From ea4428c3f0da5589a54ad162f0abd47fc77ee12d Mon Sep 17 00:00:00 2001
From: Timna Brown <24630902+brown9804@users.noreply.github.com>
Date: Wed, 4 Mar 2026 09:46:47 -0600
Subject: [PATCH 01/10] Comments updated

---
 README.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/README.md b/README.md
index f9c7269..eddfa22 100644
--- a/README.md
+++ b/README.md
@@ -11,7 +11,6 @@ Last updated: 2025-11-12
 
 ----------
 
-
 <details>
 <summary><b>List of References</b> (Click to expand)</summary>
     

From 842d738a9bb0ea5647d7114d2654fce5c8bcaa14 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Wed, 4 Mar 2026 15:47:07 +0000
Subject: [PATCH 02/10] Update last modified date in Markdown files

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index eddfa22..4a53c41 100644
--- 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: 2025-11-12
+Last updated: 2026-03-04
 
 ----------
 

From 5719c2a1966417c7e38bd22b3be9a17c8d465b6b Mon Sep 17 00:00:00 2001
From: Timna Brown <24630902+brown9804@users.noreply.github.com>
Date: Wed, 4 Mar 2026 09:50:37 -0600
Subject: [PATCH 03/10] Disable daily schedule for visitor counter workflow

Comment out the scheduled cron job for daily runs.
---
 .github/workflows/use-visitor-counter.yml | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/use-visitor-counter.yml b/.github/workflows/use-visitor-counter.yml
index 973fb24..7b9e9bf 100644
--- a/.github/workflows/use-visitor-counter.yml
+++ b/.github/workflows/use-visitor-counter.yml
@@ -4,10 +4,9 @@ on:
   pull_request:
     branches:
       - main
-  schedule:
-    - cron: '0 0 * * *' # Runs daily at midnight
   workflow_dispatch:  # Allows manual triggering
-
+  # schedule:
+  #   - cron: '0 0 * * *' # Runs daily at midnight
 permissions:
   contents: write
   pull-requests: write

From 4298022a6e8e347062f9054fb7ad57dc3b5fc1d1 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Wed, 4 Mar 2026 15:50:50 +0000
Subject: [PATCH 04/10] Update visitor count

---
 0_RAG_Overview.md                  | 4 ++--
 1_PrivateArchitecture.md           | 4 ++--
 2_ZeroTrustOverview.md             | 4 ++--
 3_PricingDemos/0_Doc-Intellig.md   | 4 ++--
 3_PricingDemos/1_AI-Search.md      | 4 ++--
 3_PricingDemos/2_AOAI-AIFoundry.md | 4 ++--
 3_PricingDemos/README.md           | 4 ++--
 4_Which_Copilot_toChoose.md        | 4 ++--
 5_AI_Initial_Questions.md          | 4 ++--
 README.md                          | 4 ++--
 how-modify.md                      | 4 ++--
 how-redeploy-app.md                | 4 ++--
 terraform-infrastructure/README.md | 4 ++--
 troubleshooting.md                 | 4 ++--
 14 files changed, 28 insertions(+), 28 deletions(-)

