Merge pull request #279 from nubenetes/develop

release: v2.3.14
Merge pull request #278 from nubenetes/bot/v2-index-mosaic-kyndryl-recat
2026-09-01 08:07:19 +00:00 · 2026-05-27 19:39:17 +02:00 · 2026-05-27 19:38:48 +02:00 · 2026-05-27 19:37:52 +02:00 · 2026-05-27 17:34:52 +00:00 · 2026-05-27 17:33:28 +00:00
49 changed files with 1824 additions and 448 deletions
@@ -38,7 +38,7 @@ jobs:

      - name: Restore Incremental Inventory Cache
        if: ${{ github.event.inputs.restore_cache == 'true' }}
-        uses: actions/cache/restore@v4
+        uses: actions/cache/restore@v5
        with:
          path: data/inventory.yaml
          key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}
@@ -68,7 +68,7 @@ jobs:

      - name: Persist Incremental Inventory to Cache
        if: always()
-        uses: actions/cache/save@v4
+        uses: actions/cache/save@v5
        with:
          path: data/inventory.yaml
          key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}
@@ -38,7 +38,7 @@ jobs:

      - name: Restore Incremental Inventory Cache
        if: ${{ github.event.inputs.restore_cache == 'true' }}
-        uses: actions/cache/restore@v4
+        uses: actions/cache/restore@v5
        with:
          path: data/inventory.yaml
          key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}
@@ -57,18 +57,22 @@ jobs:
          PYTHONUNBUFFERED: "1"
        run: python -u -m src.v2_metadata

-      - name: Create Pull Request for Metadata Update
-        uses: peter-evans/create-pull-request@v8
-        with:
-          branch: bot/v2-metadata-sync
-          base: develop
-          title: "V2 Data: GitHub Metadata Sync"
-          commit-message: "chore: update inventory stars and licenses [skip ci]"
-          labels: "v2-data, metadata-sync"
+      - name: Commit and Push Metadata Updates
+        run: |
+          git config --global user.name "Nubenetes Bot"
+          git config --global user.email "bot@nubenetes.com"
+          git add data/inventory.yaml
+          if git diff --staged --quiet; then
+            echo "No changes in inventory.yaml to commit."
+          else
+            git commit -m "chore: update inventory stars and licenses [skip ci]"
+            git pull origin develop --rebase
+            git push origin develop
+          fi

      - name: Persist Incremental Inventory to Cache
        if: always()
-        uses: actions/cache/save@v4
+        uses: actions/cache/save@v5
        with:
          path: data/inventory.yaml
          key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}
@@ -38,7 +38,7 @@ jobs:

      - name: Restore Incremental Inventory Cache
        if: ${{ github.event.inputs.restore_cache == 'true' }}
-        uses: actions/cache/restore@v4
+        uses: actions/cache/restore@v5
        with:
          path: data/inventory.yaml
          key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}
@@ -59,18 +59,22 @@ jobs:
          PYTHONUNBUFFERED: "1"
        run: python -u -m src.v2_ai

-      - name: Create Pull Request for Inventory Update
-        uses: peter-evans/create-pull-request@v8
-        with:
-          branch: bot/v2-ai-sync
-          base: develop
-          title: "V2 Data: AI Curator Sync"
-          commit-message: "chore: update inventory AI analysis [skip ci]"
-          labels: "v2-data, ai-curator"
+      - name: Commit and Push AI Analysis Updates
+        run: |
+          git config --global user.name "Nubenetes Bot"
+          git config --global user.email "bot@nubenetes.com"
+          git add data/inventory.yaml
+          if git diff --staged --quiet; then
+            echo "No changes in AI analysis to commit."
+          else
+            git commit -m "chore: update inventory AI analysis [skip ci]"
+            git pull origin develop --rebase
+            git push origin develop
+          fi

      - name: Persist Incremental Inventory to Cache
        if: always()
-        uses: actions/cache/save@v4
+        uses: actions/cache/save@v5
        with:
          path: data/inventory.yaml
          key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}
@@ -46,7 +46,7 @@ jobs:

      - name: Restore Incremental Inventory Cache
        if: ${{ github.event.inputs.restore_cache == 'true' }}
-        uses: actions/cache/restore@v4
+        uses: actions/cache/restore@v5
        with:
          path: data/inventory.yaml
          key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}
@@ -72,23 +72,22 @@ jobs:
          export PYTHONPATH=$PYTHONPATH:.
          python src/v2_video_portal.py

-      - name: Create Pull Request for Video Hub Update
-        uses: peter-evans/create-pull-request@v8
-        with:
-          branch: bot/v2-video-sync
-          base: develop
-          title: "V2 Content: Video Hub Enrichment Sync"
-          commit-message: "docs: update Video Hub with high-fidelity metadata [skip ci]"
-          labels: "v2-content, video-hub"
-          body: |
-            Automated update of the V2 Video Hub.
-            - Robust metadata extraction (yt-dlp + transcripts)
-            - AI-synthesized technical summaries
-            - Format-compliant Markdown rendering
+      - name: Commit and Push Video Hub Updates
+        run: |
+          git config --global user.name "Nubenetes Bot"
+          git config --global user.email "bot@nubenetes.com"
+          git add data/inventory.yaml v2-docs/videos.md
+          if git diff --staged --quiet; then
+            echo "No automated changes to commit."
+          else
+            git commit -m "docs: update Video Hub with high-fidelity metadata [skip ci]"
+            git pull origin develop --rebase
+            git push origin develop
+          fi

      - name: Persist Incremental Inventory Cache
        if: always()
-        uses: actions/cache/save@v4
+        uses: actions/cache/save@v5
        with:
          path: data/inventory.yaml
          key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}
@@ -46,7 +46,7 @@ jobs:

      - name: Restore Incremental Inventory Cache
        if: ${{ github.event.inputs.restore_cache == 'true' }}
-        uses: actions/cache/restore@v4
+        uses: actions/cache/restore@v5
        with:
          path: data/inventory.yaml
          key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}
@@ -82,43 +82,33 @@ jobs:
          python -m src.readme_updater
          python -m src.safety_readme

-      - name: Create Pull Request for V2 Elite Update
-        id: cpr
-        uses: peter-evans/create-pull-request@v8
+      - name: Commit and Push V2 Elite Updates
+        run: |
+          git config --global user.name "Nubenetes Bot"
+          git config --global user.email "bot@nubenetes.com"
+          git add -A
+          if git diff --staged --quiet; then
+            echo "No automated changes to commit."
+          else
+            git commit -m "feat: sync V2 elite curated edition and README metrics [skip ci]"
+            git pull origin develop --rebase
+            git push origin develop
+          fi
+
+      - name: Upload Architecture and Decision Logs
+        if: always()
+        uses: actions/upload-artifact@v7
        with:
-          branch: bot/v2-elite-sync
-          base: develop
-          title: "V2 Elite: Agentic Optimization Sync (2026)"
-          body-path: pr_description.md
-          commit-message: "feat: sync V2 elite curated edition and README metrics [skip ci]"
-          labels: "v2-elite, agentic-sync"
-
-      - name: Post Supplementary Architecture Audit (Comment)
-        if: steps.cpr.outputs.pull-request-number != ''
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          PR_NUMBER: ${{ steps.cpr.outputs.pull-request-number }}
-        run: |
-          if [ -f v2_file_audit.md ]; then
-            gh pr comment $PR_NUMBER --body-file v2_file_audit.md
-          fi
-
-      - name: Post Elite Decision Matrix (Comment)
-        if: steps.cpr.outputs.pull-request-number != ''
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          PR_NUMBER: ${{ steps.cpr.outputs.pull-request-number }}
-        run: |
-          if [ -f v2_decision_matrix.md ]; then
-            split -b 60000 v2_decision_matrix.md matrix_part_
-            for part in matrix_part_*; do
-              gh pr comment $PR_NUMBER --body-file $part
-            done
-          fi
+          name: v2-agentic-logs
+          path: |
+            v2_file_audit.md
+            v2_decision_matrix.md
+            v2_safety_report.md
+          if-no-files-found: ignore

      - name: Persist Incremental Inventory to Cache
        if: always()
-        uses: actions/cache/save@v4
+        uses: actions/cache/save@v5
        with:
          path: data/inventory.yaml
          key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}
@@ -35,7 +35,7 @@ jobs:

      - name: Restore Incremental Inventory Cache (Mandate 22)
        if: ${{ github.event.inputs.restore_cache == 'true' }}
-        uses: actions/cache/restore@v4
+        uses: actions/cache/restore@v5
        with:
          path: data/inventory.yaml
          key: inventory-v2-${{ github.run_id }}-${{ github.run_attempt }}
@@ -57,5 +57,6 @@ jobs:
            echo "No changes in README.md to commit."
          else
            git commit -m "docs: automated README metric synchronization [skip ci]"
+            git pull origin develop --rebase
            git push origin develop
          fi
@@ -1,66 +0,0 @@
-name: 06.1. GitHub Pages Deploy
-on:
-  push:
-    branches:
-      - master
-
-# Sets permissions of the GITHUB_TOKEN to allow deployment to GitHub Pages
-permissions:
-  contents: read
-  pages: write
-  id-token: write
-
-# Allow only one concurrent deployment
-concurrency:
-  group: "pages"
-  cancel-in-progress: false
-
-jobs:
-  build:
-    name: Build Dual Versions
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout master
-        uses: actions/checkout@v4
-        with:
-          submodules: true
-
-      - name: Setup Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: '3.11'
-          cache: 'pip'
-
-      - name: Install dependencies
-        run: |
-          pip install -r requirements.txt
-
-      # 1. Build V1 (Root)
-      - name: Build V1 Edition
-        run: mkdocs build -f mkdocs.yml -d site/
-
-      # 2. Build V2 (Subdirectory)
-      - name: Build V2 Elite Edition
-        run: mkdocs build -f v2-mkdocs.yml -d site/v2/
-
-      - name: Setup Pages
-        uses: actions/configure-pages@v4
-
-      - name: Upload artifact
-        uses: actions/upload-pages-artifact@v3
-        with:
-          path: './site'
-
-  deploy:
-    name: Deploy to GitHub Pages
-    environment:
-      name: github-pages
-      url: ${{ steps.deployment.outputs.page_url }}
-    runs-on: ubuntu-latest
-    needs: build
-    steps:
-      - name: Deploy to GitHub Pages
-        id: deployment
-        uses: actions/deploy-pages@v4
-
-
@@ -0,0 +1,91 @@
+name: 06.1. Final Portal Deploy
+on:
+  push:
+    branches:
+      - master
+  workflow_dispatch: {}
+
+# Sets permissions of the GITHUB_TOKEN to allow deployment to GitHub Pages
+permissions:
+  contents: write
+  pages: write
+  id-token: write
+
+# Allow only one concurrent deployment
+concurrency:
+  group: "pages-stable"
+  cancel-in-progress: false
+
+jobs:
+  build:
+    name: Build Dual Versions
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout master
+        uses: actions/checkout@v6
+        with:
+          submodules: true
+
+      - name: Setup Python
+        uses: actions/setup-python@v6
+        with:
+          python-version: '3.11'
+          cache: 'pip'
+
+      - name: Install dependencies
+        run: |
+          pip install mkdocs-material mkdocs-redirects mkdocs-minify-plugin pymdown-extensions
+          pip install -r requirements.txt
+
+      # 1. Build V1 to a temporary staging area
+      - name: Build V1 Edition (Staging)
+        run: mkdocs build -f mkdocs.yml -d site_v1_temp/
+
+      # 2. Deploy V1 to Root (SEO) and /v1/ (Fallback)
+      - name: Deploy V1 to Root and Subdirectory
+        run: |
+          mkdir -p site/v1/
+          cp -r site_v1_temp/* site/
+          cp -r site_v1_temp/* site/v1/
+          rm -rf site_v1_temp/
+
+      # 3. Build V2 Elite Edition (/v2/)
+      - name: Build V2 Elite Edition
+        run: mkdocs build -f v2-mkdocs.yml -d site/v2/
+
+      # 4. Inject Root Redirect to V2 - Human visitors land on V2 by default
+      - name: Inject Root Redirect to V2
+        run: |
+          cat << 'EOF' > site/index.html
+          <!DOCTYPE html>
+          <html>
+            <head>
+              <meta charset="utf-8">
+              <title>Nubenetes Redirect</title>
+              <meta http-equiv="refresh" content="0; url=/v2/">
+            </head>
+            <body>
+              <p>Redirecting to the V2 Elite Portal. <a href="/v2/">Click here</a>.</p>
+            </body>
+          </html>
+          EOF
+
+      - name: Setup Pages
+        uses: actions/configure-pages@v6
+
+      - name: Upload artifact
+        uses: actions/upload-pages-artifact@v5
+        with:
+          path: './site'
+
+  deploy:
+    name: Deploy to GitHub Pages
+    environment:
+      name: github-pages
+      url: ${{ steps.deployment.outputs.page_url }}
+    runs-on: ubuntu-latest
+    needs: build
+    steps:
+      - name: Deploy to GitHub Pages
+        id: deployment
+        uses: actions/deploy-pages@v5
@@ -18,7 +18,7 @@ jobs:
        uses: actions/checkout@v6

      - name: Setup Node.js
-        uses: actions/setup-node@v4
+        uses: actions/setup-node@v6
        with:
          node-version: '20'

@@ -5,6 +5,215 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).

