diff --git a/README.md b/README.md
index 8e73c86b..0e773273 100644
--- a/README.md
+++ b/README.md
@@ -140,7 +140,7 @@ Additionally, as of May 2026, Nubenetes has reached the **Platinum Operational T
 | :--- | :--- |
 | **Total Technical Resources (Links)** | **15215+** |
 | **Specialized MD Pages** | **161** |
-| **Total Commits** | **5020+** |
+| **Total Commits** | **5022+** |
 | **Primary AI Engine** | **Google Gemini (Agentic)** |
 <!-- HEART_STATS_END -->
 
@@ -178,7 +178,7 @@ The growth of Nubenetes reflects the acceleration of the Cloud Native ecosystem.
 | 6 | 2023 | 30 | 123 | Maintenance & Refinement |
 | 7 | 2024 | 53 | 218 | Curation Strategy Pivot |
 | 8 | 2025 | 5 | 20 | Stability & Research Phase |
-| 9 | 2026 | 1461 | 6,033 | **Agentic AI Surge** (May 2026 Inception) |
+| 9 | 2026 | 1463 | 6,042 | **Agentic AI Surge** (May 2026 Inception) |
 <!-- ANNUAL_GROWTH_END -->
 
 <!-- ANNUAL_CHART_START -->
@@ -194,8 +194,8 @@ xychart-beta
     title "Nubenetes Annual Growth Metrics (2018–2026)"
     x-axis ["2018", "2019", "2020", "2021", "2022", "2023", "2024", "2025", "2026"]
     y-axis "Volume (Commits / Estimated New Refs)" 0 --> 9000
-    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 6033]
-    bar [350, 142, 2046, 531, 402, 30, 53, 5, 1461]
+    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 6042]
+    bar [350, 142, 2046, 531, 402, 30, 53, 5, 1463]
 ```
 <!-- ANNUAL_CHART_END -->
 
@@ -204,7 +204,7 @@ xychart-beta
 | Month | Commits | Est. New Refs | Status |
 | :--- | :---: | :---: | :--- |
 | 2026-04 | 25 | 103 | Active Curation |
-| 2026-05 | 1436 | 5,930 | **Agentic Inception (Gemini Era)** |
+| 2026-05 | 1438 | 5,938 | **Agentic Inception (Gemini Era)** |
 <!-- MONTHLY_SURGE_END -->
 
 ### 2.4. Content Distribution and Semantic Clustering
diff --git a/data/inventory.yaml b/data/inventory.yaml
index 3e2edbad..6da59081 100644
--- a/data/inventory.yaml
+++ b/data/inventory.yaml
@@ -241952,8 +241952,9 @@ https://www.youtube.com/embed/BE77h7dmoQU:
   - docs/index.md
   ai_summary: A high-level overview of Kubernetes architecture and its core components
     for beginners.
-  category: Kubernetes Fundamentals
+  category: Foundational Standards
   is_featured_video: true
+  technology: Kubernetes
 https://www.youtube.com/embed/318elIq37PE:
   title: What is Docker?
   year: N/A
@@ -241966,8 +241967,9 @@ https://www.youtube.com/embed/318elIq37PE:
   - docs/index.md
   ai_summary: An introduction to containerization and how Docker simplifies software
     deployment.
-  category: Docker & Containers
+  category: Foundational Standards
   is_featured_video: true
+  technology: Docker
 https://www.youtube.com/embed/HlAXp0-M6SY?clip=UgkxWpu3QFPEDZBuMgy_Xq4mBR--uLA-3CSZ&amp;clipt=EMSoKxiG3C4:
   title: GitOps Explained
   year: N/A
@@ -241980,8 +241982,9 @@ https://www.youtube.com/embed/HlAXp0-M6SY?clip=UgkxWpu3QFPEDZBuMgy_Xq4mBR--uLA-3
   - docs/index.md
   ai_summary: A deep dive into the GitOps pattern and how to manage infrastructure
     through Git.