diff --git a/0_RAG_Overview.md b/0_RAG_Overview.md
index f95e060..fc04d49 100644
--- a/0_RAG_Overview.md
+++ b/0_RAG_Overview.md
@@ -146,7 +146,7 @@ graph LR
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1386-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-11-12</p>
+  <img src="https://img.shields.io/badge/Total%20views-1337-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-03-04</p>
 </div>
 <!-- END BADGE -->
diff --git a/1_PrivateArchitecture.md b/1_PrivateArchitecture.md
index 0698167..d616f11 100644
--- a/1_PrivateArchitecture.md
+++ b/1_PrivateArchitecture.md
@@ -289,7 +289,7 @@ graph TD
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1386-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-11-12</p>
+  <img src="https://img.shields.io/badge/Total%20views-1337-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-03-04</p>
 </div>
 <!-- END BADGE -->
diff --git a/2_ZeroTrustOverview.md b/2_ZeroTrustOverview.md
index 2aaefcd..758a105 100644
--- a/2_ZeroTrustOverview.md
+++ b/2_ZeroTrustOverview.md
@@ -81,7 +81,7 @@ 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-1386-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-11-12</p>
+  <img src="https://img.shields.io/badge/Total%20views-1337-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-03-04</p>
 </div>
 <!-- END BADGE -->
diff --git a/3_PricingDemos/0_Doc-Intellig.md b/3_PricingDemos/0_Doc-Intellig.md
index 8ae2918..d39a109 100644
--- a/3_PricingDemos/0_Doc-Intellig.md
+++ b/3_PricingDemos/0_Doc-Intellig.md
@@ -57,7 +57,7 @@ Last updated: 2025-11-03
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1386-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-11-12</p>
+  <img src="https://img.shields.io/badge/Total%20views-1337-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-03-04</p>
 </div>
 <!-- END BADGE -->
diff --git a/3_PricingDemos/1_AI-Search.md b/3_PricingDemos/1_AI-Search.md
index c94653c..b3af401 100644
--- a/3_PricingDemos/1_AI-Search.md
+++ b/3_PricingDemos/1_AI-Search.md
@@ -66,7 +66,7 @@ Last updated: 2025-11-03
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1386-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-11-12</p>
+  <img src="https://img.shields.io/badge/Total%20views-1337-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-03-04</p>
 </div>
 <!-- END BADGE -->
diff --git a/3_PricingDemos/2_AOAI-AIFoundry.md b/3_PricingDemos/2_AOAI-AIFoundry.md
index 873e7c3..ebc1c8e 100644
--- a/3_PricingDemos/2_AOAI-AIFoundry.md
+++ b/3_PricingDemos/2_AOAI-AIFoundry.md
@@ -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-1386-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-11-12</p>
+  <img src="https://img.shields.io/badge/Total%20views-1337-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-03-04</p>
 </div>
 <!-- END BADGE -->
diff --git a/3_PricingDemos/README.md b/3_PricingDemos/README.md
index 132f6f5..c35c118 100644
--- a/3_PricingDemos/README.md
+++ b/3_PricingDemos/README.md
@@ -138,7 +138,7 @@ graph TD
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1386-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-11-12</p>
+  <img src="https://img.shields.io/badge/Total%20views-1337-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-03-04</p>
 </div>
 <!-- END BADGE -->
diff --git a/4_Which_Copilot_toChoose.md b/4_Which_Copilot_toChoose.md
index 39c5bf9..8757e83 100644
--- a/4_Which_Copilot_toChoose.md
+++ b/4_Which_Copilot_toChoose.md
@@ -158,7 +158,7 @@ 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-1386-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-11-12</p>
+  <img src="https://img.shields.io/badge/Total%20views-1337-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-03-04</p>
 </div>
 <!-- END BADGE -->
diff --git a/5_AI_Initial_Questions.md b/5_AI_Initial_Questions.md
index a377d62..107c7e2 100644
--- a/5_AI_Initial_Questions.md
+++ b/5_AI_Initial_Questions.md
@@ -29,7 +29,7 @@ Last updated: 2025-11-03
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1386-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-11-12</p>
+  <img src="https://img.shields.io/badge/Total%20views-1337-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-03-04</p>
 </div>
 <!-- END BADGE -->
diff --git a/README.md b/README.md
index 4a53c41..4937871 100644
--- a/README.md
+++ b/README.md
@@ -622,7 +622,7 @@ gpt-rag-resource-group: resource not found: 0 resource groups with prefix or suf
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1386-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-11-12</p>
+  <img src="https://img.shields.io/badge/Total%20views-1337-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-03-04</p>
 </div>
 <!-- END BADGE -->
diff --git a/how-modify.md b/how-modify.md
index c4c56c2..d83e58e 100644
--- a/how-modify.md
+++ b/how-modify.md
@@ -16,7 +16,7 @@ Last updated: 2025-11-03
  
