diff --git a/0_RAG_Overview.md b/0_RAG_Overview.md
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@@ -147,7 +147,7 @@ graph LR
 
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diff --git a/1_PrivateArchitecture.md b/1_PrivateArchitecture.md
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diff --git a/2_ZeroTrustOverview.md b/2_ZeroTrustOverview.md
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@@ -82,7 +82,7 @@ From [Zero Trust Architecture Deployment](https://github.com/Azure/GPT-RAG?tab=r
 
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diff --git a/3_PricingDemos/0_Doc-Intellig.md b/3_PricingDemos/0_Doc-Intellig.md
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diff --git a/3_PricingDemos/1_AI-Search.md b/3_PricingDemos/1_AI-Search.md
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diff --git a/3_PricingDemos/2_AOAI-AIFoundry.md b/3_PricingDemos/2_AOAI-AIFoundry.md
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@@ -169,7 +169,7 @@ This means with 50 PTUs, you can process 75,000 tokens per minute.
 
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diff --git a/3_PricingDemos/README.md b/3_PricingDemos/README.md
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@@ -138,7 +138,7 @@ graph TD
 
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diff --git a/4_Which_Copilot_toChoose.md b/4_Which_Copilot_toChoose.md
index 3599c20..e9d2104 100644
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@@ -156,7 +156,7 @@ From [Cloud computing - Service Models: SAAS, PAAS, IAAS - Which Is Better For B
 
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diff --git a/README.md b/README.md
index fafbe92..9d8a01b 100644
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+++ b/README.md
@@ -7,10 +7,17 @@ Costa Rica
 [![GitHub](https://img.shields.io/badge/--181717?logo=github&logoColor=ffffff)](https://github.com/)
 [brown9804](https://github.com/brown9804)
 
-Last updated: 2025-09-18
+Last updated: 2025-10-03
 
 ----------
 
+> `How we move from basic coding all the way to AI agents?`
+>
+> - We all `start with scripting`, no matter the language, it’s the first step. `Simple/complex instructions, written line by line`, to get something done
+> - Then comes `machine learning`. At this stage, we’re not reinventing the math, we’re `leveraging powerful packages built on deep statistical and mathematical foundations.` These tools let us `automate smarter processes, like reviewing claims with predictive analytics. You’re not just coding anymore; you’re building systems that learn and adapt.`
+> - `LLMs`. This is what most people mean when they say `AI.` Think of `yourself as the architect, and the LLM as your strategic engine. You can plug into it via an API, a key, or through integrated services. It’s not just about automation, it’s about reasoning, understanding, and generating human-like responses.`
+> - And finally, `agents`. These are LLMs with the `ability to act`. They don’t just respond, `they take initiative. They can create code, trigger workflows, make decisions, interact with tools, with other agents. It’s where intelligence meets execution`
+
 <details>
 <summary><b>List of References</b> (Click to expand)</summary>
 
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diff --git a/how-modify.md b/how-modify.md
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diff --git a/how-redeploy-app.md b/how-redeploy-app.md
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diff --git a/terraform-infrastructure/README.md b/terraform-infrastructure/README.md
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diff --git a/troubleshooting.md b/troubleshooting.md
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@@ -40,7 +40,7 @@ increase request following: https://aka.ms/AddQuotaSubscription.
 
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