-  category: Infrastructure as Code
+  category: Infrastructure as Code & GitOps
   is_featured_video: true
+  technology: GitOps
 https://www.youtube.com/embed/rT4fJNbfe14:
   title: Microservices vs Monoliths
   year: N/A
@@ -241994,8 +241997,9 @@ https://www.youtube.com/embed/rT4fJNbfe14:
   - docs/index.md
   ai_summary: Comparing architectural styles and understanding when to transition
     to microservices.
-  category: Architecture Patterns
+  category: Cloud Architecture & Strategy
   is_featured_video: true
+  technology: Microservices
 https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxFMdlFKBQze7NVVd7q2nIwBYWkeaKeoX8&amp;clipt=EIzBzwIY1fnSAg:
   title: Service Mesh Basics
   year: N/A
@@ -242007,8 +242011,9 @@ https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxFMdlFKBQze7NVVd7q2nIwBYWkeaKe
   v1_locations:
   - docs/index.md
   ai_summary: Understanding the need for a service mesh in complex microservice environments.
-  category: Networking & Service Mesh
+  category: Modern Networking & Service Mesh
   is_featured_video: true
+  technology: Service Mesh
 https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxLbUzIJtyeKPi66qAvxxRlGbofYp_Gr8B&amp;clipt=EIDy0gIY4MbWAg:
   title: YouTube Video (Note)
   year: N/A
@@ -242030,8 +242035,9 @@ https://www.youtube.com/embed/UmbjwSK9b3I?clip=UgkxRGuBMDAVDqKckQ1lhk-9U2jLBhBIB
   v1_locations:
   - docs/index.md
   ai_summary: How to securely manage IAM roles for service accounts in Amazon EKS.
-  category: AWS & Public Cloud
+  category: Cloud Architecture & Strategy
   is_featured_video: true
+  technology: AWS EKS
 https://www.youtube.com/embed/ghzsBm8vOms:
   title: Terraform in 10 Minutes
   year: N/A
@@ -242043,8 +242049,9 @@ https://www.youtube.com/embed/ghzsBm8vOms:
   v1_locations:
   - docs/index.md
   ai_summary: A quick guide to getting started with Terraform for cloud resource management.
-  category: Infrastructure as Code
+  category: Infrastructure as Code & GitOps
   is_featured_video: true
+  technology: Terraform
 https://www.youtube.com/embed/rkXGSLf-rVQ?si=Ho8Zzxbrecn7Yncb:
   title: Observability vs Monitoring
   year: N/A
@@ -242057,8 +242064,9 @@ https://www.youtube.com/embed/rkXGSLf-rVQ?si=Ho8Zzxbrecn7Yncb:
   - docs/index.md
   ai_summary: Clarifying the technical differences between observability and traditional
     monitoring.
-  category: Monitoring & Observability
+  category: Observability & Monitoring
   is_featured_video: true
+  technology: Observability
 https://www.youtube.com/embed/IFUPG9KCJ4E?si=KMEXeVlcKTp87-Ja:
   title: AI in Platform Engineering
   year: N/A
@@ -242071,8 +242079,9 @@ https://www.youtube.com/embed/IFUPG9KCJ4E?si=KMEXeVlcKTp87-Ja:
   - docs/index.md
   ai_summary: Exploring the impact of Artificial Intelligence on modern internal developer
     platforms.
-  category: AI & Automation
+  category: AI & Future Operations
   is_featured_video: true
+  technology: AI Platforms
 https://www.youtube.com/embed/PxyyY7TsCqs?si=kzCRojDteESqork1:
   title: FinOps on AWS
   year: N/A
@@ -242085,8 +242094,9 @@ https://www.youtube.com/embed/PxyyY7TsCqs?si=kzCRojDteESqork1:
   - docs/index.md
   ai_summary: Strategic advice for cloud cost optimization using the FinOps framework
     on AWS.
-  category: Cloud Providers (Hyperscalers)
+  category: Cloud Architecture & Strategy
   is_featured_video: true
+  technology: FinOps
 https://www.youtube.com/embed/I8Qh-TafMvQ?si=1A2-kmq6mV-S-03c:
   title: Introduction to Prometheus
   year: N/A
@@ -242098,8 +242108,9 @@ https://www.youtube.com/embed/I8Qh-TafMvQ?si=1A2-kmq6mV-S-03c:
   v1_locations:
   - docs/index.md
   ai_summary: Learning how Prometheus works for monitoring cloud-native applications.