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1386-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-11-12</p>
+  <img src="https://img.shields.io/badge/Total%20views-1337-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-03-04</p>
 </div>
 <!-- END BADGE -->
diff --git a/how-redeploy-app.md b/how-redeploy-app.md
index 57819ea..e50d037 100644
--- a/how-redeploy-app.md
+++ b/how-redeploy-app.md
@@ -21,7 +21,7 @@ Last updated: 2025-11-03
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1386-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-11-12</p>
+  <img src="https://img.shields.io/badge/Total%20views-1337-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-03-04</p>
 </div>
 <!-- END BADGE -->
diff --git a/terraform-infrastructure/README.md b/terraform-infrastructure/README.md
index 238f048..ebb7f9f 100644
--- a/terraform-infrastructure/README.md
+++ b/terraform-infrastructure/README.md
@@ -115,7 +115,7 @@ graph TD;
 
 <!-- START BADGE -->
 <div align="center">
-  <img src="https://img.shields.io/badge/Total%20views-1386-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-11-12</p>
+  <img src="https://img.shields.io/badge/Total%20views-1337-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-03-04</p>
 </div>
 <!-- END BADGE -->
diff --git a/troubleshooting.md b/troubleshooting.md
index c28857b..0bc5a6b 100644
--- a/troubleshooting.md
+++ b/troubleshooting.md
@@ -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-1386-limegreen" alt="Total views">
-  <p>Refresh Date: 2025-11-12</p>
+  <img src="https://img.shields.io/badge/Total%20views-1337-limegreen" alt="Total views">
+  <p>Refresh Date: 2026-03-04</p>
 </div>
 <!-- END BADGE -->

From d4b33fe9d49f6e2f33dff3e5f97e7aab8f9c8849 Mon Sep 17 00:00:00 2001
From: Timna Brown <24630902+brown9804@users.noreply.github.com>
Date: Wed, 4 Mar 2026 09:52:57 -0600
Subject: [PATCH 05/10] Fix Markdownlint command quotes in workflow

---
 .github/workflows/validate_and_fix_markdown.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/validate_and_fix_markdown.yml b/.github/workflows/validate_and_fix_markdown.yml
index 728c434..0910cda 100644
--- a/.github/workflows/validate_and_fix_markdown.yml
+++ b/.github/workflows/validate_and_fix_markdown.yml
@@ -28,7 +28,7 @@ jobs:
         run: npm install -g markdownlint-cli
 
       - name: Lint and Fix Markdown files
-        run: markdownlint '**/*.md' --fix --config .github/.markdownlint.json --ignore GPT-RAG_SolutionAccelerator/
+        run: markdownlint "**/*.md" --fix --config .github/.markdownlint.json --ignore GPT-RAG_SolutionAccelerator/
 
       - name: Configure Git
         run: |

From 22a904129cd11852cb790c3b9ceb04a8cdffced5 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Wed, 4 Mar 2026 15:53:21 +0000
Subject: [PATCH 06/10] Update last modified date in Markdown files

---
 0_RAG_Overview.md                  | 2 +-
 1_PrivateArchitecture.md           | 2 +-
 2_ZeroTrustOverview.md             | 2 +-
 3_PricingDemos/0_Doc-Intellig.md   | 2 +-
 3_PricingDemos/1_AI-Search.md      | 2 +-
 3_PricingDemos/2_AOAI-AIFoundry.md | 2 +-
 3_PricingDemos/README.md           | 2 +-
 4_Which_Copilot_toChoose.md        | 2 +-
 5_AI_Initial_Questions.md          | 2 +-
 how-modify.md                      | 2 +-
 how-redeploy-app.md                | 2 +-
 terraform-infrastructure/README.md | 2 +-
 troubleshooting.md                 | 2 +-
 13 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/0_RAG_Overview.md b/0_RAG_Overview.md
index fc04d49..acfc7b8 100644
--- a/0_RAG_Overview.md
+++ b/0_RAG_Overview.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: 2025-11-03
+Last updated: 2026-03-04
 
 ----------
 
diff --git a/1_PrivateArchitecture.md b/1_PrivateArchitecture.md
index d616f11..e9450d8 100644
--- 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: 2025-11-03
+Last updated: 2026-03-04
 