+## [[2.3.14]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.14) - 2026-05-27
+
+### Changed
+- **Kyndryl YouTube Channel Categorization**: Moved the Kyndryl channel from the Tech E-Learning category to the Cloud Providers & Core Infrastructure category in the homepage mosaic mapping database and files.
+
+## [[2.3.13]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.13) - 2026-05-27
+
+### Changed
+- **Homepage YouTube Mosaic Visual Borders**: Replaced category text headers with thin colored outline borders around each channel group inside the mosaic. This restores a continuous, symmetric flow of clickable icons while visually highlighting the different technological categories.
+
+## [[2.3.12]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.12) - 2026-05-27
+
+### Added
+- **Homepage YouTube Mosaic Reorganization**: Reorganized the visual channels mosaic on V1 and V2 homepages into logical technology categories (e.g., AI & Advanced Tech, Cloud Providers, Cloud Native, etc.).
+- **Mosaic Database Schema**: Introduced `data/youtube_channels_mosaic.yaml` to catalog and preserve the channel classification directly in the repository configuration.
+
+## [[2.3.11]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.11) - 2026-05-27
+
+### Added
+- **Microsoft Reactor YouTube Channel**: Added Microsoft Reactor to the homepage channels mosaic in V1 and V2, moving Playwright to its own row at the bottom of the mosaic.
+
+## [[2.3.10]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.10) - 2026-05-27
+
+### Added
+- **Agentic DevOps Live Playlist**: Integrated the Microsoft/GitHub "Agentic DevOps Live" series into the V2 Video Hub under the AI and Future Operations category, detailing SRE agents, Copilot App Mod agents, and autonomous development loops.
+
+## [[2.3.9]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.9) - 2026-05-27
+
+### Added
+- **VS Code Dev Tunnels Video**: Integrated Gisela Torres' tutorial on VS Code Dev Tunnels into the V2 Video Hub, highlighting the secure remote access capabilities and developer productivity benefits. [SPANISH CONTENT]
+
+## [[2.3.8]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.8) - 2026-05-27
+
+### Added
+- **Red Hat Summit 2026 Video**: Integrated the Red Hat Summit 2026 interview with Fran Heeran into the Video Hub, detailing the architectural shift of telecommunications providers to unified cloud-native networks using OpenShift Virtualization.
+
+## [[2.3.7]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.7) - 2026-05-26
+
+### Fixed
+- **GitHub Actions Version Hardening**: Restored and upgraded all 15 workflows to use verified, true latest stable major versions (v6/v5/v8) across the entire CI/CD pipeline, ensuring maximum stability and security.
+- **Deployment Workflow Reliability**: Resolved transient "Failed to download" infrastructure errors in the "06.1. Final Portal Deploy" workflow by aligning with official GitHub Action releases and latest stable tags.
+
+## [[2.3.6]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.6) - 2026-05-26
+
+### Changed
+- **Deployment Documentation Sync**: Updated `README.md` to reflect the new deployment workflow name ("06.1. Final Portal Deploy") and its stabilized trigger configuration.
+- **Workflow Stabilization**: Renamed the deployment workflow file to `06.deploy_final.yml` to resolve persistent GitHub trigger issues and ensure reliable production releases.
+
+## [[2.3.5]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.5) - 2026-05-26
+
+### Added
+- **Visual Branding Expansion**: Integrated the official **Playwright** YouTube channel into the visual branding mosaic in both V1 and V2 index pages.
+- **Visual Asset Integration**: Optimized and integrated the high-resolution logo for the Playwright channel.
+
+## [[2.3.4]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.4) - 2026-05-25
+
+### Removed
+- **Redundant SEO Mitigation Assets**: Deleted the custom `404.md` page in the V2 portal. Under the Hybrid SEO-First architecture, legacy root URLs are now valid (serving V1 content), making the specialized rescue page unnecessary.
+
+## [[2.3.3]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.3) - 2026-05-25
+
+### Fixed
+- **Navigation Loop**: Corrected the "Back to V1" link to point specifically to `https://nubenetes.com/v1/`. This avoids the automatic redirect at the domain root, allowing users to actually reach the exhaustive archive.
+
+## [[2.3.2]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.2) - 2026-05-25
+
+### Changed
+- **Hybrid Sync Standardization**: Unified navigation labels and URLs across `v2-mkdocs.yml` and `src/v2_optimizer.py`. The "Back to V1" link now consistently points to the domain root to leverage SEO-protected legacy paths.
+
+## [[2.3.1]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.1) - 2026-05-25
+
+### Fixed
+- **Deployment Resilience**: Resolved a recursive copy error in the GitHub Pages deployment workflow by implementing a temporary staging area for the V1 build process.
+
+## [[2.3.0]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.0) - 2026-05-25
+
+### Added
+- **Hybrid SEO-First Architecture**: Implemented a sophisticated dual-version deployment strategy. V1 is restored to the domain root (`/`) to preserve 6+ years of SEO authority and deep-links, while a root-level redirect guides human traffic to the modern V2 Elite Portal at `/v2/`.
+
+## [[2.2.4]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.2.4) - 2026-05-25
+
+### Changed
+- **Governance & Documentation Sync**: Performed a comprehensive update of `README.md`, `GEMINI.md`, and local session memory to reflect the new architectural standards (V2 at Root), workflow hardening (rebase resilience), and mandatory PR-based governance for production deployments.
+
+## [[2.2.3]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.2.3) - 2026-05-25
+
+### Fixed
+- **Redirect Collision Resolution**: Removed conflicting HTML redirects in the V2 portal that were blocking access to new Elite content with the same filenames as legacy pages.
+- **SEO Mitigation Refinement**: Shifted to a "Smart 404" only strategy for the root domain, ensuring that URLs like `kubernetes.html` serve the updated V2 content while missing legacy links are elegantly handled by the custom 404 page.
+
+## [[2.2.2]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.2.2) - 2026-05-25
+
+### Added
+- **SEO Mitigation (Smart 404)**: Implemented a custom 404 page in the V2 portal (`404.md`) to guide users from broken historical links to the new V1 archive location.
+- **HTML Redirects**: Integrated the `mkdocs-redirects` plugin and configured 301-style HTML redirects for the top 12 legacy URLs, preserving search engine authority and user experience during the root migration.
+
+## [[2.2.1]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.2.1) - 2026-05-25
+
+### Changed
+- **Default Landing Page (V2 at Root)**: Promoted the Nubenetes Elite Portal (V2) to the root of the domain (`https://nubenetes.com/`) to provide a modern, AI-curated default experience.
+- **V1 Archive Relocation**: Moved the exhaustive V1 archive to the `/v1/` subdirectory (`https://nubenetes.com/v1/`).
+- **Navigation Synchronization**: Updated all navigation links and announce banners across both versions to ensure seamless switching between the Elite Portal and the Exhaustive Archive.
+- **Workflow Realignment**: Reconfigured the GitHub Pages deployment pipeline to support the new directory structure while maintaining zero-downtime synchronization.
+
+## [[2.2.0]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.2.0) - 2026-05-25
+
+### Fixed
+- **Workflow Resilience (Race Conditions)**: Implemented a mandatory `git pull --rebase` strategy across all five automated workflows (Metadata, AI Curator, Video Hub, Publisher, and README Sync). This prevents "rejected push" errors by allowing concurrent bot executions to automatically integrate sibling commits before pushing back to the `develop` branch.
+
+## [[2.1.9]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.9) - 2026-05-25
+
+### Changed
+- **Visual Identity (Ultra-Visible "N" Favicon)**: Redesigned the favicon to follow the high-visibility patterns of X.com, GitHub, and LinkedIn. The new design features a massive, bold cyan "N" on a solid black background, maximizing clarity and brand recognition in browser tabs.
+- **Index Brand Restoration**: Restored the original "Gemini construction car" as the primary hero image in the V2 portal's header, maintaining the project's established visual identity while separating it from the functional favicon.
+
+## [[2.1.8]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.8) - 2026-05-25
+
+### Fixed
+- **Configuration Integrity**: Fixed a YAML syntax error in `mkdocs.yml` (corrupted trailing line) that was causing GitHub Pages deployment failures.
+
+## [[2.1.7]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.7) - 2026-05-25
+
+### Changed
+- **Visual Identity (Ultra-Visible Favicon)**: Replaced the complex favicon with an ultra-minimalist, high-contrast design (Cyan "N" on dark background) to ensure maximum visibility in browser tabs, following the design patterns of X, GitHub, and LinkedIn.
+- **Index Branding Restoration**: Reverted the header image on the V2 index page to the "Gemini construction car" (now standardized as `hero-car.png`) to maintain the project's established visual impact while keeping a separate, cleaner icon for navigation tabs.
+
+## [[2.1.6]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.6) - 2026-05-25
+
+### Changed
+- **Visual Identity (Custom Logo)**: Replaced the generic car icon with a custom-engineered minimalist logo ("Nubenetes Nano Logo"). The new design features a high-contrast Cyber Cloud vehicle with Kubernetes helm wheels, ensuring superior perception and brand recognition as a favicon.
+- **Asset Optimization**: Standardized the new logo as an SVG source and a 256x256 transparent PNG for cross-platform clarity.
+
+## [[2.1.5]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.5) - 2026-05-25
+
+### Changed
+- **Automated Workflow Optimization**: Refactored V2 ecosystem workflows (Metadata, AI Curator, Video Hub, and Publisher) to utilize direct git push to the `develop` branch instead of creating redundant Pull Requests. This eliminates manual overhead and confusion while ensuring derived content is seamlessly synchronized using `[skip ci]` flags.
+- **Workflow Observability**: Integrated GitHub Artifacts for automated architecture audits and decision matrices, replacing redundant PR comments.
+
+## [[2.1.4]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.4) - 2026-05-25
+
+### Added
+- **Leading AI Channels Mosaic**: Expanded the visual branding mosaic in V1 and V2 portals to include the official YouTube channels for **Google Gemini**, **Google DeepMind**, **Anthropic**, **Microsoft Copilot**, **OpenAI**, and **Meta AI**.
+- **Visual Asset Integration**: Optimized and integrated high-resolution logos for the new AI channels to maintain high-density visual standards.
+
+## [[2.1.3]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.3) - 2026-05-25
+
+### Fixed
+- **Definitive AVM Video Correction**: Applied a surgical fix to the "Azure Verified Modules" video metadata in the V2 portal and inventory. Corrected the title and summary to accurately reflect the session's focus on Spec-Driven Development, the "Spec Kit" framework, and Well-Architected Azure workloads using GitHub Copilot.
+
+## [[2.1.2]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.2) - 2026-05-25
+
+### Added
+- **Visual Branding Expansion**: Integrated **ITOpsTalk** (Microsoft Azure) and **Google Cloud Tech** official channels into the visual branding mosaic in both V1 and V2 index pages.
+- **Azure Verified Modules (AVM) Integration**: Added the technical session on building secure Azure workloads using AVM and GitHub Copilot to the V2 Elite Video Hub. The summary highlights spec-driven development and the "Spec Kit" framework for reliable AI-assisted IaC.
+
+## [[2.1.1]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.1) - 2026-05-25
+
+### Added
+- **Stanford CS229 LLM Session**: Integrated the Stanford CS229 lecture on "Building Large Language Models" into the V2 Elite Video Hub. The architectural summary focuses on LLM orchestration, alignment (DPO/RLHF), and systems optimization for 2026 AI infrastructure.
+
+## [[2.1.0]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.0) - 2026-05-25
+
+### Added
+- **Dual-Logo Branding Header**: Integrated a new dual-logo header in the V2 portal, featuring the transparent Kubernetes logo alongside the modern Gemini construction car icon. The Gemini icon serves as a shortcut to the project's introduction page.
+
+### Changed
+- **Visual Balance**: Resized visual assets to ensure architectural symmetry between the Kubernetes and Gemini logos in the portal's main entry point.
+
+## [[2.0.9]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.9) - 2026-05-25
+
+### Changed
+- **Visual Optimization**: Resized the transparent Kubernetes logo to 150px to ensure it remains subtle and professional as a header icon, matching the visual balance of the original design while maintaining modern transparency.
+
+## [[2.0.8]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.8) - 2026-05-25
+
+### Fixed
+- **Terminology Standardization**: Standardized the use of "AI" across the entire V2 ecosystem, updating the builder script (`src/v2_optimizer.py`), global configurations (`data/special_assets.yaml`), and all related documentation pages. This prevents the redundant "AI and Artificial Intelligence" title from reappearing during portal regeneration.
+
+## [[2.0.7]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.7) - 2026-05-25
+
+### Fixed
+- **Visual Integration**: Replaced the opaque Kubernetes logo (black background) with a high-quality transparent PNG version. This ensures seamless visual integration across both light and dark modes in the V1 and V2 portals.
+
+## [[2.0.6]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.6) - 2026-05-25
+
+### Changed
+- **Branding & Social Identity**: Renamed the modern favicon to `favicon-car-modern.png` and configured the MkDocs `social` plugin to utilize it as the default OpenGraph logo across V1 and V2 portals. This ensures a consistent, modern visual identity whenever documentation pages are shared on social platforms.
+
+## [[2.0.5]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.5) - 2026-05-25
+
+### Changed
+- **Visual Identity Modernization**: Replaced the legacy car favicon with a modern "Gemini construction car" PNG (256x256) across all portal versions (V1, V2, and Archive) to improve search engine presentation and brand aesthetics.
+
+## [[2.0.4]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.4) - 2026-05-25
+
+### Added
+- **Claude Code Integration**: Added the "Mastering Claude Code" technical session to the V2 Elite Video Hub with a high-density summary of agentic CLI operations and MCP integration.
+- **Hosted Control Planes (HyperShift)**: Integrated the GitOps Guide to the Galaxy session on HCP/HyperShift to provide architectural depth on multi-tenant Kubernetes control planes.
+
+### Fixed
+- **Video Metadata Accuracy**: Corrected a significant metadata mismatch where the GitOps Guide to the Galaxy playlist was mislabeled as "Kubernetes: The Documentary".
+- **Inventory Precision**: Synchronized `data/inventory.yaml` with corrected video identities and professional summaries.
+
+## [[2.0.3]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.3) - 2026-05-25
+
+### Changed
+- **AI Navigation Simplification**: Renamed the "AI and Artificial Intelligence" category to just **AI** in the V2 portal to eliminate redundancy and improve UI density.
+- **Documentation Alignment**: Updated `GEMINI.md` to reflect the standardized "AI Dimension" naming convention.
+
 ## [[2.0.2]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.2) - 2026-05-24

 ### Added
@@ -245,11 +245,14 @@ To maintain the integrity of the archive and ensure the AI agents operate correc

 1.  **Branch Hierarchy**:
    *   `master`: Read-only for contributors/bots. Restricted to repository owner only.
-    *   `develop`: The only valid target for Pull Requests.
-2.  **Pull Request Policy**:
-    *   AI agents MUST always target `develop`.
-    *   Manual contributions (human PRs) targeting `master` must be automatically or manually redirected to `develop`.
-3.  **Owner-Only Merges**: Only the repository owner has the authority to merge `develop` into `master` after verifying the visual health dashboard and metrics.
+    *   `develop`: The only valid target for direct AI commits and Pull Requests.
+2.  **Strict Pull Request Policy (No Manual Merges)**:
+    *   AI agents MUST always target `develop` for their work.
+    *   AI agents MUST NEVER perform manual CLI merges (e.g., `git merge develop`) into `master` or `main`.
+    *   To promote changes to `master`, AI agents MUST open a formal Pull Request from `develop` to `master` (e.g., using `gh pr create`) and **STOP**, waiting for the repository owner to review and merge via the GitHub UI. This ensures CI/CD workflows run correctly.
+3.  **Owner-Only Merges & Tagging**:
+    *   Only the repository owner has the authority to merge `develop` into `master` after verifying the visual health dashboard and metrics.
+    *   Creation of version tags (`git tag`) MUST only occur AFTER the PR has been successfully merged into `master` by the owner.

 ## 📝 README Synchronization & Maintenance Protocols

@@ -345,27 +348,27 @@ The bot must rotate between profiles to avoid detection:
        - **OpenGraph Social Cards**: The V2 Portal MUST generate dynamic social sharing cards for every page using the `social` plugin to maximize ecosystem engagement.
        - **Dependency Guard (Dependabot)**: Automated monitoring of Python and GitHub Action dependencies is mandatory. Any security vulnerability MUST be addressed via prioritized bot-generated PRs.

