite…", "Extract…")
+- Use imperative verbs ("Summarize…", "Rewrite…", "Extract…")
 
-**Use Organizational Tone and Language**
+**Use organizational tone and language**
 
 Follow Microsoft Writing Style:
 
@@ -74,7 +74,7 @@ Follow Microsoft Writing Style:
 
 - Include only what the user needs.
 
-**Control Output**
+**Control output**
 
 Use constraints to keep output predictable:
 
@@ -133,4 +133,4 @@ Prompt actions operate alongside:
 
 ## 6. References
 
-[Agent template prompt coach](/microsoft-365-copilot/extensibility/agent-template-prompt-coach).
+[Agent template prompt coach](/microsoft-365-copilot/extensibility/agent-template-prompt-coach)