-  category: Monitoring & Observability
+  category: Observability & Monitoring
   is_featured_video: true
+  technology: Prometheus
 https://www.youtube.com/embed/V7PSnH8YnTk?si=6Mq4wjpipTLwUvYe:
   title: Securing Kubernetes
   year: N/A
@@ -242111,8 +242122,9 @@ https://www.youtube.com/embed/V7PSnH8YnTk?si=6Mq4wjpipTLwUvYe:
   v1_locations:
   - docs/index.md
   ai_summary: Best practices for hardening Kubernetes clusters against common vulnerabilities.
-  category: Security & DevSecOps
+  category: Security & Compliance
   is_featured_video: true
+  technology: Security
 https://www.youtube.com/embed/1Fl25dR01pw?si=bJlQozIfT3J4rhN3:
   title: Platform Engineering Guide
   year: N/A
@@ -242124,8 +242136,9 @@ https://www.youtube.com/embed/1Fl25dR01pw?si=bJlQozIfT3J4rhN3:
   v1_locations:
   - docs/index.md
   ai_summary: The definitive guide to building and scaling internal developer platforms.
-  category: Architecture Patterns
+  category: Cloud Architecture & Strategy
   is_featured_video: true
+  technology: Platform Engineering
 https://www.youtube.com/embed/L8eJh1sfc1U?si=y546MyZpRe-thoad:
   title: What is eBPF?
   year: N/A
@@ -242138,8 +242151,9 @@ https://www.youtube.com/embed/L8eJh1sfc1U?si=y546MyZpRe-thoad:
   - docs/index.md
   ai_summary: Understanding eBPF and its role in modern linux kernel networking and
     security.
-  category: Networking & Service Mesh
+  category: Modern Networking & Service Mesh
   is_featured_video: true
+  technology: eBPF
 https://www.youtube.com/embed/U_IFGpJDbeU?si=XzHSGU9dTH-1_0EW:
   title: Helm Chart Best Practices
   year: N/A
@@ -242151,8 +242165,9 @@ https://www.youtube.com/embed/U_IFGpJDbeU?si=XzHSGU9dTH-1_0EW:
   v1_locations:
   - docs/index.md
   ai_summary: How to create maintainable and reusable Helm charts for Kubernetes deployments.
-  category: Kubernetes Fundamentals
+  category: Foundational Standards
   is_featured_video: true
+  technology: Helm
 https://www.youtube.com/embed/8g4qLzkpjeE?si=xcfl3ugsMGZ8Kthg:
   title: Multi-Cloud Strategy
   year: N/A
@@ -242164,8 +242179,9 @@ https://www.youtube.com/embed/8g4qLzkpjeE?si=xcfl3ugsMGZ8Kthg:
   v1_locations:
   - docs/index.md
   ai_summary: Designing resilient architectures that span multiple public cloud providers.
-  category: Cloud Providers (Hyperscalers)
+  category: Cloud Architecture & Strategy
   is_featured_video: true
+  technology: Multi-Cloud
 https://www.youtube.com/embed/nrhxNNH5lt0?si=U5h1mbkbF6ZEOvlj:
   title: Generative AI for DevOps
   year: N/A
@@ -242177,8 +242193,9 @@ https://www.youtube.com/embed/nrhxNNH5lt0?si=U5h1mbkbF6ZEOvlj:
   v1_locations:
   - docs/index.md
   ai_summary: Practical use cases for using LLMs to automate DevOps tasks.
-  category: AI & Automation
+  category: AI & Future Operations
   is_featured_video: true
+  technology: GenAI
 https://www.youtube.com/embed/cdZZpaB2kDM?clip=UgkxWAPHZbVaNZzk9pi0lMu6k5ABLuMHBtRL&amp;clipt=EK2rfRjW9YAB:
   title: ArgoCD and Rollouts
   year: N/A
@@ -242190,8 +242207,9 @@ https://www.youtube.com/embed/cdZZpaB2kDM?clip=UgkxWAPHZbVaNZzk9pi0lMu6k5ABLuMHB
   v1_locations:
   - docs/index.md
   ai_summary: Implementing progressive delivery with ArgoCD and Kubernetes Rollouts.