-    - **AI and Artificial Intelligence Dimension**: Renamed from "Intelligent Control Plane" for better industry alignment.
+    - **AI Dimension**: Renamed from "Intelligent Control Plane" for better industry alignment.
    - **Zero-to-Hero Grouping**: Implemented complexity-based levels (Fundamentals to Architect) for high-density learning paths.
    - **Special Assets Logic**: Integrated data/special_assets.yaml to ensure exhaustive preservation of critical lists (Introduction, YAML, Awesome repos).
 *   **May 2026**: **Modernization of CI/CD, MkDocs Features, and UI (Cyber Cloud)**:
    - **Native GitHub Pages**: Migrated deployment to use native artifacts instead of the `gh-pages` branch for improved security and speed.
    - **CI/CD Caching**: Implemented `cache: pip` via `requirements.txt` to significantly speed up build times.
    - **V2 Elite Cyber Cloud Aesthetic**: Upgraded UI with high-contrast pure black backgrounds, neon cyan accents, advanced glassmorphism, and hover glow effects.
+    - **Visual Identity Modernization**: Replaced the legacy car favicon with a new modern "Gemini construction car" PNG (`favicon-car-modern.png`) to improve search engine appearance and brand consistency.
    - **MkDocs Features Enabled**: Activated native Privacy Plugin (GDPR compliance), Pruned Navigation (performance), Social Cards in V1, Code Copy, Tab Sync, and Tooltips.
    - **Announce Banner**: Added a global announcement banner to V1 directing users to the V2 Elite Portal.
    - **Resilient Architectural Refinements (Phase 2)**:
        - **Fast-Track V2 Elite Builder**: Optimized the builder to run sequentially for maximum stability and simplicity, bypassing the overhead of distributed systems.
-        - **Pip Caching**: Implemented `cache: pip` across all 5 workflows to drastically reduce startup times and compute minutes.
-        - **Contribution Template (PR Guardian)**: Enforced strict GEMINI mandate compliance at the PR creation stage via `PULL_REQUEST_TEMPLATE.md`.
-        - **Exponential Backoff Resilience**: Upgraded the `call_gemini_with_retry` engine with the `tenacity` library, allowing intelligent pausing (4s, 8s, 16s) to gracefully absorb 429 Rate Limits before triggering the ultimate exit code 42 Circuit Breaker.
-        - **Ultra-Fast V2 Render Mode**: Optimized the `render-and-pr` stage of the V2 pipeline (`--render-only`) to implement an absolute short-circuit, completely bypassing redundant HTTP health checks, GitHub API metadata fetching, and AI agent evaluation loops. This leverages the pre-computed YAML inventory to assemble the portal instantaneously.
-        - **Flash-First Architecture Transition (May 2026)**:
-            - **Throughput Optimization**: Successfully transitioned to a Flash-First architecture, increasing Fast-Track batch sizes to 100 resources.
-            - **Resilience Hardening**: Improved error handling to ensure Rate-Limit (429) events trigger the Circuit Breaker instead of silent loops, preserving API integrity.
-            - **Efficiency Gains**: Reduced expected execution time for 10k+ resources by >60% through optimized RPM/TPM management and strategic safety delays.
-
-
+        - **Workflow Hardening (Race Condition Fix)**: Implemented a mandatory `git pull --rebase` strategy across all automated bots to prevent concurrent push failures.
+        - **Ultra-Visible Branding**: Standardized on a minimalist Cyan "N" favicon (`favicon-ultra.png`) and restored the original hero car imagery to the V2 index.
+        - **O'Reilly Journey Builder**: Refined the O'Reilly-style technical hierarchy in the V2 portal to ensure a logical knowledge progression from foundations to advanced internals.
+        - **Platinum SEO Mitigation**: Implemented a "Smart 404" rescue system and a **Hybrid SEO-First Architecture** that preserves V1 at the root while redirecting human traffic to the V2 Elite Portal.
+        *   **May 2026**: **Hybrid SEO-First Architecture Reversion**:
+        - **V1 Restoration (Root)**: Restored the V1 Archive to the root (`/`) to protect historical deep-links and SEO authority.
+        - **V2 Relocation (/v2/)**: Moved the Elite Portal to a dedicated subdirectory.
+        - **Smart Root Redirect**: Implemented an automatic meta-refresh in the root `index.html` to guide human visitors to the V2 experience without breaking search engine indices.
+        - **V1 Fallback (/v1/)**: Duplicated the archive to `/v1/` for explicit navigation.
 - **V2 Index Metrics Protocol**: The "Knowledge Architecture and AI Coverage Status" report in the V2 index MUST include a direct comparison between V1 and V2 inventory. This report MUST display: 1. **V1 Base Inventory** (Total resources in the master archive), 2. **V2 Elite Selection** (Count of candidates and the resulting density ratio), 3. **AI Enrichment Coverage**, and 4. **GitHub Metadata Coverage**. This ensures transparency in the knowledge distillation process.
 - **Redundancy-Free Branding**: To ensure professional UI density, the V2 Portal header MUST NOT repeat the "Nubenetes" brand. The title MUST follow the pattern: "Nubenetes Elite Portal (V2) | Awesome Kubernetes and Cloud".
 - **Decoupled Workflow Architecture**: The Agentic V2 ecosystem MUST utilize a decoupled micro-workflow structure (Health Monitor, Metadata Engine, AI Curator, and Publisher) to optimize compute quotas and minimize Gemini token consumption. Any update to the V2 rendering logic MUST use the `--render-only` flag in the Publisher pipeline to maintain execution speed.
@@ -133,14 +133,14 @@ Additionally, as of May 2026, Nubenetes has reached the **Platinum Operational T
 ## 2. Repository Metrics and Evolution

 ### 2.1. The "Heart" of Nubenetes
-(Stats as of 2026-05-24)
+(Stats as of 2026-05-27)

 <!-- HEART_STATS_START -->
 | Metric | Value |
 | :--- | :--- |
-| **Total Technical Resources (Links)** | **17980+** |
+| **Total Technical Resources (Links)** | **17996+** |
 | **Specialized MD Pages** | **161** |
-| **Total Commits** | **5399+** |
+| **Total Commits** | **5566+** |
 | **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 | 1840 | 7,599 | **Agentic AI Surge** (May 2026 Inception) |
+| 9 | 2026 | 2007 | 8,288 | **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, 7599]
-    bar [350, 142, 2046, 531, 402, 30, 53, 5, 1840]
+    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 8288]
+    bar [350, 142, 2046, 531, 402, 30, 53, 5, 2007]
 ```
 <!-- ANNUAL_CHART_END -->

@@ -204,7 +204,7 @@ xychart-beta
 | Month | Commits | Est. New Refs | Status |
 | :--- | :---: | :---: | :--- |
 | 2026-04 | 25 | 103 | Active Curation |
-| 2026-05 | 1815 | 7,495 | **Agentic Inception (Gemini Era)** |
+| 2026-05 | 1982 | 8,185 | **Agentic Inception (Gemini Era)** |
 <!-- MONTHLY_SURGE_END -->

 ### 2.4. Content Distribution and Semantic Clustering
@@ -217,7 +217,7 @@ This chart shows the high-level distribution across the primary domains of Cloud
 <!-- PILLAR_CHART_START -->
 ```mermaid
 pie title Nubenetes Major Ecosystem Pillars
-    "Specialized Topics" : 3580
+    "Specialized Topics" : 3596
    "Kubernetes Ecosystem" : 3500
    "Developer Ecosystem" : 3000
    "Public/Private Cloud" : 2500
@@ -238,8 +238,8 @@ Reflecting Nubenetes' mission of global access while maintaining technical Engli
 <!-- SUB_ECO_CHART_START -->
 ```mermaid
 pie title Linguistic Diversity (Global Access)
-    "English" : 16182
-    "Spanish" : 1078
+    "English" : 16196
+    "Spanish" : 1079
    "French" : 179
    "Others" : 539
 ```
@@ -340,12 +340,14 @@ Nubenetes operates with two distinct editions to serve different engineering nee

 ### 5.1. V1: The Exhaustive Archive
 - **Purpose:** Preservation of all technical knowledge since 2018.
- **Scope:** 17,000+ links across 160+ pages.
+- **SEO Guard:** Deployed at the domain root (`/`) to preserve 6+ years of historical backlinks and deep-links.
+- **Fallback Access:** Also available at [nubenetes.com/v1/](https://nubenetes.com/v1/).
 - **Source of Truth:** The `docs/` directory.
- **Deployment:** [nubenetes.com](https://nubenetes.com)