 ----------
 
diff --git a/2_ZeroTrustOverview.md b/2_ZeroTrustOverview.md
index 758a105..b42ea25 100644
--- a/2_ZeroTrustOverview.md
+++ b/2_ZeroTrustOverview.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: 2025-11-03
+Last updated: 2026-03-04
 
 ----------
 
diff --git a/3_PricingDemos/0_Doc-Intellig.md b/3_PricingDemos/0_Doc-Intellig.md
index d39a109..a8ab60e 100644
--- 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: 2025-11-03
+Last updated: 2026-03-04
 
 ----------
 
diff --git a/3_PricingDemos/1_AI-Search.md b/3_PricingDemos/1_AI-Search.md
index b3af401..d70999c 100644
--- 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: 2025-11-03
+Last updated: 2026-03-04
 
 ----------
 
diff --git a/3_PricingDemos/2_AOAI-AIFoundry.md b/3_PricingDemos/2_AOAI-AIFoundry.md
index ebc1c8e..fe5f1a5 100644
--- 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: 2025-11-03
+Last updated: 2026-03-04
 
 ----------
 
diff --git a/3_PricingDemos/README.md b/3_PricingDemos/README.md
index c35c118..83d3738 100644
--- 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: 2025-11-03
+Last updated: 2026-03-04
 
 ----------
 
diff --git a/4_Which_Copilot_toChoose.md b/4_Which_Copilot_toChoose.md
index 8757e83..a1af33d 100644
--- a/4_Which_Copilot_toChoose.md
+++ b/4_Which_Copilot_toChoose.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: 2025-11-03
+Last updated: 2026-03-04
 
 ----------
 
diff --git a/5_AI_Initial_Questions.md b/5_AI_Initial_Questions.md
index 107c7e2..52b9cab 100644
--- a/5_AI_Initial_Questions.md
+++ b/5_AI_Initial_Questions.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: 2025-11-03
+Last updated: 2026-03-04
 
 ----------
 
diff --git a/how-modify.md b/how-modify.md
index d83e58e..08a7853 100644
--- 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: 2025-11-03
+Last updated: 2026-03-04
 
 ------------------------------------------
 
diff --git a/how-redeploy-app.md b/how-redeploy-app.md
index e50d037..9a0ca07 100644
--- 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: 2025-11-03
+Last updated: 2026-03-04
 
 ------------------------------------------
 
diff --git a/terraform-infrastructure/README.md b/terraform-infrastructure/README.md
index ebb7f9f..8dfd173 100644
--- 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: 2025-11-03
+Last updated: 2026-03-04
 
 ----------
 
diff --git a/troubleshooting.md b/troubleshooting.md
index 0bc5a6b..b294f66 100644
--- 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: 2025-11-03
+Last updated: 2026-03-04
 
 ------------------------------------------
 

From fea2cb91ca3ebf25f23c058782d3fd50950e42e2 Mon Sep 17 00:00:00 2001
From: Timna Brown <24630902+brown9804@users.noreply.github.com>
Date: Wed, 4 Mar 2026 09:55:19 -0600
Subject: [PATCH 07/10] Update Node.js version in workflow file

---
 .github/workflows/validate_and_fix_markdown.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/validate_and_fix_markdown.yml b/.github/workflows/validate_and_fix_markdown.yml
index 0910cda..2472889 100644
--- a/.github/workflows/validate_and_fix_markdown.yml
+++ b/.github/workflows/validate_and_fix_markdown.yml
@@ -22,7 +22,7 @@ jobs:
       - name: Set up Node.js
         uses: actions/setup-node@v3
         with:
-          node-version: '16'
+          node-version: '20'
 
       - name: Install Markdown Linter
         run: npm install -g markdownlint-cli

From 4730ea8857fdffed50a5a94caaee589697596d3c Mon Sep 17 00:00:00 2001
From: Timna Brown <24630902+brown9804@users.noreply.github.com>
Date: Wed, 4 Mar 2026 10:17:26 -0600
Subject: [PATCH 08/10] testing