-  category: Infrastructure as Code
+  category: Infrastructure as Code & GitOps
   is_featured_video: true
+  technology: ArgoCD
 https://www.youtube.com/embed/aZ5EsdnpLMI?si=ESsNnVwE8IdWSiWZ:
   title: 'Dagger: CI as Code'
   year: N/A
@@ -242204,8 +242222,9 @@ https://www.youtube.com/embed/aZ5EsdnpLMI?si=ESsNnVwE8IdWSiWZ:
   - docs/index.md
   ai_summary: Introduction to Dagger for building portable and programmable CI/CD
     pipelines.
-  category: AI & Automation
+  category: AI & Future Operations
   is_featured_video: true
+  technology: Dagger
 https://www.youtube.com/embed/uQz0TpyJbE8?si=Ys-bXCWcoG-nDU1h:
   title: Crossplane Overview
   year: N/A
@@ -242217,8 +242236,9 @@ https://www.youtube.com/embed/uQz0TpyJbE8?si=Ys-bXCWcoG-nDU1h:
   v1_locations:
   - docs/index.md
   ai_summary: Using Kubernetes to manage cloud infrastructure with Crossplane.
-  category: Infrastructure as Code
+  category: Infrastructure as Code & GitOps
   is_featured_video: true
+  technology: Crossplane
 https://www.youtube.com/embed/hAwtrJlBVJY?si=bnyptzNFx4jzOiEj:
   title: Istio Ambient Mesh
   year: N/A
@@ -242230,8 +242250,9 @@ https://www.youtube.com/embed/hAwtrJlBVJY?si=bnyptzNFx4jzOiEj:
   v1_locations:
   - docs/index.md
   ai_summary: The evolution of Istio to a sidecar-less service mesh architecture.
-  category: Networking & Service Mesh
+  category: Modern Networking & Service Mesh
   is_featured_video: true
+  technology: Istio
 https://www.youtube.com/embed/Hc8emNr2igU?si=kehLRUpOAvyK_Bku:
   title: Kubernetes Cost Management
   year: N/A
@@ -242243,8 +242264,9 @@ https://www.youtube.com/embed/Hc8emNr2igU?si=kehLRUpOAvyK_Bku:
   v1_locations:
   - docs/index.md
   ai_summary: Tools and techniques for tracking and reducing Kubernetes spend.
-  category: Cloud Providers (Hyperscalers)
+  category: Cloud Architecture & Strategy
   is_featured_video: true
+  technology: Cloud Costs
 https://www.youtube.com/embed/videoseries?si=zdATyq_E2wXN7AC6&amp;list=PLbMP1JcGBmSGKO8UreWpOBOhCqilejhtd:
   title: YouTube Video (Note)
   year: N/A
@@ -242277,8 +242299,9 @@ https://www.youtube.com/embed/MRIv2IwFTPg?si=F07g869i6yIfqRdg:
   - docs/index.md
   ai_summary: The standard for distributed tracing, metrics, and logs in cloud-native
     apps.