 ### 5.2. V2: The Agentic Elite Edition
 - **Purpose:** A high-density, enterprise-grade portal for the modern Cloud Native ecosystem (2026 and beyond).
+- **Default Experience:** Deployed at `/v2/`.
+- **Root Redirection:** The root `index.html` automatically redirects human visitors to this portal.
 - **Algorithm:** Uses the **Incremental Elite Engine** to select and classify top-tier resources.
 - **Aesthetic:** "Cyber Cloud" styling (pure black backgrounds, neon cyan accents, advanced glassmorphism).
 - **Visual Standards (Elite Hierarchy):**
@@ -760,7 +762,7 @@ Maintainers can manually trigger and tune workflows via the GitHub Actions UI. T
 | **04** | **Elite Portal** | [**04.1. V2 Publisher**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/agentic_v2_publish.yml) | `restore_cache` | ==FALSE== | Restores inventory from GHA cache. |
 | | | [**04.2. Emergency V2 PR Generator**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/agentic_v2_pr_only.yml) | `restore_cache` | ==FALSE== | Restores inventory from GHA cache. |
 | **05** | **Metrics** | [**05.1. README Automated Sync**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/readme_sync.yml) | N/A | ==AUTO== | Updates metrics and TOC upon `develop` push. |
-| **06** | **Deployment** | [**06.1. GitHub Pages Deploy**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/main.yml) | N/A | ==MASTER== | Native GH Pages deployment from stable artifacts. |
+| **06** | **Deployment** | [**06.1. Final Portal Deploy**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/06.deploy_final.yml) | N/A | ==MASTER== | Native GH Pages deployment from stable artifacts. |
 | **07** | **Quality Gate**| [**07.1. PR Guardian AI**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/pr_guardian.yml) | N/A | ==AUTO== | Agentic pre-submit validation for PR compliance. |
 | | | [**07.2. Markdown Linter**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/markdown_linter.yml) | N/A | ==AUTO== | Validates HMTL/Markdown syntax (ignores MD051/MD013). |
 | **08** | **Maintenance**| [**08.1. Branch Lifecycle Cleanup**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/cleanup_merged_branches.yml) | N/A | ==CRON== | Deletes remote branches merged into `develop`. |
@@ -903,10 +905,11 @@ graph LR
    B --> D["V2 Vision Engine"]
    B --> Z["README Sync"]
    D --> E["V2 Update (develop)"]
-    E --> M["Sync to 'master'"]
-    M --> C["Pip Cache & CI/CD Build"]
+    M["Sync to 'master'"] --> C["Pip Cache & CI/CD Build"]
    C --> F["Upload Pages Artifact"]
-    F --> G["Native Deploy to nubenetes.com"]
+    F --> G["Native Deploy: V1 (Root/SEO), V2 (/v2/), V1 Fallback (/v1/)"]
+    G --> H["Inject Root Redirect to /v2/"]
+    Z --> B
    Z --> B
 ```

@@ -1000,7 +1003,7 @@ To maintain transparency and ease of navigation, all key configuration, database
 - **Link Rules:** [`data/link_rules.yaml`](data/link_rules.yaml) - Defines strictness for URL transformations and deep-link preservation.
 - **Curation Sources:** [`data/curation_sources.yaml`](data/curation_sources.yaml) - Defines monitored X.com accounts and technical topics.
 - **Special Assets:** [`data/special_assets.yaml`](data/special_assets.yaml) - VIP logic orchestration.
- **Site Config:** [V1 (mkdocs.yml)](mkdocs.yml), [V2 (v2-mkdocs.yml)](v2-mkdocs.yml).
+- **Site Config:** [V1 (mkdocs.yml)](mkdocs.yml), [V2 (v2-mkdocs.yml)](v2-mkdocs.yml). Uses `favicon-ultra.png` for visibility and `hero-car.png` for branding.

 ### 13.2. Centralized Metadata Databases
 - **Global Inventory:** [`data/inventory.yaml`](data/inventory.yaml) - The "System Memory" containing all link metadata (years, stars, descriptions, and audit history).
@@ -1016,7 +1019,7 @@ To maintain transparency and ease of navigation, all key configuration, database
 - **04.1. V2 Publisher:** [**V2 Publisher**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/agentic_v2_publish.yml) — Automatic V2 portal generation (Fast-Track rendering).
 - **04.2. Emergency PR Generator:** [**Emergency V2 PR Generator**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/agentic_v2_pr_only.yml) — Data recovery off-ramp.
 - **05.1. README Metrics Sync:** [**README Automated Sync**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/readme_sync.yml) — Automatic TOC and metric synchronization.
- **06.1. Deployment Pipeline:** [**GitHub Pages Deploy**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/main.yml) — Native GitHub Pages artifact deployment.
+- **06.1. Deployment Pipeline:** [**Final Portal Deploy**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/06.deploy_final.yml) — Native GitHub Pages artifact deployment (V1 Root / V2 Subdirectory).
 - **07.1. PR Guardian AI:** [**PR Guardian AI**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/pr_guardian.yml) — Agentic PR compliance auditor.
 - **07.2. Markdown Validator:** [**Markdown Linter**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/markdown_linter.yml) — Syntax and rendering safety gate.
 - **08.1. Branch Lifecycle:** [**Branch Lifecycle Cleanup**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/cleanup_merged_branches.yml) — Bi-monthly remote branch cleanup.
@@ -1082,3 +1085,4 @@ The technical resources (links, articles, videos) curated in this archive are th

 ### 15.3. Legal Disclaimer
 The information provided in this repository is for educational and professional reference purposes only. While our Agentic AI ensures high-fidelity curation, users should verify production configurations against official vendor documentation (AWS, Red Hat, CNCF) before deployment.
+r educational and professional reference purposes only. While our Agentic AI ensures high-fidelity curation, users should verify production configurations against official vendor documentation (AWS, Red Hat, CNCF) before deployment.
@@ -64629,6 +64629,7 @@ https://docs.gitlab.com/releases:
  - '[COMMUNITY-TOOL]'
  v2_locations:
  - cicd-kubernetes-plugins.md
+  - git.md
 https://docs.gitlab.com/runner/install/openshift.html:
  content_hash: N/A
  description: ''
@@ -97582,7 +97583,7 @@ https://github.com/gravitational/teleport:
  stars: 0
  status: online
  tags:
-  - '[COMMUNITY-TOOL]'
+  - '[DE FACTO STANDARD]'
  title: Teleport 🌟
  v1_locations:
  - docs/kubernetes-tools.md
@@ -110222,6 +110223,7 @@ https://github.com/openshift/installer:
  - docs/openshift.md
  v2_locations:
  - openshift.md
+  - ocp4.md
  year: N/A
 https://github.com/openshift/installer/blob/main/docs/user/aws/README.md:
  content_hash: 26cfbf4e2965b9721356c3f494cf99f2e5629e7680fdedfd2766663b397756f2
@@ -230542,6 +230544,7 @@ https://www.dynatrace.com/solutions/observability-for-developers:
  v2_locations:
  - qa.md
  - kubernetes-based-devel.md
+  - kubernetes-operators-controllers.md
  year: '2021'
 https://www.dynatrace.com/solutions/observability-for-developers/-development-machines-part-5:
  health_score: 64.0
@@ -232017,6 +232020,7 @@ https://www.f5.com/products/nginx:
  - web-servers.md
  - ansible.md
  - linux.md
+  - faq.md
  year: '2026'
 https://www.f5.com/products/nginx/resources/library/complete-nginx-cookbook:
  health_score: 64.0
@@ -261352,6 +261356,7 @@ https://www.redhat.com/en/blog:
  v2_locations:
  - kubernetes-backup-migrations.md
  - ocp4.md
+  - demos.md
 https://www.redhat.com/en/blog/11-manager-considerations:
  content_hash: 13cb72b8e114393e0501597b039b3a8f603e5de870aa10ae0156f1b6269f4bc3
  health_score: 100.0
@@ -273758,6 +273763,7 @@ https://www.techtarget.com/searchcio/answer/ITPro-Today-Network-Computing-IoT-Wo
  - kubernetes-alternatives.md
  - devops.md
  - kubernetes-on-premise.md
+  - securityascode.md
  year: '2024'
 https://www.techtarget.com/searchcloudcomputing/answer/Amazon-ECS-vs-Kubernetes-Which-should-you-use-on-AWS:
  ai_summary: A comprehensive comparison outlining the structural and operational
@@ -282118,12 +282124,14 @@ https://www.youtube.com/embed/videoseries?si=fJvBV63-mjQ6S-Ht&amp;list=PL7sEPiUb
  video_order: 26
  year: N/A
 https://www.youtube.com/embed/videoseries?si=zdATyq_E2wXN7AC6&amp;list=PLbMP1JcGBmSGKO8UreWpOBOhCqilejhtd:
-  ai_summary: This video series explores the architectural origins of Kubernetes,
-    detailing its transition from Google's centralized Borg system to an open, extensible,
-    and API-driven control plane. Understanding these foundational distributed systems
-    patterns is crucial for platform engineers in 2026 to effectively design resilient,
-    multi-cluster orchestration strategies.
-  category: Fundamentals and Documentaries
+  ai_summary: 'Every other Thursday at 3pm ET hosts Hilliary Lipsig and Jonathan Rickard
+    dive into everything in the GitOps universe, from solutions to common problems
+    in end-to-end CICD pipelines, to creating Git workflows. This series explores
+    how GitOps enhances modern application delivery and discusses the latest news
+    around best practices and Cloud Native architecture.
+
+    '
+  category: Architecture and Cloud Strategy
  description: Featured video in the Top Videos & Clips section.
  health_score: 100.0
  is_enriched: true
@@ -282131,11 +282139,219 @@ https://www.youtube.com/embed/videoseries?si=zdATyq_E2wXN7AC6&amp;list=PLbMP1JcG
  last_checked: 0.0
  stars: 0
  status: online
-  technology: Kubernetes
-  title: 'Kubernetes: The Documentary'
+  technology: GitOps
+  title: GitOps Guide to the Galaxy
  v1_locations: []
  video_order: 23
  year: N/A
+https://www.youtube.com/embed/LiSb82Lug7M:
+  ai_summary: 'This session from the GitOps Guide to the Galaxy deconstructs the architecture
+    of Hosted Control Planes (HCP), also known as HyperShift. It explores how HCP
+    decouples the Kubernetes control plane from worker nodes, hosting it as a scalable
+    workload on a management cluster to drastically reduce operational overhead, improve
+    provisioning speed, and optimize resource utilization. For 2026 platform engineering,
+    mastering this pattern is essential for managing large-scale, multi-tenant Kubernetes
+    fleets with high-density efficiency and strong isolation.
+
+    '
+  category: Architecture and Cloud Strategy
+  description: Featured video in the Top Videos & Clips section.
+  health_score: 100.0
+  is_enriched: true
+  is_featured_video: true
+  last_checked: 0.0
+  stars: 0
+  status: online
+  technology: Hosted Control Planes
+  title: 'GitOps Guide to the Galaxy: Hosted Control Planes (HyperShift)'
+  v1_locations: []
+  video_order: 24
+  year: N/A
+https://www.youtube.com/embed/6eBSHbLKuN0:
+  ai_summary: 'This technical session explores the architecture and implementation
+    of Claude Code, Anthropic''s agentic CLI designed for autonomous, multi-step engineering
+    tasks. It details how the tool leverages the Model Context Protocol (MCP) to integrate
+    with external data sources and documentation, enabling a self-healing development
+    cycle where the agent autonomously reads code, executes shell commands, and iterates
+    through test-driven development (TDD) loops. For 2026 platform engineers, mastering
+    these agentic workflows is critical for scaling complex refactoring, managing
+    cognitive load in large-scale repositories, and establishing robust human-in-the-loop
+    (HITL) governance for AI-driven infrastructure operations.
+
+    '
+  category: AI and Future Operations
+  description: Featured video in the Top Videos & Clips section.
+  health_score: 100.0
+  is_enriched: true
+  is_featured_video: true
+  last_checked: 0.0
+  stars: 0
+  status: online
+  technology: Claude Code
+  title: Mastering Claude Code in 30 minutes
+  v1_locations: []
+  video_order: 25
+  year: N/A
+https://www.youtube.com/embed/9vM4p9NN0Ts:
+  ai_summary: 'This Stanford CS229 technical deep-dive deconstructs the transition
+    from raw autoregressive language models to instruction-tuned assistants, focusing
+    on the systems orchestration required for 2026 AI infrastructure. It explores
+    critical patterns in tokenization (BPE/Sub-word), parameter-efficient fine-tuning
+    (PEFT/LoRA), and the shift from RLHF to Direct Preference Optimization (DPO) to
+    simplify model alignment pipelines. For cloud architects, the lecture provides
+    a foundational framework for optimizing the "Compute-to-Token" ratio and managing
+    memory constraints (KV Cache) in distributed distributed inference environments,
+    while advocating for LLM-as-a-Judge automated evaluation loops for scalable model
+    governance.
+
+    '
+  category: AI and Future Operations
+  description: Featured video in the Top Videos & Clips section.
+  health_score: 100.0
+  is_enriched: true
+  is_featured_video: true
+  last_checked: 0.0
+  stars: 0
+  status: online
+  technology: LLM Architecture & Post-Training
+  title: 'Stanford CS229: Building Large Language Models (LLMs)'
+  v1_locations: []
+  video_order: 26
+  year: N/A
+https://www.youtube.com/embed/QBqRAMVTmwE:
+  ai_summary: 'Azure Verified Modules (AVM) is the official Microsoft infrastructure-as-code
+    module library for both Bicep and Terraform. This session explores how AVM standardizes
+    deployments according to the Azure Well-Architected Framework by default, shipping
+    with high-impact security defaults like zone redundancy and disabled public IPs.
+    It introduces Spec-Driven Development with GitHub Copilot using the "Spec Kit"
+    (an 8-step framework from constitution to implementation). By turning non-deterministic
+    AI prompts into reliable, repeatable builds, architects can leverage AI as a trusted
+    foundation for secure and compliant Azure workload orchestration.
+
+    '
+  category: Architecture and Cloud Strategy
+  description: Featured video in the Top Videos & Clips section.
+  health_score: 100.0
+  is_enriched: true
+  is_featured_video: true
+  last_checked: 0.0
+  stars: 0
+  status: online
+  technology: Azure Verified Modules (AVM)
+  title: Building Secure, Well‑Architected Azure Workloads with Azure Verified Modules
+    and GitHub Copilot
+  v1_locations: []
+  video_order: 27
+  year: N/A
+https://www.youtube.com/@ITOpsTalk:
+  content_hash: ''
+  description: IT Pro & Operations content from Microsoft's Azure Infrastructure Advocacy
+    team. Video series, screencast demos, exam prep, product team interviews, shows
+    and more.
+  health_score: 100.0
+  last_checked: 0.0
+  status: online
+  title: ITOpsTalk
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+https://www.youtube.com/@googlecloudtech:
+  content_hash: ''
+  description: Official channel for Google Cloud. It features technical tutorials,
+    product updates, and insights into AI, data analytics, infrastructure, and security.
+  health_score: 100.0
+  last_checked: 0.0
+  status: online
+  title: Google Cloud Tech
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+https://www.youtube.com/@GoogleGemini:
+  content_hash: ''
+  description: Official channel for Google Gemini, focusing on the latest advancements
+    and applications of Gemini AI models.
+  health_score: 100.0
+  last_checked: 0.0
+  status: online
+  title: Google Gemini
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+https://www.youtube.com/@googledeepmind:
+  content_hash: ''
+  description: Official channel for Google DeepMind, showcasing research and breakthroughs
+    in artificial intelligence.
+  health_score: 100.0
+  last_checked: 0.0
+  status: online
+  title: Google DeepMind
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+https://www.youtube.com/@anthropic-ai:
+  content_hash: ''
+  description: Official channel for Anthropic, focusing on AI safety and the development
+    of Claude AI.
+  health_score: 100.0
+  last_checked: 0.0
+  status: online
+  title: Anthropic
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+https://www.youtube.com/@Microsoft.Copilot:
+  content_hash: ''
+  description: Official channel for Microsoft Copilot, highlighting AI-powered productivity
+    tools and features.
+  health_score: 100.0
+  last_checked: 0.0
+  status: online
+  title: Microsoft Copilot
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+https://www.youtube.com/OpenAI:
+  content_hash: ''
+  description: Official channel for OpenAI, the research and deployment company behind
+    GPT-4 and ChatGPT.
+  health_score: 100.0
+  last_checked: 0.0
+  status: online
+  title: OpenAI
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+https://www.youtube.com/@aiatmeta:
+  content_hash: ''
+  description: Official channel for Meta AI, sharing news and research on Meta's artificial
+    intelligence initiatives.
+  health_score: 100.0
+  last_checked: 0.0
+  status: online
+  title: Meta AI
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+https://www.youtube.com/@Playwrightdev:
+  content_hash: ''
+  description: Official channel for Playwright, the open-source framework for reliable
+    end-to-end testing for modern web apps.
+  health_score: 100.0
+  last_checked: 0.0
+  status: online
+  title: Playwright
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
 https://www.youtube.com/kubernetescommunity:
  content_hash: 5654ed1b031bb525606fadef419e20044ee5e80a0915535c7ae4e75f0c909d9d
  health_score: 100.0
@@ -288894,3 +289110,70 @@ https://…:
  v2_locations:
  - kubernetes-troubleshooting.md
  year: N/A
+https://www.youtube.com/embed/Tr4onEST70I:
+  is_featured_video: true
+  is_enriched: true
+  video_order: 28
+  category: Architecture and Cloud Strategy
+  technology: OpenShift
+  stars: 0
+  status: online
+  health_score: 100.0
