MicrosoftCloudEssentials-LearningHub · brown9804 · Nov 3, 2025 · Nov 3, 2025 · Nov 3, 2025 · Nov 3, 2025
diff --git a/0_RAG_Overview.md b/0_RAG_Overview.md
@@ -6,7 +6,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2025-08-18
+Last updated: 2025-11-03
 
 ----------
 
@@ -147,7 +147,7 @@ graph LR
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1320-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-10-03</p>
+  <img src="https://img.shields.io/badge/Total%20views-1413-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-11-03</p>
 </div>
 <!-- END BADGE -->
diff --git a/1_PrivateArchitecture.md b/1_PrivateArchitecture.md
@@ -6,7 +6,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2025-08-18
+Last updated: 2025-11-03
 
 ----------
 
@@ -289,7 +289,7 @@ graph TD
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1320-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-10-03</p>
+  <img src="https://img.shields.io/badge/Total%20views-1413-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-11-03</p>
 </div>
 <!-- END BADGE -->
diff --git a/2_ZeroTrustOverview.md b/2_ZeroTrustOverview.md
@@ -6,7 +6,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2025-08-18
+Last updated: 2025-11-03
 
 ----------
 
@@ -82,7 +82,7 @@ From [Zero Trust Architecture Deployment](https://github.com/Azure/GPT-RAG?tab=r
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1320-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-10-03</p>
+  <img src="https://img.shields.io/badge/Total%20views-1413-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-11-03</p>
 </div>
 <!-- END BADGE -->
diff --git a/3_PricingDemos/0_Doc-Intellig.md b/3_PricingDemos/0_Doc-Intellig.md
@@ -6,7 +6,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2025-08-18
+Last updated: 2025-11-03
 
 ----------
 
@@ -57,7 +57,7 @@ Last updated: 2025-08-18
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1320-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-10-03</p>
+  <img src="https://img.shields.io/badge/Total%20views-1413-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-11-03</p>
 </div>
 <!-- END BADGE -->
diff --git a/3_PricingDemos/1_AI-Search.md b/3_PricingDemos/1_AI-Search.md
@@ -6,7 +6,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2025-08-18
+Last updated: 2025-11-03
 
 ----------
 
@@ -66,7 +66,7 @@ Last updated: 2025-08-18
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1320-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-10-03</p>
+  <img src="https://img.shields.io/badge/Total%20views-1413-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-11-03</p>
 </div>
 <!-- END BADGE -->
diff --git a/3_PricingDemos/2_AOAI-AIFoundry.md b/3_PricingDemos/2_AOAI-AIFoundry.md
@@ -6,7 +6,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2025-08-18
+Last updated: 2025-11-03
 
 ----------
 
@@ -171,7 +171,7 @@ This means with 50 PTUs, you can process 75,000 tokens per minute.
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1320-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-10-03</p>
+  <img src="https://img.shields.io/badge/Total%20views-1413-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-11-03</p>
 </div>
 <!-- END BADGE -->
diff --git a/3_PricingDemos/README.md b/3_PricingDemos/README.md
@@ -6,7 +6,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2025-08-18
+Last updated: 2025-11-03
 
 ----------
 
@@ -138,7 +138,7 @@ graph TD
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1320-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-10-03</p>
+  <img src="https://img.shields.io/badge/Total%20views-1413-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-11-03</p>
 </div>
 <!-- END BADGE -->
diff --git a/4_Which_Copilot_toChoose.md b/4_Which_Copilot_toChoose.md
@@ -8,7 +8,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2025-08-18
+Last updated: 2025-11-03
 
 ----------
 
@@ -159,7 +159,7 @@ From [Cloud computing - Service Models: SAAS, PAAS, IAAS - Which Is Better For B
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1320-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-10-03</p>
+  <img src="https://img.shields.io/badge/Total%20views-1413-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-11-03</p>
 </div>
 <!-- END BADGE -->
diff --git a/5_AI_Initial_Questions.md b/5_AI_Initial_Questions.md
@@ -0,0 +1,36 @@
+# Initial AI Questions - Overview 
+
+Costa Rica
+
+[![GitHub](https://badgen.net/badge/icon/github?icon=github&label)](https://github.com) 
+[![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
+[brown9804](https://github.com/brown9804)
+
+Last updated: 2025-11-03
+
+----------
+
+| **Category**              | **Question to Ask**                                                                 | **Example Response**                                                                 | **Purpose** |
+|--------------------------|-------------------------------------------------------|------------------------------------------------------|-----------------------------------------------------------------------------------------------|
+| **Business Objective**   | What problem are you trying to solve with AI?                                       | `We want to reduce manual ticket triage time.`                                     | Understand the core use case and business value.|
+| **AI Use Case Type**     | Is this a predictive, generative, or classification use case?                       | `We want to predict equipment failure before it happens.`                          | Helps determine the AI model type and architecture.|
+| **Data Availability**    | What kind of data do you have access to?                                            | `We have historical logs, sensor data, and incident reports.`                      | Assesses data readiness and integration needs.|
+| **Data Location**        | Where is your data stored (cloud, on-prem, hybrid)?                                 | `Most of our data is in Azure Data Lake.`                                          | Determines data pipeline and access strategy.|
+| **Real-Time vs Batch**   | Do you need real-time insights or is batch processing sufficient?                   | `Real-time alerts are critical for us.`                                            | Influences infrastructure and model deployment strategy.|
+| **Integration Points**   | What systems will this AI solution need to integrate with?                          | `ServiceNow, Jira, and our internal monitoring tools.`                             | Identifies APIs, connectors, and integration complexity.|
+| **User Interaction**     | Will end users interact with the AI directly (e.g., chatbot) or indirectly?         | `It will be embedded in our internal dashboard.`                                  | Helps define UI/UX and delivery method.|
+| **Security & Compliance**| Are there any compliance or data privacy requirements (e.g., HIPAA, GDPR)?         | `Yes, we must comply with SOC 2 and GDPR.`                                         | Determines constraints on data handling and model training.|
+| **Preferred Cloud**      | Do you have a preferred cloud provider or existing cloud contracts?                 | `We’re primarily an Azure shop.`                                                   | Guides service selection (e.g., Azure ML, AWS SageMaker, GCP Vertex AI).|
+| **AI Maturity**          | Have you used AI/ML in production before?                                           | `We’ve done some POCs but nothing in production.`                                  | Assesses readiness and need for foundational support.|
+| **Model Ownership**      | Do you plan to build your own models or use prebuilt ones (e.g., OpenAI, Azure AI)? | `We’d prefer to fine-tune a prebuilt model.`                                       | Helps scope the project and choose between custom vs. managed services.|
+| **Monitoring Needs**     | How will you monitor and evaluate model performance?                                | `We’ll need dashboards and alerts for drift and accuracy.`                         | Ensures observability and governance are planned.|
+| **Scalability**          | How many users or transactions do you expect the AI to handle?                      | `We expect 10,000+ daily interactions.`                                            | Determines infrastructure sizing and cost implications.|
+| **Budget & Timeline**    | What’s your budget and timeline for this initiative?                                | `We have a 3-month window and a $50K budget.`                                      | Helps prioritize scope and feasibility.|
+| **Success Metrics**      | How will you measure the success of this AI solution?                               | `Reduction in ticket resolution time by 30%.`                                      | Aligns technical goals with business KPIs.|
+
+<!-- START BADGE -->
+<div align="center">
+  <img src="https://img.shields.io/badge/Total%20views-1413-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-11-03</p>
+</div>
+<!-- END BADGE -->
diff --git a/README.md b/README.md
@@ -7,7 +7,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2025-10-03
+Last updated: 2025-11-03
 