-  category: Monitoring & Observability
+  category: Observability & Monitoring
   is_featured_video: true
+  technology: OpenTelemetry
 https://www.youtube.com/embed/videoseries?si=fJvBV63-mjQ6S-Ht&amp;list=PL7sEPiUbBLo_iTds-NV-9Tu05Gg2Aj8N7:
   title: YouTube Video (Note)
   year: N/A
diff --git a/src/v2_video_portal.py b/src/v2_video_portal.py
index 9794f3a8..7a3059b6 100644
--- a/src/v2_video_portal.py
+++ b/src/v2_video_portal.py
@@ -18,6 +18,7 @@ def generate_v2_videos():
                 "url": url,
                 "title": entry.get("title", "YouTube Video"),
                 "category": entry.get("category", "General"),
+                "technology": entry.get("technology", "Cloud Native"),
                 "summary": entry.get("ai_summary", entry.get("description", "")),
                 "year": entry.get("year", "N/A")
             })
@@ -61,16 +62,19 @@ def generate_v2_videos():
         content.append(f"## {clean_cat}")
         cat_videos = [v for v in featured_videos if v["category"] == cat]
         
+        # Sort by year or title within category
+        cat_videos.sort(key=lambda x: x["title"])
+
         for v in cat_videos:
-            content.append(f"### {v['title']}")
-            content.append(f"!!! info \"Architectural Summary\"")
-            content.append(f"    {v['summary']}")
+            tech = v.get("technology", "Cloud Native")
+            # Collapsible block per video for better flow
+            content.append(f"??? note \"🎬 {v['title']} | `{tech}`\"")
+            content.append(f"    !!! info \"Architectural Summary\"")
+            content.append(f"        {v['summary']}")
             content.append("")
-            # Optimized iframe with lazy loading
-            # MANDATE 19: Blank lines around center tag and NO indentation for content to avoid code blocks
-            content.append('<center markdown="1">')
-            content.append(f'<iframe width="560" height="315" src="{v["url"]}" title="{v["title"]}" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>')
-            content.append('</center>')
+            content.append('    <center markdown="1">')
+            content.append(f'    <iframe width="720" height="405" src="{v["url"]}" title="{v["title"]}" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>')
+            content.append('    </center>')
             content.append("")
 
     with open(V2_VIDEOS_PATH, "w") as f:
diff --git a/v2-docs/videos.md b/v2-docs/videos.md
index 1691927a..c9ce382e 100644
--- a/v2-docs/videos.md
+++ b/v2-docs/videos.md
@@ -4,207 +4,201 @@ Welcome to the **Agentic Video Hub**. Here we curate the most impactful technica
 
 ## Table of Contents
 
-1. [AI and Automation](#ai-and-automation)
-2. [AWS and Public Cloud](#aws-and-public-cloud)
-3. [Architecture Patterns](#architecture-patterns)
-4. [Cloud Providers Hyperscalers](#cloud-providers-hyperscalers)
-5. [Docker and Containers](#docker-and-containers)
-6. [Infrastructure as Code](#infrastructure-as-code)
-7. [Kubernetes Fundamentals](#kubernetes-fundamentals)
-8. [Monitoring and Observability](#monitoring-and-observability)
-9. [Networking and Service Mesh](#networking-and-service-mesh)
-10. [Security and DevSecOps](#security-and-devsecops)
+1. [AI and Future Operations](#ai-and-future-operations)
+2. [Cloud Architecture and Strategy](#cloud-architecture-and-strategy)
+3. [Foundational Standards](#foundational-standards)
+4. [Infrastructure as Code and GitOps](#infrastructure-as-code-and-gitops)
+5. [Modern Networking and Service Mesh](#modern-networking-and-service-mesh)
+6. [Observability and Monitoring](#observability-and-monitoring)
+7. [Security and Compliance](#security-and-compliance)
 
-## AI and Automation
-### AI in Platform Engineering
-!!! info "Architectural Summary"
-    Exploring the impact of Artificial Intelligence on modern internal developer platforms.
+## AI and Future Operations
+??? note "🎬 AI in Platform Engineering | `AI Platforms`"
+    !!! info "Architectural Summary"
+        Exploring the impact of Artificial Intelligence on modern internal developer platforms.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/IFUPG9KCJ4E?si=KMEXeVlcKTp87-Ja" title="AI in Platform Engineering" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/IFUPG9KCJ4E?si=KMEXeVlcKTp87-Ja" title="AI in Platform Engineering" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-### Dagger: CI as Code
-!!! info "Architectural Summary"
-    Introduction to Dagger for building portable and programmable CI/CD pipelines.
+??? note "🎬 Dagger: CI as Code | `Dagger`"
+    !!! info "Architectural Summary"
+        Introduction to Dagger for building portable and programmable CI/CD pipelines.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/aZ5EsdnpLMI?si=ESsNnVwE8IdWSiWZ" title="Dagger: CI as Code" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/aZ5EsdnpLMI?si=ESsNnVwE8IdWSiWZ" title="Dagger: CI as Code" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-### Generative AI for DevOps
-!!! info "Architectural Summary"
-    Practical use cases for using LLMs to automate DevOps tasks.