From cd792cffcc584bd56697f33052bd754258e9e8f6 Mon Sep 17 00:00:00 2001
From: Timna Brown <24630902+brown9804@users.noreply.github.com>
Date: Wed, 4 Mar 2026 10:22:19 -0600
Subject: [PATCH 09/10] Add MD060 rule to markdownlint configuration

---
 .github/.markdownlint.json | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.github/.markdownlint.json b/.github/.markdownlint.json
index 97a16cc..a999db4 100644
--- a/.github/.markdownlint.json
+++ b/.github/.markdownlint.json
@@ -10,5 +10,6 @@
   "MD040": false, 
   "MD041": false, 
   "MD045": false, 
-  "MD046": false
+  "MD046": false, 
+  "MD060": false
 }

From 97623bc2520305163d386ac59ee95e6379812d1a Mon Sep 17 00:00:00 2001
From: "github-actions[bot]" <github-actions[bot]@users.noreply.github.com>
Date: Wed, 4 Mar 2026 16:22:41 +0000
Subject: [PATCH 10/10] Fix Markdown syntax issues

---
 README.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 4937871..ae6b306 100644
--- a/README.md
+++ b/README.md
@@ -61,7 +61,6 @@ Last updated: 2026-03-04
 
 > `How we move from basic coding all the way to AI agents?`
 
-
 ```mermaid
 flowchart LR
     A[Scripting: Line-by-line instructions] --> B[Machine Learning: Packages + statistical foundations]
@@ -100,7 +99,7 @@ flowchart LR
 > - Add embeddings + [vector search](https://learn.microsoft.com/en-us/azure/search/vector-search-ranking) ➝ `When queries are open‑ended or paraphrased`; embed query and docs, run ANN similarity to surface semantically relevant passages.
 > - Use hybrid (sparse + dense) search ➝ `When you need precision and semantic recall`; apply metadata/keyword filters first, then run vector similarity on the filtered set and combine scores.
 > - Apply metadata‑first retrieval ➝ `When tenant/product/date matter`; filter by metadata to narrow scope, then run vector or keyword search inside that subset.
-> - Chunk long documents ➝` When docs exceed model context`; split into passages, embed chunks, and retrieve at passage level to build context for the LLM.
+> - Chunk long documents ➝`When docs exceed model context`; split into passages, embed chunks, and retrieve at passage level to build context for the LLM.
 > - Add a reranker ➝ `When top‑k contains noise`; rerank retrieved passages with a lightweight model or LLM to pick the best context before generation.
 > - Use caching for hot queries ➝ `When queries repeat`; cache top‑k results or final answers (Redis) to cut embedding and LLM costs and reduce latency.
 > - Embed on‑demand / incremental re‑embed ➝ `When corpus is large or changing`; embed only new/high‑value docs or re‑embed incrementally to control cost.
@@ -110,12 +109,13 @@ flowchart LR
 > - Add monitoring, governance, and security ➝ `When production or sensitive data`(ALWAYS only OPTIONAL for DEMO with DUMMY data); log relevance/latency, enforce access controls, encrypt vectors, and audit usage.
 > - Scale vector infra (tune index) ➝ `When throughput/latency SLAs matter`; tune [ANN](https://learn.microsoft.com/en-us/azure/search/vector-search-ranking#about-ann) (Approximate Nearest Neighbor) index parameters, sharding, and replica strategy in your vector store.
 > - Use human‑in‑the‑loop ➝ `When high‑risk or domain‑sensitive answers`; Show shortlisted snippets for human review before final LLM response.
+>
 > </details>
 
-
 > In the context of developing an E2E solution or application. Each stage builds confidence (technical, functional, and strategical), until we ready to scale and support the solution in the real world. Think of them as milestones in the journey from idea to production:
 
 `Idea → PoC → PoV → MVP → Dev → Test → UAT → Prod → Continuous Improvement`
+>
 > - PoC: Build a minimal version to prove that the `core idea` or `technology can work` → `Infrastructure setup, basic UI, simple workflows, mock data`
 > - PoV: Aligns with `business goals and KPIs` → `Stakeholder engagement`
 > - MVP: Usable `product with core features` → `Set of features that delivers value and can be deployed` → Dev, Test, UAT (User Acceptance Testing), Prod