 ----------
 
@@ -468,13 +468,13 @@ gpt-rag-resource-group: resource not found: 0 resource groups with prefix or suf
 > If `main.parameters.json` contains `"location": "westus2"`, make sure your environment has `AZURE_LOCATION=westus2`.
 
 > [!NOTE]
-> A `golden dataset` for RAG is your trusted, `curated set of documents or files that the system retrieves from when answering questions`. It’s a clean, accurate, and `representative subset of all possible data free of noise and errors`, so the model always pulls reliable context. Is a `subset of files, for example, and known Q&A pairs chosen from the larger data source.` These are the “benchmark” `questions where the correct answers are already known`, so they can be `used later to measure system accuracy and performance`. Other `expert users are free to ask additional questions during testing, but those will still pull context from the same curated files in the golden dataset (subset datasource) `. In short, it’s the trusted evaluation set for your proof of concept for example.
+> A `golden dataset` for RAG is your trusted, `curated set of documents or files that the system retrieves from when answering questions`. It’s a clean, accurate, and `representative subset of all possible data free of noise and errors`, so the model always pulls reliable context. Is a `subset of files, for example, and known Q&A pairs chosen from the larger data source.` These are the “benchmark” `questions where the correct answers are already known`, so they can be `used later to measure system accuracy and performance`. Other `expert users are free to ask additional questions during testing, but those will still pull context from the same curated files in the golden dataset (subset datasource)`. In short, it’s the trusted evaluation set for your proof of concept for example.
 
 <img width="411" height="243" alt="Untitled Diagram drawio" src="https://github.com/user-attachments/assets/40682ec2-77e4-4413-88e5-d343f036f084" />
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1320-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-10-03</p>
+  <img src="https://img.shields.io/badge/Total%20views-1413-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-11-03</p>
 </div>
 <!-- END BADGE -->
diff --git a/how-modify.md b/how-modify.md
@@ -5,7 +5,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2025-08-18
+Last updated: 2025-11-03
 
 ------------------------------------------
 
@@ -16,7 +16,7 @@ Last updated: 2025-08-18
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1320-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-10-03</p>
+  <img src="https://img.shields.io/badge/Total%20views-1413-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-11-03</p>
 </div>
 <!-- END BADGE -->
diff --git a/how-redeploy-app.md b/how-redeploy-app.md
@@ -5,7 +5,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2025-08-18
+Last updated: 2025-11-03
 
 ------------------------------------------
 
@@ -21,7 +21,7 @@ Last updated: 2025-08-18
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1320-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-10-03</p>
+  <img src="https://img.shields.io/badge/Total%20views-1413-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-11-03</p>
 </div>
 <!-- END BADGE -->
diff --git a/terraform-infrastructure/README.md b/terraform-infrastructure/README.md
@@ -5,7 +5,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2025-08-18
+Last updated: 2025-11-03
 
 ----------
 
@@ -115,7 +115,7 @@ graph TD;
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1320-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-10-03</p>
+  <img src="https://img.shields.io/badge/Total%20views-1413-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-11-03</p>
 </div>
 <!-- END BADGE -->
diff --git a/troubleshooting.md b/troubleshooting.md
@@ -5,7 +5,7 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2025-08-18
+Last updated: 2025-11-03
 
 ------------------------------------------
 
@@ -40,7 +40,7 @@ increase request following: https://aka.ms/AddQuotaSubscription.
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1320-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-10-03</p>
+  <img src="https://img.shields.io/badge/Total%20views-1413-limegreen" alt="Total views">
+  <p>Refresh Date: 2025-11-03</p>
 </div>
 <!-- END BADGE -->