+??? note "🎬 Generative AI for DevOps | `GenAI`"
+    !!! info "Architectural Summary"
+        Practical use cases for using LLMs to automate DevOps tasks.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/nrhxNNH5lt0?si=U5h1mbkbF6ZEOvlj" title="Generative AI for DevOps" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/nrhxNNH5lt0?si=U5h1mbkbF6ZEOvlj" title="Generative AI for DevOps" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-## AWS and Public Cloud
-### EKS Pod Identity
-!!! info "Architectural Summary"
-    How to securely manage IAM roles for service accounts in Amazon EKS.
+## Cloud Architecture and Strategy
+??? note "🎬 EKS Pod Identity | `AWS EKS`"
+    !!! info "Architectural Summary"
+        How to securely manage IAM roles for service accounts in Amazon EKS.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/UmbjwSK9b3I?clip=UgkxRGuBMDAVDqKckQ1lhk-9U2jLBhBIBI5l&amp;clipt=EP2dHhjd8iE" title="EKS Pod Identity" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/UmbjwSK9b3I?clip=UgkxRGuBMDAVDqKckQ1lhk-9U2jLBhBIBI5l&amp;clipt=EP2dHhjd8iE" title="EKS Pod Identity" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-## Architecture Patterns
-### Microservices vs Monoliths
-!!! info "Architectural Summary"
-    Comparing architectural styles and understanding when to transition to microservices.
+??? note "🎬 FinOps on AWS | `FinOps`"
+    !!! info "Architectural Summary"
+        Strategic advice for cloud cost optimization using the FinOps framework on AWS.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/rT4fJNbfe14" title="Microservices vs Monoliths" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/PxyyY7TsCqs?si=kzCRojDteESqork1" title="FinOps on AWS" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-### Platform Engineering Guide
-!!! info "Architectural Summary"
-    The definitive guide to building and scaling internal developer platforms.
+??? note "🎬 Kubernetes Cost Management | `Cloud Costs`"
+    !!! info "Architectural Summary"
+        Tools and techniques for tracking and reducing Kubernetes spend.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/1Fl25dR01pw?si=bJlQozIfT3J4rhN3" title="Platform Engineering Guide" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/Hc8emNr2igU?si=kehLRUpOAvyK_Bku" title="Kubernetes Cost Management" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-## Cloud Providers Hyperscalers
-### FinOps on AWS
-!!! info "Architectural Summary"
-    Strategic advice for cloud cost optimization using the FinOps framework on AWS.
+??? note "🎬 Microservices vs Monoliths | `Microservices`"
+    !!! info "Architectural Summary"
+        Comparing architectural styles and understanding when to transition to microservices.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/PxyyY7TsCqs?si=kzCRojDteESqork1" title="FinOps on AWS" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/rT4fJNbfe14" title="Microservices vs Monoliths" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-### Kubernetes Cost Management
-!!! info "Architectural Summary"
-    Tools and techniques for tracking and reducing Kubernetes spend.
+??? note "🎬 Multi-Cloud Strategy | `Multi-Cloud`"
+    !!! info "Architectural Summary"
+        Designing resilient architectures that span multiple public cloud providers.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/Hc8emNr2igU?si=kehLRUpOAvyK_Bku" title="Kubernetes Cost Management" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/8g4qLzkpjeE?si=xcfl3ugsMGZ8Kthg" title="Multi-Cloud Strategy" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-### Multi-Cloud Strategy
-!!! info "Architectural Summary"
-    Designing resilient architectures that span multiple public cloud providers.
+??? note "🎬 Platform Engineering Guide | `Platform Engineering`"
+    !!! info "Architectural Summary"
+        The definitive guide to building and scaling internal developer platforms.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/8g4qLzkpjeE?si=xcfl3ugsMGZ8Kthg" title="Multi-Cloud Strategy" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/1Fl25dR01pw?si=bJlQozIfT3J4rhN3" title="Platform Engineering Guide" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-## Docker and Containers
-### What is Docker?
-!!! info "Architectural Summary"
-    An introduction to containerization and how Docker simplifies software deployment.