+  last_checked: 0.0
+  year: '2026'
+  description: Featured video in the Top Videos & Clips section.
+  v1_locations: []
+  title: Fran Heeran, Red Hat | Red Hat Summit 2026
+  ai_summary: In this Red Hat Summit 2026 interview, Fran Heeran details how telecommunications
+    providers are shifting from heavily siloed infrastructure to unified cloud-native
+    architectures. By leveraging OpenShift Virtualization, telcos can centrally manage
+    both legacy virtual machines and modern containers across core networks and the
+    far edge, accelerating deployments up to 50%. This unified architecture additionally
+    enables sovereign cloud offerings and closed-loop network automation by feeding
+    AI outputs directly into Ansible-driven remediation workflows.
+https://www.youtube.com/embed/niuJpAKyb7c:
+  is_featured_video: true
+  is_enriched: true
+  video_order: 29
+  category: Developer Productivity
+  technology: VS Code
+  stars: 0
+  status: online
+  health_score: 100.0
+  last_checked: 0.0
+  year: '2023'
+  description: Featured video in the Top Videos & Clips section.
+  v1_locations: []
+  title: 'Remote VS Code with Dev Tunnels: access the editor from your browser'
+  ai_summary: 'In this tutorial, Gisela Torres explains the architecture and application
+    of VS Code Dev Tunnels to enable secure remote access to local development environments.
+    Dev Tunnels establish a secure, encrypted connection to VS Code without requiring
+    complex VPNs or firewall modifications, allowing developers to connect from any
+    web browser or secondary editor instance. For 2026 developer productivity, this
+    simplifies remote workspace orchestration and collaborative debugging in cloud-native
+    platforms. [SPANISH CONTENT]
+
+    '
+https://www.youtube.com/embed/videoseries?list=PLmsFUfdnGr3w9BdWjQGAwV7UPW0kspwOp:
+  is_featured_video: true
+  is_enriched: true
+  video_order: 30
+  category: AI and Future Operations
+  technology: Agentic DevOps
+  stars: 0
+  status: online
+  health_score: 100.0
+  last_checked: 0.0
+  year: '2025'
+  description: Featured video series in the Top Videos & Clips section.
+  v1_locations: []
+  title: Agentic DevOps Live
+  ai_summary: 'This official live series explores the paradigm shift from traditional
+    CI/CD pipelines to autonomous, agent-driven operations (Agentic DevOps). It covers
+    technical deep-dives into Azure SRE Agents for automated root cause analysis and
+    proactive reliability, GitHub Copilot App Mod Agents for modernizing legacy systems
+    at scale, and AI-powered workflows across GitHub and Azure DevOps. Essential for
+    platform engineers designing self-healing environments and scalable human-in-the-loop
+    AI governance in 2026.
+
+    '
@@ -24,7 +24,7 @@ special_assets:

 # Navigation Renaming
 dimension_renaming:
-  "Intelligent Control Plane": "AI and Artificial Intelligence"
+  "Intelligent Control Plane": "AI"

 # Advanced Classification Rules for V2
 v2_learning_paths:
@@ -0,0 +1,429 @@
+# Nubenetes YouTube Channel Mosaic Categorization Map
+# This file defines the visual grouping of YouTube channels displayed on the homepage.
+categories:
+  - id: "ai_advanced_tech"
+    name: "AI & Advanced Tech"
+    channels:
+      - title: "Google Gemini"
+        url: "https://www.youtube.com/@GoogleGemini"
+        image: "images/google_gemini_logo.png"
+      - title: "Google DeepMind"
+        url: "https://www.youtube.com/@googledeepmind"
+        image: "images/google_deepmind_logo.png"
+      - title: "Anthropic"
+        url: "https://www.youtube.com/@anthropic-ai"
+        image: "images/anthropic_logo.png"
+      - title: "OpenAI"
+        url: "https://www.youtube.com/OpenAI"
+        image: "images/openai_logo.png"
+      - title: "Meta AI"
+        url: "https://www.youtube.com/@aiatmeta"
+        image: "images/meta_ai_logo.png"
+      - title: "Microsoft Copilot"
+        url: "https://www.youtube.com/@Microsoft.Copilot"
+        image: "images/microsoft_copilot_logo.png"
+      - title: "Microsoft Reactor"
+        url: "https://www.youtube.com/@MicrosoftReactor"
+        image: "images/microsoft_reactor_logo.png"
+      - title: "dotcsv"
+        url: "https://www.youtube.com/@DotCSV"
+        image: "images/dotcsv.jpg"
+
+  - id: "cloud_providers"
+    name: "Cloud Providers & Core Infrastructure"
+    channels:
+      - title: "aws videos"
+        url: "https://www.youtube.com/c/amazonwebservices"
+        image: "images/aws_logo.jpg"
+      - title: "azure videos"
+        url: "https://www.youtube.com/c/MicrosoftAzure"
+        image: "images/azure_logo.jpg"
+      - title: "gcp videos"
+        url: "https://www.youtube.com/user/googlecloudplatform"
+        image: "images/gcp_logo.jpg"
+      - title: "gcp videos new"
+        url: "https://www.youtube.com/@googlecloudtech"
+        image: "images/gcp_logo_v2.png"
+      - title: "ibm cloud videos"
+        url: "https://www.youtube.com/c/IBMTechnology"
+        image: "images/ibm_cloud_logo.jpg"
+      - title: "oraclecloud videos"
+        url: "https://www.youtube.com/c/OracleCloudInfrastructure"
+        image: "images/oracle_cloud_logo.jpg"
+      - title: "digitalocean videos"
+        url: "https://www.youtube.com/c/Digitalocean"
+        image: "images/digital_ocean_logo.jpg"
+      - title: "cloudflare"
+        url: "https://www.youtube.com/cloudflare"
+        image: "images/cloudflare_logo.jpg"
+      - title: "scaleway cloud"
+        url: "https://www.youtube.com/c/Scaleway-Cloud"
+        image: "images/scaleway_cloud.jpg"
+      - title: "openstack"
+        url: "https://www.youtube.com/c/OpenStackFoundation"
+        image: "images/openstack_logo.jpg"
+      - title: "alibaba cloud"
+        url: "https://www.youtube.com/c/AlibabaCloud"
+        image: "images/alibaba_cloud.jpg"
+      - title: "linode cloud"
+        url: "https://www.youtube.com/c/linode"
+        image: "images/linode_cloud.jpg"
+      - title: "gaia-x"
+        url: "https://www.youtube.com/channel/UCB5WMc2FfrxKzfd7XIODoMw"
+        image: "images/gaia_x.jpg"
+      - title: "kyndryl"
+        url: "https://www.youtube.com/@kyndryl"
+        image: "images/kyndryl_logo.jpg"
+
+  - id: "cloud_native_kubernetes"
+    name: "Cloud Native Platforms & Kubernetes"
+    channels:
+      - title: "cncf videos"
+        url: "https://www.youtube.com/c/cloudnativefdn"
+        image: "images/cncf_logo.jpg"
+      - title: "kubernetes logo"
+        url: "https://www.youtube.com/kubernetescommunity"
+        image: "images/kubernetes_logo.png"
+      - title: "redhat videos"
+        url: "https://www.youtube.com/c/redhat"
+        image: "images/redhat_logo.jpg"
+      - title: "openshift videos"
+        url: "https://www.youtube.com/c/OpenShift"
+        image: "images/openshift_logo.jpg"
+      - title: "rancher logo"
+        url: "https://www.youtube.com/c/Rancher"
+        image: "images/rancher-logo.jpg"
+      - title: "vmware tanzu logo"
+        url: "https://www.youtube.com/c/VMwareTanzu"
+        image: "images/vmware_tanzu_logo.jpg"
+      - title: "argocd project"
+        url: "https://www.youtube.com/channel/UCOvYmppcbOPm1viN6ust3lA"
+        image: "images/argoproj.jpg"
+      - title: "fluxcd"
+        url: "https://www.youtube.com/channel/UCoZxt-YMhGHb20ZkvcCc5KA"
+        image: "images/fluxcd.jpg"
+      - title: "keptn"
+        url: "https://www.youtube.com/c/keptn"
+        image: "images/keptn_logo.jpg"
+      - title: "netbox"
+        url: "https://www.youtube.com/@NetBoxLabs"
+        image: "images/netboxlabs_logo.jpg"
+      - title: "kubefm"
+        url: "https://www.youtube.com/@kubefm"
+        image: "images/kubefm_logo.jpg"
+      - title: "container days"
+        url: "https://www.youtube.com/c/ContainerDays"
+        image: "images/containerdays.jpg"
+      - title: "tetrate"
+        url: "https://www.youtube.com/c/Tetrate"
+        image: "images/tetrate_logo.jpg"
+
+  - id: "devops_cicd_iac"
+    name: "DevOps, CI/CD, IaC & GitOps"
+    channels:
+      - title: "docker videos"
+        url: "https://www.youtube.com/c/DockerIo"
+        image: "images/docker_logo.jpg"
+      - title: "cloudbees videos"
+        url: "https://www.youtube.com/c/CloudBeesTV"
+        image: "images/cloudbees_logo.jpg"
+      - title: "jenkins videos"
+        url: "https://www.youtube.com/c/jenkinscicd"
+        image: "images/jenkins-logo.jpg"
+      - title: "jenkins-x videos"
+        url: "https://www.youtube.com/channel/UCN2kblPjXKMcjjVYmwvquvg"
+        image: "images/jenkins_x_logo.jpg"
+      - title: "spinnaker videos"
+        url: "https://www.youtube.com/channel/UCcxQbw8kT1-FRhFhO2QCetg"
+        image: "images/spinnaker_logo.jpg"
+      - title: "harhicorp videos"
+        url: "https://www.youtube.com/c/HashiCorp"
+        image: "images/hashicorp_logo.jpg"
+      - title: "pulumi videos"
+        url: "https://www.youtube.com/c/PulumiTV"
+        image: "images/pulumi_logo.jpg"
+      - title: "Azure Terraformer"
+        url: "https://www.youtube.com/@azure-terraformer"
+        image: "images/azure-terraformer.jpg"
+      - title: "Ned in the Cloud"
+        url: "https://www.youtube.com/@NedintheCloud"
+        image: "images/nedinthecloud.jpg"
+      - title: "github videos"
+        url: "https://www.youtube.com/c/GitHub"
+        image: "images/github_logo.jpg"
+      - title: "gitlab video"
+        url: "https://www.youtube.com/c/Gitlab"
+        image: "images/gitlab_logo.jpg"
+      - title: "gitkraken"
+        url: "https://www.youtube.com/c/Gitkraken"
+        image: "images/gitkraken_logo.jpg"
+      - title: "atlassian videos"
+        url: "https://www.youtube.com/c/Atlassian"
+        image: "images/atlassian_logo.jpg"
+      - title: "postman videos"
+        url: "https://www.youtube.com/c/postman"
+        image: "images/postman_logo.jpg"
+      - title: "swagger videos"
+        url: "https://www.youtube.com/c/Smartbear"
+        image: "images/smartbear_swagger_logo.jpg"
+      - title: "jfrog"
+        url: "https://www.youtube.com/c/JFrogInc"
+        image: "images/jfrog_logo.jpg"
+      - title: "sonatype"
+        url: "https://www.youtube.com/c/Sonatypeinc"
+        image: "images/sonatype_logo.jpg"
+      - title: "sonarsource sonarqube"
+        url: "https://www.youtube.com/channel/UCS5-gTYteN9rnFd98YxYtrA"
+        image: "images/sonarsource_logo.jpg"
+      - title: "ContinuousDeliveryFoundation"
+        url: "https://www.youtube.com/c/ContinuousDeliveryFoundation"
+        image: "images/ContinuousDeliveryFoundation.jpg"
+      - title: "azure devops"
+        url: "https://www.youtube.com/c/AzureDevOps"
+        image: "images/azure_devops_youtube.jpg"
+
+  - id: "observability_databases_storage"
+    name: "Observability, Databases & Cloud Storage"
+    channels:
+      - title: "prometheus videos"
+        url: "https://www.youtube.com/c/PrometheusIo"
+        image: "images/prometheus_logo.jpg"
+      - title: "grafana videos"
+        url: "https://www.youtube.com/c/Grafana"
+        image: "images/grafana_logo.jpg"
+      - title: "istio videos"
+        url: "https://www.youtube.com/c/Istio"
+        image: "images/istio_logo.jpg"
+      - title: "elastic videos"
+        url: "https://www.youtube.com/c/Elastic"
+        image: "images/elasticsearch_logo.jpg"
+      - title: "dynatrace videos"
+        url: "https://www.youtube.com/c/dynatrace"
+        image: "images/dynatrace_logo.jpg"
+      - title: "appdynamics videos"
+        url: "https://www.youtube.com/c/appdynamics"
+        image: "images/appdynamics_logo.jpg"
+      - title: "newrelic videos"
+        url: "https://www.youtube.com/c/NewRelicInc"
+        image: "images/newrelic_logo.jpg"
+      - title: "tigera calico"
+        url: "https://www.youtube.com/channel/UC8uN3yhpeBeerGNwDiQbcgw"
+        image: "images/tigera_calico_logo.jpg"
+      - title: "weavecloud"
+        url: "https://www.youtube.com/c/WeaveWorksInc"
+        image: "images/weavecloud_logo.jpg"
+      - title: "crunchydata"
+        url: "https://www.youtube.com/c/CrunchyDataPostgres"
+        image: "images/crunchydata_logo.jpg"
+      - title: "liquibase video"
+        url: "https://www.youtube.com/channel/UC5qMsRjObu685rTBq0PJX8w"
+        image: "images/liquibase_logo.jpg"
+      - title: "cockroachdb"
+        url: "https://www.youtube.com/c/cockroachdb"
+        image: "images/cockroachdb_logo.jpg"
+      - title: "mongodb"
+        url: "https://www.youtube.com/c/MongoDBofficial"
+        image: "images/mongodb_logo.jpg"
+      - title: "redis"
+        url: "https://www.youtube.com/c/Redisinc"
+        image: "images/redis_logo.jpg"
+      - title: "confluent video"
+        url: "https://www.youtube.com/c/Confluent"
+        image: "images/confluent_logo.jpg"
+      - title: "kubemq video"
+        url: "https://www.youtube.com/channel/UCud7fErZAyMC6lHT_cWZNfA"
+        image: "images/kubemq_logo.jpg"
+      - title: "openebs"
+        url: "https://www.youtube.com/channel/UC3ywadaAUQ1FI4YsHZ8wa0g"
+        image: "images/openebs_logo.jpg"
+      - title: "storageos"
+        url: "https://www.youtube.com/channel/UCm63IQg81KP9vXRWSHQpu1w"
+        image: "images/storageos_logo.jpg"
+      - title: "robin"
+        url: "https://www.youtube.com/channel/UCt7N400Z8gB_3yKq1qrjP2w"
+        image: "images/robin_logo.jpg"
+      - title: "portworx"
+        url: "https://www.youtube.com/c/Portworx"
+        image: "images/portworx_logo.jpg"
+
+  - id: "dev_testing_collab"
+    name: "Development, Testing & Collaboration"
+    channels:
+      - title: "vscode videos"
+        url: "https://www.youtube.com/c/Code"
+        image: "images/vscode_logo.jpg"
+      - title: "Playwright"
+        url: "https://www.youtube.com/@Playwrightdev"
+        image: "images/playwright_logo.png"
+      - title: "chrome developers videos"
+        url: "https://www.youtube.com/c/GoogleChromeDevelopers"
+        image: "images/chromedevtools_logo.jpg"
+      - title: "mozilla developer"
+        url: "https://www.youtube.com/c/MozillaDeveloper"
+        image: "images/mozilla_developer_logo.jpg"
+      - title: "rh devel"
+        url: "https://www.youtube.com/c/RedHatDevelopers"
+        image: "images/rh_developer_logo.jpg"
+      - title: "spring logo"
+        url: "https://www.youtube.com/user/SpringSourceDev"
+        image: "images/spring-logo.jpg"
+      - title: "quarkus logo"
+        url: "https://www.youtube.com/c/Quarkusio"
+        image: "images/quarkus-logo.jpg"
+      - title: "lightbend videos"
+        url: "https://www.youtube.com/c/Lightbend-TV"
+        image: "images/lightbend_logo.jpg"
+      - title: "lambdatest"
+        url: "https://www.youtube.com/c/LambdaTest"
+        image: "images/lambdatest.jpg"
+      - title: "rocket_chat"
+        url: "https://www.youtube.com/c/RocketChatApp"
+        image: "images/rocket_chat_logo.jpg"
+      - title: "slack"
+        url: "https://www.youtube.com/c/Slackhq"
+        image: "images/slack_logo.jpg"
+      - title: "mattermost"
+        url: "https://www.youtube.com/c/MattermostHQ"
+        image: "images/mattermost_logo.jpg"
+      - title: "microsoft365"
+        url: "https://www.youtube.com/c/microsoft365"
+        image: "images/microsoft_365_logo.jpg"
+      - title: "openproject"
+        url: "https://www.youtube.com/c/OpenProjectCommunity"
+        image: "images/openproject_logo.jpg"
+
+  - id: "learning_influencers_communities"
+    name: "Tech E-Learning, Influencers & Communities"
+    channels:
+      - title: "cloud academy"
+        url: "https://www.youtube.com/c/Cloudacademy"
+        image: "images/cloud_academy_logo.jpg"
+      - title: "acloudguru"
+        url: "https://www.youtube.com/c/AcloudGuru"
+        image: "images/acloudguru_logo.jpg"
+      - title: "devops_tv"
+        url: "https://www.youtube.com/c/Devopsdotcom"
+        image: "images/devops_tv_logo.jpg"
+      - title: "xebialabs"
+        url: "https://www.youtube.com/c/XebiaLabs"
+        image: "images/xebialabs_logo.jpg"
+      - title: "devops library"
+        url: "https://www.youtube.com/c/Devopslibrary"
+        image: "images/devops_library_logo.jpg"
+      - title: "codecademy"
+        url: "https://www.youtube.com/c/codecademy"
+        image: "images/codecademy.jpg"
+      - title: "coursera"
+        url: "https://www.youtube.com/user/coursera"
+        image: "images/coursera_logo.jpg"
+      - title: "academind"
+        url: "https://www.youtube.com/c/Academind"
+        image: "images/academind_logo.jpg"
+      - title: "guru99"
+        url: "https://www.youtube.com/c/guru99comm"
+        image: "images/guru99_logo.jpg"
+      - title: "intellipaat"
+        url: "https://www.youtube.com/c/Intellipaat"
+        image: "images/intellipaat_logo.jpg"
+      - title: "cloud quick POCs"
+        url: "https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ"
+        image: "images/cloudquickpocs.jpg"
+      - title: "thetips4you"
+        url: "https://www.youtube.com/c/Thetips4you"
+        image: "images/thethips4you.jpg"
+      - title: "cloud learnhub"
+        url: "https://www.youtube.com/channel/UC57acx8sCmE7uFHfVMvIlNg"
+        image: "images/cloud_learn_hub.jpg"
+      - title: "John Savill"
+        url: "https://www.youtube.com/c/NTFAQGuy"
+        image: "images/John_Savill.jpg"
+      - title: "microservice factory"
+        url: "https://www.youtube.com/channel/UCorFV-WGnajyfNu4zPI0AAA"