+## Foundational Standards
+??? note "🎬 Helm Chart Best Practices | `Helm`"
+    !!! info "Architectural Summary"
+        How to create maintainable and reusable Helm charts for Kubernetes deployments.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/318elIq37PE" title="What is Docker?" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/U_IFGpJDbeU?si=XzHSGU9dTH-1_0EW" title="Helm Chart Best Practices" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-## Infrastructure as Code
-### ArgoCD and Rollouts
-!!! info "Architectural Summary"
-    Implementing progressive delivery with ArgoCD and Kubernetes Rollouts.
+??? note "🎬 Kubernetes in 5 Minutes | `Kubernetes`"
+    !!! info "Architectural Summary"
+        A high-level overview of Kubernetes architecture and its core components for beginners.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/cdZZpaB2kDM?clip=UgkxWAPHZbVaNZzk9pi0lMu6k5ABLuMHBtRL&amp;clipt=EK2rfRjW9YAB" title="ArgoCD and Rollouts" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/BE77h7dmoQU" title="Kubernetes in 5 Minutes" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-### Crossplane Overview
-!!! info "Architectural Summary"
-    Using Kubernetes to manage cloud infrastructure with Crossplane.
+??? note "🎬 What is Docker? | `Docker`"
+    !!! info "Architectural Summary"
+        An introduction to containerization and how Docker simplifies software deployment.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/uQz0TpyJbE8?si=Ys-bXCWcoG-nDU1h" title="Crossplane Overview" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/318elIq37PE" title="What is Docker?" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-### GitOps Explained
-!!! info "Architectural Summary"
-    A deep dive into the GitOps pattern and how to manage infrastructure through Git.
+## Infrastructure as Code and GitOps
+??? note "🎬 ArgoCD and Rollouts | `ArgoCD`"
+    !!! info "Architectural Summary"
+        Implementing progressive delivery with ArgoCD and Kubernetes Rollouts.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/HlAXp0-M6SY?clip=UgkxWpu3QFPEDZBuMgy_Xq4mBR--uLA-3CSZ&amp;clipt=EMSoKxiG3C4" title="GitOps Explained" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/cdZZpaB2kDM?clip=UgkxWAPHZbVaNZzk9pi0lMu6k5ABLuMHBtRL&amp;clipt=EK2rfRjW9YAB" title="ArgoCD and Rollouts" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-### Terraform in 10 Minutes
-!!! info "Architectural Summary"
-    A quick guide to getting started with Terraform for cloud resource management.
+??? note "🎬 Crossplane Overview | `Crossplane`"
+    !!! info "Architectural Summary"
+        Using Kubernetes to manage cloud infrastructure with Crossplane.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/ghzsBm8vOms" title="Terraform in 10 Minutes" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/uQz0TpyJbE8?si=Ys-bXCWcoG-nDU1h" title="Crossplane Overview" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-## Kubernetes Fundamentals
-### Helm Chart Best Practices
-!!! info "Architectural Summary"
-    How to create maintainable and reusable Helm charts for Kubernetes deployments.
+??? note "🎬 GitOps Explained | `GitOps`"
+    !!! info "Architectural Summary"
+        A deep dive into the GitOps pattern and how to manage infrastructure through Git.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/U_IFGpJDbeU?si=XzHSGU9dTH-1_0EW" title="Helm Chart Best Practices" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/HlAXp0-M6SY?clip=UgkxWpu3QFPEDZBuMgy_Xq4mBR--uLA-3CSZ&amp;clipt=EMSoKxiG3C4" title="GitOps Explained" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-### Kubernetes in 5 Minutes
-!!! info "Architectural Summary"
-    A high-level overview of Kubernetes architecture and its core components for beginners.
+??? note "🎬 Terraform in 10 Minutes | `Terraform`"
+    !!! info "Architectural Summary"
+        A quick guide to getting started with Terraform for cloud resource management.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/BE77h7dmoQU" title="Kubernetes in 5 Minutes" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/ghzsBm8vOms" title="Terraform in 10 Minutes" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-## Monitoring and Observability
-### Introduction to Prometheus
-!!! info "Architectural Summary"
-    Learning how Prometheus works for monitoring cloud-native applications.