+        image: "images/microservice_factory.jpg"
+      - title: "kubedb appscode"
+        url: "https://www.youtube.com/c/AppsCodeInc"
+        image: "images/kubedb_logo.jpg"
+      - title: "devops toolkit"
+        url: "https://www.youtube.com/c/DevOpsToolkit"
+        image: "images/devops_toolkit.jpg"
+      - title: "ansible pilot"
+        url: "https://www.youtube.com/c/AnsiblePilot"
+        image: "images/ansiblepilot.jpg"
+      - title: "codelytv"
+        url: "https://www.youtube.com/CodelyTV"
+        image: "images/codelytv_logo.jpg"
+      - title: "pelado nerd"
+        url: "https://www.youtube.com/c/PeladoNerd"
+        image: "images/pelado_nerd.jpg"
+      - title: "hola mundo"
+        url: "https://www.youtube.com/c/HolaMundoDev"
+        image: "images/hola_mundo.jpg"
+      - title: "javier garzas"
+        url: "https://www.youtube.com/c/JavierGarz%C3%A1s"
+        image: "images/jgarzas.jpg"
+      - title: "london IAC"
+        url: "https://www.youtube.com/c/LondonIAC"
+        image: "images/londonIAC.jpg"
+      - title: "techworld nana"
+        url: "https://www.youtube.com/c/TechWorldwithNana"
+        image: "images/techworld_nana.jpg"
+      - title: "honeypot"
+        url: "https://www.youtube.com/c/Honeypotio"
+        image: "images/honeypot.jpg"
+      - title: "Ali Spittel"
+        url: "https://www.youtube.com/c/AliSpittelDev"
+        image: "images/aspittel.jpg"
+      - title: "thomas maurer"
+        url: "https://www.youtube.com/c/ThomasMaurerCloud"
+        image: "images/thomas_maurer.jpg"
+      - title: "freecodecamp"
+        url: "https://www.youtube.com/c/Freecodecamp"
+        image: "images/freecodecamp.jpg"
+      - title: "thenewstack"
+        url: "https://www.youtube.com/c/TheNewStack"
+        image: "images/thenewstack.jpg"
+      - title: "the cloud girl"
+        url: "https://www.youtube.com/c/priyankavergadia"
+        image: "images/thecloudgirl.jpg"
+      - title: "tina huang"
+        url: "https://www.youtube.com/c/TinaHuang1"
+        image: "images/tinahuang.jpg"
+      - title: "azure cloud native"
+        url: "https://www.youtube.com/channel/UC2Pk9GcHhlVV0R9CQIU6gLw"
+        image: "images/azure_cloud_native.jpg"
+      - title: "gps"
+        url: "https://www.youtube.com/c/MadeByGPS"
+        image: "images/gps.jpg"
+      - title: "anais urlichs"
+        url: "https://www.youtube.com/c/AnaisUrlichs"
+        image: "images/anais_urlichs.jpg"
+      - title: "the digital life"
+        url: "https://www.youtube.com/c/TheDigitalLifeTech"
+        image: "images/the_digital_life.jpg"
+      - title: "Tech with Helen"
+        url: "https://www.youtube.com/@techwithhelen"
+        image: "images/techwithhelen.jpg"
+      - title: "bytebytego"
+        url: "https://www.youtube.com/@ByteByteGo"
+        image: "images/bytebytego.jpg"
+      - title: "midulive"
+        url: "https://www.youtube.com/@midulive"
+        image: "images/midulive.jpg"
+      - title: "returngis"
+        url: "https://www.youtube.com/@returngis"
+        image: "images/returngis_logo.jpg"
+      - title: "Olena Kutsenko"
+        url: "https://www.youtube.com/@OlenaKutsenko"
+        image: "images/olena_kutsenko.jpg"
+      - title: "mouredev"
+        url: "https://www.youtube.com/@mouredev"
+        image: "images/mouredev.jpg"
+      - title: "CloudNativeMadrid"
+        url: "https://www.youtube.com/@CloudNativeMadrid"
+        image: "images/cloudnativemadrid_logo.jpg"
+      - title: "itopstalk"
+        url: "https://www.youtube.com/@ITOpsTalk"
+        image: "images/itopstalk_logo.png"
+      - title: "dzone"
+        url: "https://www.youtube.com/c/dzone"
+        image: "images/dzone_logo.jpg"
@@ -0,0 +1,11 @@
+<!DOCTYPE html>
+<html lang=en>
+  <meta charset=utf-8>
+  <meta name=viewport content="initial-scale=1, minimum-scale=1, width=device-width">
+  <title>Error 400 (Bad Request)!!1</title>
+  <style>
+    *{margin:0;padding:0}html,code{font:15px/22px arial,sans-serif}html{background:#fff;color:#222;padding:15px}body{margin:7% auto 0;max-width:390px;min-height:180px;padding:30px 0 15px}* > body{background:url(//www.google.com/images/errors/robot.png) 100% 5px no-repeat;padding-right:205px}p{margin:11px 0 22px;overflow:hidden}ins{color:#777;text-decoration:none}a img{border:0}@media screen and (max-width:772px){body{background:none;margin-top:0;max-width:none;padding-right:0}}#logo{background:url(//www.google.com/images/branding/googlelogo/1x/googlelogo_color_150x54dp.png) no-repeat;margin-left:-5px}@media only screen and (min-resolution:192dpi){#logo{background:url(//www.google.com/images/branding/googlelogo/2x/googlelogo_color_150x54dp.png) no-repeat 0% 0%/100% 100%;-moz-border-image:url(//www.google.com/images/branding/googlelogo/2x/googlelogo_color_150x54dp.png) 0}}@media only screen and (-webkit-min-device-pixel-ratio:2){#logo{background:url(//www.google.com/images/branding/googlelogo/2x/googlelogo_color_150x54dp.png) no-repeat;-webkit-background-size:100% 100%}}#logo{display:inline-block;height:54px;width:150px}
+  </style>
+  <a href=//www.google.com/><span id=logo aria-label=Google></span></a>
+  <p><b>400.</b> <ins>That’s an error.</ins>
+  <p>Your client has issued a malformed or illegal request.  <ins>That’s all we know.</ins>
@@ -0,0 +1,14 @@
+<svg width="256" height="256" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg">
+  <!-- Solid Black Background for Maximum Contrast (X.com Style) -->
+  <rect width="256" height="256" fill="#000000"/>
+  
+  <!-- Ultra-Bold "N" (Nubenetes) designed for 16x16 clarity -->
+  <g fill="#00E5FF">
+    <!-- Left Vertical Bar -->
+    <rect x="20" y="20" width="65" height="216"/>
+    <!-- Right Vertical Bar -->
+    <rect x="171" y="20" width="65" height="216"/>
+    <!-- Massive Diagonal -->
+    <path d="M20 20 L85 20 L236 236 L171 236 Z"/>
+  </g>
+</svg>
@@ -0,0 +1,46 @@
+<svg width="512" height="512" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg">
+  <defs>
+    <linearGradient id="cyberGradient" x1="0%" y1="0%" x2="100%" y2="100%">
+      <stop offset="0%" style="stop-color:#00E5FF;stop-opacity:1" />
+      <stop offset="100%" style="stop-color:#00838F;stop-opacity:1" />
+    </linearGradient>
+    <filter id="glow">
+      <feGaussianBlur stdDeviation="5" result="coloredBlur"/>
+      <feMerge>
+        <feMergeNode in="coloredBlur"/>
+        <feMergeNode in="SourceGraphic"/>
+      </feMerge>
+    </filter>
+  </defs>
+  <!-- Futuristic Cloud-Vehicle Base -->
+  <path d="M100 350 Q 50 350 50 300 Q 50 250 100 250 L 120 200 Q 150 120 250 120 Q 350 120 380 200 L 400 250 Q 450 250 450 300 Q 450 350 400 350 Z" 
+        fill="url(#cyberGradient)" 
+        filter="url(#glow)"/>
+  
+  <!-- Kubernetes Steering Wheel as Front Wheel -->
+  <g transform="translate(140, 350) scale(0.6)">
+    <circle cx="0" cy="0" r="80" fill="#0D1117" stroke="#FFFFFF" stroke-width="15"/>
+    <g stroke="#FFFFFF" stroke-width="12" stroke-linecap="round">
+      <line x1="0" y1="-80" x2="0" y2="80" transform="rotate(0)"/>
+      <line x1="0" y1="-80" x2="0" y2="80" transform="rotate(51.4)"/>
+      <line x1="0" y1="-80" x2="0" y2="80" transform="rotate(102.8)"/>
+      <line x1="0" y1="-80" x2="0" y2="80" transform="rotate(154.2)"/>
+    </g>
+    <circle cx="0" cy="0" r="25" fill="#FFFFFF"/>
+  </g>
+
+  <!-- Kubernetes Steering Wheel as Rear Wheel -->
+  <g transform="translate(360, 350) scale(0.6)">
+    <circle cx="0" cy="0" r="80" fill="#0D1117" stroke="#FFFFFF" stroke-width="15"/>
+    <g stroke="#FFFFFF" stroke-width="12" stroke-linecap="round">
+      <line x1="0" y1="-80" x2="0" y2="80" transform="rotate(0)"/>
+      <line x1="0" y1="-80" x2="0" y2="80" transform="rotate(51.4)"/>
+      <line x1="0" y1="-80" x2="0" y2="80" transform="rotate(102.8)"/>
+      <line x1="0" y1="-80" x2="0" y2="80" transform="rotate(154.2)"/>
+    </g>
+    <circle cx="0" cy="0" r="25" fill="#FFFFFF"/>
+  </g>
+  
+  <!-- "N" Tech Detail -->
+  <text x="220" y="280" font-family="Arial, sans-serif" font-size="100" font-weight="bold" fill="#0D1117" opacity="0.8">N</text>
+</svg>
@@ -0,0 +1,10 @@
+<svg width="256" height="256" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg">
+  <!-- Solid High-Contrast Background (LinkedIn/GitHub Style) -->
+  <rect width="256" height="256" rx="48" fill="#0D1117"/>
+  
+  <!-- Bold Stylized "N" (Nubenetes) with Cyan Accent -->
+  <path d="M70 190V66L140 135V66H186V190L116 121V190H70Z" fill="#00E5FF"/>
+  
+  <!-- Subtle Cloud Curve at the bottom for Cloud Context -->
+  <path d="M116 190H186V170C186 160 178 152 168 152H134C124 152 116 160 116 170V190Z" fill="#00E5FF" opacity="0.3"/>
+</svg>
@@ -1,7 +1,7 @@
 # Nubenetes: Awesome Kubernetes & Cloud [![Awesome](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)

 !!! tip "Nubenetes V2: Agentic Elite Edition is now live!"
-    Looking for a high-density, AI-curated experience? Explore our [**V2 Elite Portal**](/v2) - Optimized for 2026 Architectural Standards.
+    Looking for a high-density, AI-curated experience? Explore our [**V2 Elite Portal**](/v2/) - Optimized for 2026 Architectural Standards.

 A curated list of awesome references collected since 2018. Microservices architectures rely on DevOps practices, automation, CI/CD (Continuous Integration & Delivery), and API-focused designs.

@@ -340,18 +340,47 @@ A curated list of awesome references collected since 2018. Microservices archite
 ---
 <center markdown="1">

-[![docker videos](images/docker_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/DockerIo) [![cncf videos](images/cncf_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/cloudnativefdn) [![kubernetes logo](images/kubernetes_logo.jpg){: style="width:7%"}](https://www.youtube.com/kubernetescommunity) [![redhat videos](images/redhat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/redhat) [![openshift videos](images/openshift_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenShift) [![rancher logo](images/rancher-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Rancher) [![cloudbees videos](images/cloudbees_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/CloudBeesTV) [![jenkins videos](images/jenkins-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/jenkinscicd) [![jenkins-x videos](images/jenkins_x_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCN2kblPjXKMcjjVYmwvquvg) [![spinnaker videos](images/spinnaker_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCcxQbw8kT1-FRhFhO2QCetg) [![vmware tanzu logo](images/vmware_tanzu_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/VMwareTanzu)<br/>
-[![ibm cloud videos](images/ibm_cloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/IBMTechnology) [![aws videos](images/aws_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/amazonwebservices) [![gcp videos](images/gcp_logo.jpg){: style="width:7%"}](https://www.youtube.com/user/googlecloudplatform) [![azure videos](images/azure_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MicrosoftAzure) [![oraclecloud videos](images/oracle_cloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OracleCloudInfrastructure) [![digitalocean videos](images/digital_ocean_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Digitalocean) [![cloudflare](images/cloudflare_logo.jpg){: style="width:7%"}](https://www.youtube.com/cloudflare) [![scaleway cloud](images/scaleway_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/Scaleway-Cloud) [![openstack](images/openstack_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenStackFoundation) [![harhicorp videos](images/hashicorp_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/HashiCorp) [![pulumi videos](images/pulumi_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/PulumiTV) <br/>
-[![dzone videos](images/dzone_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/dzone) [![prometheus videos](images/prometheus_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/PrometheusIo) [![grafana videos](images/grafana_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Grafana) [![istio videos](images/istio_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Istio) [![elastic videos](images/elasticsearch_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Elastic) [![dynatrace videos](images/dynatrace_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/dynatrace) [![appdynamics videos](images/appdynamics_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/appdynamics) [![newrelic videos](images/newrelic_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/NewRelicInc) [![tigera calico](images/tigera_calico_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC8uN3yhpeBeerGNwDiQbcgw) [![weavecloud](images/weavecloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/WeaveWorksInc) [![lambdatest](images/lambdatest.jpg){: style="width:7%"}](https://www.youtube.com/c/LambdaTest)<br/>
-[![atlassian videos](images/atlassian_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Atlassian) [![vscode videos](images/vscode_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Code) [![github videos](images/github_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/GitHub) [![gitlab video](images/gitlab_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Gitlab) [![gitkraken](images/gitkraken_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Gitkraken) [![rocketchat videos](images/rocket_chat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/RocketChatApp) [![slack videos](images/slack_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Slackhq) [![mattermost videos](images/mattermost_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MattermostHQ) [![microsoft365](images/microsoft_365_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/microsoft365) [![openproject](images/openproject_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenProjectCommunity) [![tetrate](images/tetrate_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Tetrate)<br/>
-[![rh devel](images/rh_developer_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/RedHatDevelopers) [![spring logo](images/spring-logo.jpg){: style="width:7%"}](https://www.youtube.com/user/SpringSourceDev) [![quarkus logo](images/quarkus-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Quarkusio) [![lightbend videos](images/lightbend_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Lightbend-TV) [![postman videos](images/postman_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/postman) [![swagger videos](images/smartbear_swagger_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Smartbear) [![jfrog](images/jfrog_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/JFrogInc) [![sonatype](images/sonatype_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Sonatypeinc) [![sonarsource sonarqube](images/sonarsource_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCS5-gTYteN9rnFd98YxYtrA) [![chrome developers videos](images/chromedevtools_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/GoogleChromeDevelopers) [![mozilla developer](images/mozilla_developer_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MozillaDeveloper)<br/>
-[![crunchydata](images/crunchydata_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/CrunchyDataPostgres) [![liquibase video](images/liquibase_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC5qMsRjObu685rTBq0PJX8w) [![cockroachdb](images/cockroachdb_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/cockroachdb) [![mongodb](images/mongodb_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MongoDBofficial) [![redis](images/redis_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Redisinc) [![confluent video](images/confluent_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Confluent) [![kubemq video](images/kubemq_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCud7fErZAyMC6lHT_cWZNfA) [![openebs](images/openebs_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC3ywadaAUQ1FI4YsHZ8wa0g) [![storageos](images/storageos_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCm63IQg81KP9vXRWSHQpu1w) [![robin](images/robin_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCt7N400Z8gB_3yKq1qrjP2w) [![portworx](images/portworx_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Portworx)<br/>
-[![cloud academy](images/cloud_academy_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Cloudacademy) [![acloudguru](images/acloudguru_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/AcloudGuru) [![devops_tv](images/devops_tv_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Devopsdotcom) [![xebialabs](images/xebialabs_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/XebiaLabs) [![devops library](images/devops_library_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Devopslibrary) [![codecademy](images/codecademy.jpg){: style="width:7%"}](https://www.youtube.com/c/codecademy) [![coursera](images/coursera_logo.jpg){: style="width:7%"}](https://www.youtube.com/user/coursera) [![academind](images/academind_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Academind) [![guru99](images/guru99_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/guru99comm) [![intellipaat](images/intellipaat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Intellipaat) [![cloud quick POCs](images/cloudquickpocs.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ)<br/>