+## Modern Networking and Service Mesh
+??? note "🎬 Istio Ambient Mesh | `Istio`"
+    !!! info "Architectural Summary"
+        The evolution of Istio to a sidecar-less service mesh architecture.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/I8Qh-TafMvQ?si=1A2-kmq6mV-S-03c" title="Introduction to Prometheus" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/hAwtrJlBVJY?si=bnyptzNFx4jzOiEj" title="Istio Ambient Mesh" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-### Observability vs Monitoring
-!!! info "Architectural Summary"
-    Clarifying the technical differences between observability and traditional monitoring.
+??? note "🎬 Service Mesh Basics | `Service Mesh`"
+    !!! info "Architectural Summary"
+        Understanding the need for a service mesh in complex microservice environments.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/rkXGSLf-rVQ?si=Ho8Zzxbrecn7Yncb" title="Observability vs Monitoring" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxFMdlFKBQze7NVVd7q2nIwBYWkeaKeoX8&amp;clipt=EIzBzwIY1fnSAg" title="Service Mesh Basics" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-### OpenTelemetry Explained
-!!! info "Architectural Summary"
-    The standard for distributed tracing, metrics, and logs in cloud-native apps.
+??? note "🎬 What is eBPF? | `eBPF`"
+    !!! info "Architectural Summary"
+        Understanding eBPF and its role in modern linux kernel networking and security.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/MRIv2IwFTPg?si=F07g869i6yIfqRdg" title="OpenTelemetry Explained" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/L8eJh1sfc1U?si=y546MyZpRe-thoad" title="What is eBPF?" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-## Networking and Service Mesh
-### Istio Ambient Mesh
-!!! info "Architectural Summary"
-    The evolution of Istio to a sidecar-less service mesh architecture.
+## Observability and Monitoring
+??? note "🎬 Introduction to Prometheus | `Prometheus`"
+    !!! info "Architectural Summary"
+        Learning how Prometheus works for monitoring cloud-native applications.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/hAwtrJlBVJY?si=bnyptzNFx4jzOiEj" title="Istio Ambient Mesh" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/I8Qh-TafMvQ?si=1A2-kmq6mV-S-03c" title="Introduction to Prometheus" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-### Service Mesh Basics
-!!! info "Architectural Summary"
-    Understanding the need for a service mesh in complex microservice environments.
+??? note "🎬 Observability vs Monitoring | `Observability`"
+    !!! info "Architectural Summary"
+        Clarifying the technical differences between observability and traditional monitoring.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxFMdlFKBQze7NVVd7q2nIwBYWkeaKeoX8&amp;clipt=EIzBzwIY1fnSAg" title="Service Mesh Basics" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/rkXGSLf-rVQ?si=Ho8Zzxbrecn7Yncb" title="Observability vs Monitoring" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-### What is eBPF?
-!!! info "Architectural Summary"
-    Understanding eBPF and its role in modern linux kernel networking and security.
+??? note "🎬 OpenTelemetry Explained | `OpenTelemetry`"
+    !!! info "Architectural Summary"
+        The standard for distributed tracing, metrics, and logs in cloud-native apps.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/L8eJh1sfc1U?si=y546MyZpRe-thoad" title="What is eBPF?" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/MRIv2IwFTPg?si=F07g869i6yIfqRdg" title="OpenTelemetry Explained" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>
 
-## Security and DevSecOps
-### Securing Kubernetes
-!!! info "Architectural Summary"
-    Best practices for hardening Kubernetes clusters against common vulnerabilities.
+## Security and Compliance
+??? note "🎬 Securing Kubernetes | `Security`"
+    !!! info "Architectural Summary"
+        Best practices for hardening Kubernetes clusters against common vulnerabilities.
 
-<center markdown="1">
-<iframe width="560" height="315" src="https://www.youtube.com/embed/V7PSnH8YnTk?si=6Mq4wjpipTLwUvYe" title="Securing Kubernetes" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy"></iframe>
-</center>
+    <center markdown="1">
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/V7PSnH8YnTk?si=6Mq4wjpipTLwUvYe" title="Securing Kubernetes" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    </center>