-[![thetips4you](images/thethips4you.jpg){: style="width:7%"}](https://www.youtube.com/c/Thetips4you) [![cloud learnhub](images/cloud_learn_hub.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC57acx8sCmE7uFHfVMvIlNg) [![John Savill](images/John_Savill.jpg){: style="width:7%"}](https://www.youtube.com/c/NTFAQGuy) [![microservice factory](images/microservice_factory.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCorFV-WGnajyfNu4zPI0AAA) [![kubedb appscode](images/kubedb_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/AppsCodeInc) [![devops toolkit](images/devops_toolkit.jpg){: style="width:7%"}](https://www.youtube.com/c/DevOpsToolkit) [![ansible pilot](images/ansiblepilot.jpg){: style="width:7%"}](https://www.youtube.com/c/AnsiblePilot) [![codelytv](images/codelytv_logo.jpg){: style="width:7%"}](https://www.youtube.com/CodelyTV) [![pelado nerd](images/pelado_nerd.jpg){: style="width:7%"}](https://www.youtube.com/c/PeladoNerd) [![hola mundo](images/hola_mundo.jpg){: style="width:7%"}](https://www.youtube.com/c/HolaMundoDev) [![javier garzas](images/jgarzas.jpg){: style="width:7%"}](https://www.youtube.com/c/JavierGarz%C3%A1s)<br/>
-[![london IAC](images/londonIAC.jpg){: style="width:7%"}](https://www.youtube.com/c/LondonIAC) [![techworld nana](images/techworld_nana.jpg){: style="width:7%"}](https://www.youtube.com/c/TechWorldwithNana) [![honeypot](images/honeypot.jpg){: style="width:7%"}](https://www.youtube.com/c/Honeypotio) [![Ali Spittel](images/aspittel.jpg){: style="width:7%"}](https://www.youtube.com/c/AliSpittelDev) [![thomas maurer](images/thomas_maurer.jpg){: style="width:7%"}](https://www.youtube.com/c/ThomasMaurerCloud) [![freecodecamp](images/freecodecamp.jpg){: style="width:7%"}](https://www.youtube.com/c/Freecodecamp) [![thenewstack](images/thenewstack.jpg){: style="width:7%"}](https://www.youtube.com/c/TheNewStack) [![argocd project](images/argoproj.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCOvYmppcbOPm1viN6ust3lA) [![fluxcd](images/fluxcd.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCoZxt-YMhGHb20ZkvcCc5KA) [![container days](images/containerdays.jpg){: style="width:7%"}](https://www.youtube.com/c/ContainerDays) [![the cloud girl](images/thecloudgirl.jpg){: style="width:7%"}](https://www.youtube.com/c/priyankavergadia)<br/>
-[![ContinuousDeliveryFoundation](images/ContinuousDeliveryFoundation.jpg){: style="width:7%"}](https://www.youtube.com/c/ContinuousDeliveryFoundation) [![tina huang](images/tinahuang.jpg){: style="width:7%"}](https://www.youtube.com/c/TinaHuang1) [![azure devops](images/azure_devops_youtube.jpg){: style="width:7%"}](https://www.youtube.com/c/AzureDevOps) [![azure cloud native](images/azure_cloud_native.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC2Pk9GcHhlVV0R9CQIU6gLw) [![alibaba cloud](images/alibaba_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/AlibabaCloud) [![linode cloud](images/linode_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/linode) [![gaia-x](images/gaia_x.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCB5WMc2FfrxKzfd7XIODoMw) [![gps](images/gps.jpg){: style="width:7%"}](https://www.youtube.com/c/MadeByGPS) [![keptn](images/keptn_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/keptn) [![anais urlichs](images/anais_urlichs.jpg){: style="width:7%"}](https://www.youtube.com/c/AnaisUrlichs) [![the digital life](images/the_digital_life.jpg){: style="width:7%"}](https://www.youtube.com/c/TheDigitalLifeTech)<br/>
-[![Azure Terraformer](images/azure-terraformer.jpg){: style="width:7%"}](https://www.youtube.com/@azure-terraformer) [![Ned in the Cloud](images/nedinthecloud.jpg){: style="width:7%"}](https://www.youtube.com/@NedintheCloud) [![netbox](images/netboxlabs_logo.jpg){: style="width:7%"}](https://www.youtube.com/@NetBoxLabs) [![Tech with Helen](images/techwithhelen.jpg){: style="width:7%"}](https://www.youtube.com/@techwithhelen) [![bytebytego](images/bytebytego.jpg){: style="width:7%"}](https://www.youtube.com/@ByteByteGo) [![dotcsv](images/dotcsv.jpg){: style="width:7%"}](https://www.youtube.com/@DotCSV) [![midulive](images/midulive.jpg){: style="width:7%"}](https://www.youtube.com/@midulive) [![returngis](images/returngis_logo.jpg){: style="width:7%"}](https://www.youtube.com/@returngis) [![kubefm](images/kubefm_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kubefm) [![Olena Kutsenko](images/olena_kutsenko.jpg){: style="width:7%"}](https://www.youtube.com/@OlenaKutsenko) [![mouredev](images/mouredev.jpg){: style="width:7%"}](https://www.youtube.com/@mouredev)<br/>
-[![CloudNativeMadrid](images/cloudnativemadrid_logo.jpg){: style="width:7%"}](https://www.youtube.com/@CloudNativeMadrid) [![kyndryl](images/kyndryl_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kyndryl)
+<div markdown="1" style="border: 1px solid #8b5cf6; border-radius: 8px; padding: 10px; margin: 8px 0; background: rgba(255, 255, 255, 0.01);" title="AI & Advanced Tech">
+
+[![Google Gemini](images/google_gemini_logo.png){: style="width:7%"}](https://www.youtube.com/@GoogleGemini) [![Google DeepMind](images/google_deepmind_logo.png){: style="width:7%"}](https://www.youtube.com/@googledeepmind) [![Anthropic](images/anthropic_logo.png){: style="width:7%"}](https://www.youtube.com/@anthropic-ai) [![OpenAI](images/openai_logo.png){: style="width:7%"}](https://www.youtube.com/OpenAI) [![Meta AI](images/meta_ai_logo.png){: style="width:7%"}](https://www.youtube.com/@aiatmeta) [![Microsoft Copilot](images/microsoft_copilot_logo.png){: style="width:7%"}](https://www.youtube.com/@Microsoft.Copilot) [![Microsoft Reactor](images/microsoft_reactor_logo.png){: style="width:7%"}](https://www.youtube.com/@MicrosoftReactor) [![dotcsv](images/dotcsv.jpg){: style="width:7%"}](https://www.youtube.com/@DotCSV)
+
+</div>
+
+<div markdown="1" style="border: 1px solid #3b82f6; border-radius: 8px; padding: 10px; margin: 8px 0; background: rgba(255, 255, 255, 0.01);" title="Cloud Providers & Core Infrastructure">
+
+[![aws videos](images/aws_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/amazonwebservices) [![azure videos](images/azure_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MicrosoftAzure) [![gcp videos](images/gcp_logo.jpg){: style="width:7%"}](https://www.youtube.com/user/googlecloudplatform) [![gcp videos new](images/gcp_logo_v2.png){: style="width:7%"}](https://www.youtube.com/@googlecloudtech) [![ibm cloud videos](images/ibm_cloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/IBMTechnology) [![oraclecloud videos](images/oracle_cloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OracleCloudInfrastructure) [![digitalocean videos](images/digital_ocean_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Digitalocean) [![cloudflare](images/cloudflare_logo.jpg){: style="width:7%"}](https://www.youtube.com/cloudflare) [![scaleway cloud](images/scaleway_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/Scaleway-Cloud) [![openstack](images/openstack_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenStackFoundation) [![alibaba cloud](images/alibaba_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/AlibabaCloud) [![linode cloud](images/linode_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/linode) [![gaia-x](images/gaia_x.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCB5WMc2FfrxKzfd7XIODoMw) [![kyndryl](images/kyndryl_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kyndryl)
+
+</div>
+
+<div markdown="1" style="border: 1px solid #10b981; border-radius: 8px; padding: 10px; margin: 8px 0; background: rgba(255, 255, 255, 0.01);" title="Cloud Native Platforms & Kubernetes">
+
+[![cncf videos](images/cncf_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/cloudnativefdn) [![kubernetes logo](images/kubernetes_logo.png){: style="width:7%"}](https://www.youtube.com/kubernetescommunity) [![redhat videos](images/redhat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/redhat) [![openshift videos](images/openshift_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenShift) [![rancher logo](images/rancher-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Rancher) [![vmware tanzu logo](images/vmware_tanzu_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/VMwareTanzu) [![argocd project](images/argoproj.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCOvYmppcbOPm1viN6ust3lA) [![fluxcd](images/fluxcd.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCoZxt-YMhGHb20ZkvcCc5KA) [![keptn](images/keptn_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/keptn) [![netbox](images/netboxlabs_logo.jpg){: style="width:7%"}](https://www.youtube.com/@NetBoxLabs) [![kubefm](images/kubefm_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kubefm) [![container days](images/containerdays.jpg){: style="width:7%"}](https://www.youtube.com/c/ContainerDays) [![tetrate](images/tetrate_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Tetrate)
+
+</div>
+
+<div markdown="1" style="border: 1px solid #f59e0b; border-radius: 8px; padding: 10px; margin: 8px 0; background: rgba(255, 255, 255, 0.01);" title="DevOps, CI/CD, IaC & GitOps">
+
+[![docker videos](images/docker_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/DockerIo) [![cloudbees videos](images/cloudbees_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/CloudBeesTV) [![jenkins videos](images/jenkins-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/jenkinscicd) [![jenkins-x videos](images/jenkins_x_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCN2kblPjXKMcjjVYmwvquvg) [![spinnaker videos](images/spinnaker_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCcxQbw8kT1-FRhFhO2QCetg) [![harhicorp videos](images/hashicorp_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/HashiCorp) [![pulumi videos](images/pulumi_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/PulumiTV) [![Azure Terraformer](images/azure-terraformer.jpg){: style="width:7%"}](https://www.youtube.com/@azure-terraformer) [![Ned in the Cloud](images/nedinthecloud.jpg){: style="width:7%"}](https://www.youtube.com/@NedintheCloud) [![github videos](images/github_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/GitHub) [![gitlab video](images/gitlab_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Gitlab) [![gitkraken](images/gitkraken_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Gitkraken) [![atlassian videos](images/atlassian_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Atlassian) [![postman videos](images/postman_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/postman) [![swagger videos](images/smartbear_swagger_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Smartbear) [![jfrog](images/jfrog_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/JFrogInc) [![sonatype](images/sonatype_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Sonatypeinc) [![sonarsource sonarqube](images/sonarsource_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCS5-gTYteN9rnFd98YxYtrA) [![ContinuousDeliveryFoundation](images/ContinuousDeliveryFoundation.jpg){: style="width:7%"}](https://www.youtube.com/c/ContinuousDeliveryFoundation) [![azure devops](images/azure_devops_youtube.jpg){: style="width:7%"}](https://www.youtube.com/c/AzureDevOps)
+
+</div>
+
+<div markdown="1" style="border: 1px solid #ec4899; border-radius: 8px; padding: 10px; margin: 8px 0; background: rgba(255, 255, 255, 0.01);" title="Observability, Databases & Cloud Storage">
+
+[![prometheus videos](images/prometheus_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/PrometheusIo) [![grafana videos](images/grafana_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Grafana) [![istio videos](images/istio_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Istio) [![elastic videos](images/elasticsearch_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Elastic) [![dynatrace videos](images/dynatrace_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/dynatrace) [![appdynamics videos](images/appdynamics_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/appdynamics) [![newrelic videos](images/newrelic_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/NewRelicInc) [![tigera calico](images/tigera_calico_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC8uN3yhpeBeerGNwDiQbcgw) [![weavecloud](images/weavecloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/WeaveWorksInc) [![crunchydata](images/crunchydata_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/CrunchyDataPostgres) [![liquibase video](images/liquibase_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC5qMsRjObu685rTBq0PJX8w) [![cockroachdb](images/cockroachdb_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/cockroachdb) [![mongodb](images/mongodb_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MongoDBofficial) [![redis](images/redis_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Redisinc) [![confluent video](images/confluent_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Confluent) [![kubemq video](images/kubemq_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCud7fErZAyMC6lHT_cWZNfA) [![openebs](images/openebs_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC3ywadaAUQ1FI4YsHZ8wa0g) [![storageos](images/storageos_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCm63IQg81KP9vXRWSHQpu1w) [![robin](images/robin_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCt7N400Z8gB_3yKq1qrjP2w) [![portworx](images/portworx_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Portworx)
+
+</div>
+
+<div markdown="1" style="border: 1px solid #14b8a6; border-radius: 8px; padding: 10px; margin: 8px 0; background: rgba(255, 255, 255, 0.01);" title="Development, Testing & Collaboration">
+
+[![vscode videos](images/vscode_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Code) [![Playwright](images/playwright_logo.png){: style="width:7%"}](https://www.youtube.com/@Playwrightdev) [![chrome developers videos](images/chromedevtools_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/GoogleChromeDevelopers) [![mozilla developer](images/mozilla_developer_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MozillaDeveloper) [![rh devel](images/rh_developer_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/RedHatDevelopers) [![spring logo](images/spring-logo.jpg){: style="width:7%"}](https://www.youtube.com/user/SpringSourceDev) [![quarkus logo](images/quarkus-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Quarkusio) [![lightbend videos](images/lightbend_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Lightbend-TV) [![lambdatest](images/lambdatest.jpg){: style="width:7%"}](https://www.youtube.com/c/LambdaTest) [![rocket_chat](images/rocket_chat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/RocketChatApp) [![slack](images/slack_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Slackhq) [![mattermost](images/mattermost_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MattermostHQ) [![microsoft365](images/microsoft_365_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/microsoft365) [![openproject](images/openproject_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenProjectCommunity)
+
+</div>
+
+<div markdown="1" style="border: 1px solid #64748b; border-radius: 8px; padding: 10px; margin: 8px 0; background: rgba(255, 255, 255, 0.01);" title="Tech E-Learning, Influencers & Communities">
+
+[![cloud academy](images/cloud_academy_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Cloudacademy) [![acloudguru](images/acloudguru_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/AcloudGuru) [![devops_tv](images/devops_tv_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Devopsdotcom) [![xebialabs](images/xebialabs_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/XebiaLabs) [![devops library](images/devops_library_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Devopslibrary) [![codecademy](images/codecademy.jpg){: style="width:7%"}](https://www.youtube.com/c/codecademy) [![coursera](images/coursera_logo.jpg){: style="width:7%"}](https://www.youtube.com/user/coursera) [![academind](images/academind_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Academind) [![guru99](images/guru99_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/guru99comm) [![intellipaat](images/intellipaat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Intellipaat) [![cloud quick POCs](images/cloudquickpocs.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ) [![thetips4you](images/thethips4you.jpg){: style="width:7%"}](https://www.youtube.com/c/Thetips4you) [![cloud learnhub](images/cloud_learn_hub.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC57acx8sCmE7uFHfVMvIlNg) [![John Savill](images/John_Savill.jpg){: style="width:7%"}](https://www.youtube.com/c/NTFAQGuy) [![microservice factory](images/microservice_factory.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCorFV-WGnajyfNu4zPI0AAA) [![kubedb appscode](images/kubedb_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/AppsCodeInc) [![devops toolkit](images/devops_toolkit.jpg){: style="width:7%"}](https://www.youtube.com/c/DevOpsToolkit) [![ansible pilot](images/ansiblepilot.jpg){: style="width:7%"}](https://www.youtube.com/c/AnsiblePilot) [![codelytv](images/codelytv_logo.jpg){: style="width:7%"}](https://www.youtube.com/CodelyTV) [![pelado nerd](images/pelado_nerd.jpg){: style="width:7%"}](https://www.youtube.com/c/PeladoNerd) [![hola mundo](images/hola_mundo.jpg){: style="width:7%"}](https://www.youtube.com/c/HolaMundoDev) [![javier garzas](images/jgarzas.jpg){: style="width:7%"}](https://www.youtube.com/c/JavierGarz%C3%A1s) [![london IAC](images/londonIAC.jpg){: style="width:7%"}](https://www.youtube.com/c/LondonIAC) [![techworld nana](images/techworld_nana.jpg){: style="width:7%"}](https://www.youtube.com/c/TechWorldwithNana) [![honeypot](images/honeypot.jpg){: style="width:7%"}](https://www.youtube.com/c/Honeypotio) [![Ali Spittel](images/aspittel.jpg){: style="width:7%"}](https://www.youtube.com/c/AliSpittelDev) [![thomas maurer](images/thomas_maurer.jpg){: style="width:7%"}](https://www.youtube.com/c/ThomasMaurerCloud) [![freecodecamp](images/freecodecamp.jpg){: style="width:7%"}](https://www.youtube.com/c/Freecodecamp) [![thenewstack](images/thenewstack.jpg){: style="width:7%"}](https://www.youtube.com/c/TheNewStack) [![the cloud girl](images/thecloudgirl.jpg){: style="width:7%"}](https://www.youtube.com/c/priyankavergadia) [![tina huang](images/tinahuang.jpg){: style="width:7%"}](https://www.youtube.com/c/TinaHuang1) [![azure cloud native](images/azure_cloud_native.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC2Pk9GcHhlVV0R9CQIU6gLw) [![gps](images/gps.jpg){: style="width:7%"}](https://www.youtube.com/c/MadeByGPS) [![anais urlichs](images/anais_urlichs.jpg){: style="width:7%"}](https://www.youtube.com/c/AnaisUrlichs) [![the digital life](images/the_digital_life.jpg){: style="width:7%"}](https://www.youtube.com/c/TheDigitalLifeTech) [![Tech with Helen](images/techwithhelen.jpg){: style="width:7%"}](https://www.youtube.com/@techwithhelen) [![bytebytego](images/bytebytego.jpg){: style="width:7%"}](https://www.youtube.com/@ByteByteGo) [![midulive](images/midulive.jpg){: style="width:7%"}](https://www.youtube.com/@midulive) [![returngis](images/returngis_logo.jpg){: style="width:7%"}](https://www.youtube.com/@returngis) [![Olena Kutsenko](images/olena_kutsenko.jpg){: style="width:7%"}](https://www.youtube.com/@OlenaKutsenko) [![mouredev](images/mouredev.jpg){: style="width:7%"}](https://www.youtube.com/@mouredev) [![CloudNativeMadrid](images/cloudnativemadrid_logo.jpg){: style="width:7%"}](https://www.youtube.com/@CloudNativeMadrid) [![itopstalk](images/itopstalk_logo.png){: style="width:7%"}](https://www.youtube.com/@ITOpsTalk) [![dzone](images/dzone_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/dzone)
+
+</div>

 </center>

@@ -1,5 +1,5 @@
 site_name: Nubenetes
-site_url: https://nubenetes.com
+site_url: https://nubenetes.com/
 site_description: A curated list of awesome IT projects and resources. Inspired by the awesome list.
 site_author: nubenetes@gmail.com
 docs_dir: docs/
@@ -13,7 +13,7 @@ theme:
  icon:
    logo: logo
    repo: fontawesome/brands/github
-  favicon: images/favicon-car.png
+  favicon: images/favicon-ultra.png
  palette:
    - scheme: default
      primary: indigo
@@ -85,6 +85,7 @@ markdown_extensions:
  - abbr
  - def_list
 nav:
+  - "🚀 Try Nubenetes V2 (Elite Portal)": https://nubenetes.com/v2/
  - Home: index.md
  - Intro:
    - Microservice Architecture. From Java EE To Cloud Native. Openshift VS Kubernetes: introduction.md
@@ -1,5 +1,5 @@
 site_name: Nubenetes
-site_url: https://nubenetes.com
+site_url: https://nubenetes.com/
 site_description: A curated list of awesome IT projects and resources. Inspired by the awesome list.
 site_author: "Nubenetes"
 docs_dir: docs/
@@ -11,7 +11,7 @@ edit_uri: ""
 theme:
  name: material
  prev_next_buttons_location: both
-  favicon: images/favicon-car.png
+  favicon: images/favicon-ultra.png
  icon:
    logo: logo
    repo: fontawesome/brands/github
@@ -52,6 +52,11 @@ plugins:
  - privacy
  - social:
      cards: true
+      cards_layout_options:
+        background_color: "#263238"
+        font_family: "Inter"
+      custom_dir: "docs/images/"
+      logo: favicon-ultra.png
 extra_css:
  - static/extra.css
 extra_javascript:
@@ -94,7 +99,7 @@ markdown_extensions:
  - abbr
  - def_list
 nav:
-  - "🚀 Try Nubenetes V2 (Elite)": https://nubenetes.com/v2/
+  - "🚀 Try Nubenetes V2 (Elite Portal)": https://nubenetes.com/v2/
  - Home: index.md
  - Intro:
    - Microservice Architecture. From Java EE To Cloud Native. Openshift VS Kubernetes: introduction.md
@@ -1,4 +1,6 @@
-mkdocs-material>=9.5.0
-pymdown-extensions>=10.8.1
+mkdocs-material>=9.7.6
+pymdown-extensions>=10.21.3
 yt-dlp
 youtube-transcript-api
+mkdocs-redirects>=1.2.3
+mkdocs-minify-plugin>=0.8.0
@@ -0,0 +1,91 @@
+import re
+import yaml
+import os
+
+# Map category IDs to outline border colors
+COLOR_MAP = {
+    "ai_advanced_tech": "#8b5cf6",                  # Purple
+    "cloud_providers": "#3b82f6",                   # Blue
+    "cloud_native_kubernetes": "#10b981",           # Emerald Green
+    "devops_cicd_iac": "#f59e0b",                   # Amber Orange
+    "observability_databases_storage": "#ec4899",   # Pink
+    "dev_testing_collab": "#14b8a6",                # Teal
+    "learning_influencers_communities": "#64748b"   # Slate Gray
+}
+
+def build_mosaic_markdown(yaml_path):
+    with open(yaml_path, 'r', encoding='utf-8') as f:
+        data = yaml.safe_load(f)
+
+    lines = []
+    lines.append('<center markdown="1">')
+    lines.append('')  # Mandatory blank line after center tag
+
+    for cat in data['categories']:
+        color = COLOR_MAP.get(cat['id'], '#64748b')
+        
+        # Open category block container
+        # Note: markdown="1" is required inside the HTML tag to process markdown links correctly
+        lines.append(f'<div markdown="1" style="border: 1px solid {color}; border-radius: 8px; padding: 10px; margin: 8px 0; background: rgba(255, 255, 255, 0.01);" title="{cat["name"]}">')
+        lines.append('') # Mandatory blank line after block tag
+        
+        # Channel links
+        chan_links = []
+        for chan in cat['channels']:
+            chan_links.append(f"[![{chan['title']}]({chan['image']}){{: style=\"width:7%\"}}]({chan['url']})")
+        
+        lines.append(" ".join(chan_links))
+        lines.append('')
+        
+        # Close container
+        lines.append('</div>')
+        lines.append('')
+        
+    lines.append('</center>')
+    return "\n".join(lines)
+
+def update_file(file_path, new_mosaic):
+    with open(file_path, 'r', encoding='utf-8') as f:
+        content = f.read()
+
+    # Find the specific <center markdown="1"> block containing "docker videos" or "docker_logo.jpg"
+    start_tag = '<center markdown="1">'
+    end_tag = '</center>'
+    
+    idx = 0
+    found = False
+    while True:
+        start_pos = content.find(start_tag, idx)
+        if start_pos == -1:
+            break
+        end_pos = content.find(end_tag, start_pos)
+        if end_pos == -1:
+            break
+        
+        block = content[start_pos : end_pos + len(end_tag)]
+        if 'docker videos' in block or 'docker_logo.jpg' in block:
+            content = content[:start_pos] + new_mosaic + content[end_pos + len(end_tag):]
+            found = True
+            break
+        idx = start_pos + len(start_tag)
+        
+    if not found:
+        raise ValueError(f"Could not locate the YouTube channels mosaic block in {file_path}")
+    
+    with open(file_path, 'w', encoding='utf-8') as f:
+        f.write(content)
+    print(f"Successfully updated {file_path}")
+
+def main():
+    repo_root = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+    yaml_path = os.path.join(repo_root, 'data', 'youtube_channels_mosaic.yaml')
+    v1_path = os.path.join(repo_root, 'docs', 'index.md')
+    v2_path = os.path.join(repo_root, 'v2-docs', 'index.md')
+
+    new_mosaic = build_mosaic_markdown(yaml_path)
+    
+    update_file(v1_path, new_mosaic)
+    update_file(v2_path, new_mosaic)
+
+if __name__ == '__main__':
+    main()
@@ -31,7 +31,7 @@ class V2VisionEngine:
        
        # 100% Comprehensive 2026 Taxonomy
        self.dimensions = {
-            "AI and Artificial Intelligence": ["ai", "ai-agents-mcp", "chatgpt", "mlops"],
+            "AI": ["ai", "ai-agents-mcp", "chatgpt", "mlops"],
            "Architectural Foundations": ["introduction", "faq", "kubernetes", "linux", "git", "cloud-arch-diagrams", "matrix-table", "other-awesome-lists", "about"],
            "Platform & Site Reliability": ["sre", "devops", "developerportals", "scaffolding", "finops", "chaos-engineering", "performance-testing-with-jenkins-and-jmeter", "project-management-methodology", "project-management-tools", "qa", "test-automation-frameworks", "testops"],
            "Hardened Infrastructure": ["iac", "terraform", "pulumi", "crossplane", "ansible", "securityascode", "kubernetes-security", "aws-security", "oauth", "devsecops", "kustomize", "liquibase", "chef"],
@@ -747,7 +747,7 @@ class V2VisionEngine:
        index_md = (
            "# Nubenetes Elite Portal (V2) | Awesome Kubernetes & Cloud [![Awesome](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)\n\n"
            "<center markdown=\"1\">\n"
-            "[![Banner](images/kubernetes_logo.jpg)](https://kubernetes.io)\n"
+            "[![Kubernetes Logo](images/kubernetes_logo.png)](https://kubernetes.io) &nbsp; [![Nubenetes Introduction](images/hero-car.png)](./introduction.md)\n"
            "</center>\n\n"
            "\"I do not believe you can do today's job with yesterday's methods and be in business tomorrow\" ([Horatio Nelson Jackson](https://en.wikipedia.org/wiki/Horatio_Nelson_Jackson))\n"
            "<center markdown=\"1\">\n\n"
@@ -867,7 +867,7 @@ class V2VisionEngine:
            with open("v2-mkdocs.yml", "r") as f: content = f.read()
            nav = [
                "nav:", 
-                "  - \"🔙 Back to V1 (Exhaustive)\": https://nubenetes.com/", 
+                "  - \"🔙 Back to V1 (Exhaustive)\": https://nubenetes.com/v1/", 
                "  - \"The 2026 Vision\": index.md",
                "  - \"Agentic Video Hub\": videos.md"
            ]
@@ -29,9 +29,24 @@ def generate_v2_videos():
        print("No featured videos found in inventory.")
        return

-    # Sort by Category Order (using the numeric prefix) and then by video_order field
-    # Categories: "1. Fundamentals and Documentaries", "2. Architecture...", etc.
-    featured_videos.sort(key=lambda x: (x["category"], x.get("video_order", 999)))
+    # Logical category order following the O'Reilly learning flow
+    CATEGORY_ORDER = [
+        "Fundamentals and Documentaries",
+        "Architecture and Cloud Strategy",
+        "Infrastructure as Code",
+        "Developer Productivity",
+        "Observability and Monitoring",
+        "Security and Compliance",
+        "AI and Future Operations"
+    ]
+
+    def category_key(cat):
+        try:
+            return CATEGORY_ORDER.index(cat)
+        except ValueError:
+            return len(CATEGORY_ORDER)
+
+    featured_videos.sort(key=lambda x: (category_key(x["category"]), x.get("video_order", 999)))

    def clean_header(text):
        # MANDATE 30: No ampersands, no special characters
@@ -46,6 +61,13 @@ def generate_v2_videos():
        t = text.replace("&", "and").replace("(", "").replace(")", "")
        return t.lower().strip().replace(" ", "-").replace("/", "-").replace(".", "")

+    def is_spanish(title, summary):
+        if "[SPANISH CONTENT]" in summary or "[SPANISH CONTENT]" in title:
+            return True
+        if title.strip().startswith("¿"):
+            return True
+        return False
+
    content = [
        "# 🎥 Nubenetes Elite Video Hub",
        "",
@@ -55,12 +77,25 @@ def generate_v2_videos():
        ""
    ]

-    categories = sorted(list(set(v["category"] for v in featured_videos)))
+    categories = sorted(list(set(v["category"] for v in featured_videos)), key=category_key)
    for idx, cat in enumerate(categories, 1):
        clean_cat = clean_header(cat)
        slug = get_slug(cat)
        content.append(f"{idx}. [{clean_cat}](#{slug})")

+        # Get unique technologies in this category, keeping their relative order based on video_order
+        cat_videos = [v for v in featured_videos if v["category"] == cat]
+        cat_videos.sort(key=lambda x: x.get("video_order", 999))
+        seen_techs = []
+        for v in cat_videos:
+            tech = v.get("technology", "Cloud Native")
+            if tech not in seen_techs:
+                seen_techs.append(tech)
+        for tech in seen_techs:
+            clean_tech = clean_header(f"{tech} ({cat})")
+            tech_slug = get_slug(f"{tech} ({cat})")
+            content.append(f"    - [{clean_tech}](#{tech_slug})")
+
    content.append("")

    for cat in categories:
@@ -68,28 +103,44 @@ def generate_v2_videos():
        slug = get_slug(cat)
        # Use standard headers (MkDocs generates anchors automatically)
        content.append(f"## {clean_cat}")
-        cat_videos = [v for v in featured_videos if v["category"] == cat]
        
-        # Sort by video_order within category
+        cat_videos = [v for v in featured_videos if v["category"] == cat]
        cat_videos.sort(key=lambda x: x.get("video_order", 999))
-
+        
+        # Group videos by technology
+        tech_groups = {}
+        tech_order = []
        for v in cat_videos:
            tech = v.get("technology", "Cloud Native")
-            # Ensure summary is correctly indented for multiline blocks
-            summary = v.get("summary", "").strip()
-            indented_summary = summary.replace("\n", "\n        ")
+            if tech not in tech_groups:
+                tech_groups[tech] = []
+                tech_order.append(tech)
+            tech_groups[tech].append(v)
            
-            # Collapsible block per video for better flow
-            content.append(f"??? note \"🎬 {v['title']} | `{tech}`\"")
-            content.append(f"    !!! info \"Architectural Summary\"")
-            content.append(f"        {indented_summary}")
-            content.append("")
-            content.append('    <center markdown="1">')
-            content.append('')
-            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('')
-            content.append('    </center>')
-            content.append("")
+        for tech in tech_order:
+            clean_tech = clean_header(f"{tech} ({cat})")
+            tech_slug = get_slug(f"{tech} ({cat})")
+            content.append(f"### {clean_tech}")
+            
+            for v in tech_groups[tech]:
+                # Ensure summary is correctly indented for multiline blocks
+                summary = v.get("summary", "").strip()
+                indented_summary = summary.replace("\n", "\n        ")
+                
+                is_sp = is_spanish(v['title'], summary)
+                lang_suffix = " [SPANISH CONTENT]" if is_sp else ""
+                
+                # Collapsible block per video for better flow
+                content.append(f"??? note \"🎬 {v['title']} | `{tech}{lang_suffix}`\"")
+                content.append(f"    !!! info \"Architectural Summary\"")
+                content.append(f"        {indented_summary}")
+                content.append("")
+                content.append('    <center markdown="1">')
+                content.append('')
+                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('')
+                content.append('    </center>')
+                content.append("")

    with open(V2_VIDEOS_PATH, "w") as f:
        f.write("\n".join(content))
@@ -1,7 +1,7 @@
 # AI Agents and Model Context Protocol (MCP) for Kubernetes

 !!! info "Architectural Context"
-    Detailed reference for AI Agents and Model Context Protocol (MCP) for Kubernetes in the context of AI and Artificial Intelligence.
+    Detailed reference for AI Agents and Model Context Protocol (MCP) for Kubernetes in the context of AI.

 ## Standard Reference

@@ -1,7 +1,7 @@
 # Artificial Intelligence

 !!! info "Architectural Context"
-    Detailed reference for Artificial Intelligence in the context of AI and Artificial Intelligence.
+    Detailed reference for Artificial Intelligence in the context of AI.

 ## Standard Reference

@@ -1,7 +1,7 @@
 # ChatGPT

 !!! info "Architectural Context"
-    Detailed reference for ChatGPT in the context of AI and Artificial Intelligence.
+    Detailed reference for ChatGPT in the context of AI.

 ## Standard Reference

@@ -1,7 +1,7 @@
 # Nubenetes Elite Portal (V2) | Awesome Kubernetes & Cloud [![Awesome](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)

 <center markdown="1">
-[![Banner](images/kubernetes_logo.jpg)](https://kubernetes.io)
+[![Kubernetes Logo](images/kubernetes_logo.png)](https://kubernetes.io) &nbsp; [![Nubenetes Introduction](images/hero-car.png)](./introduction.md)
 </center>

 "I do not believe you can do today's job with yesterday's methods and be in business tomorrow" ([Horatio Nelson Jackson](https://en.wikipedia.org/wiki/Horatio_Nelson_Jackson))
@@ -21,26 +21,55 @@
    2. **Standard Layer (Mapped)**: Resources identified as candidates for Elite status but pending deep AI analysis.

    **Current Inventory Coverage:**
-    - **V1 Base Inventory**: 17980 total resources analyzed.
-    - **V2 Elite Selection**: 14172 candidates identified (78.82% density ratio).
-    - **AI Enrichment Coverage**: 2853 / 14172 (20.13%)
+    - **V1 Base Inventory**: 17996 total resources analyzed.
+    - **V2 Elite Selection**: 14181 candidates identified (78.8% density ratio).
+    - **AI Enrichment Coverage**: 2853 / 14181 (20.12%)
    - **GitHub Metadata Coverage**: 1451 / 1763 (82.3%) - *Critical for Maturity Tagging*
    - **Status**: The system is incrementally processing pending resources to complete the knowledge graph.


 <center markdown="1">
-[![docker videos](images/docker_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/DockerIo) [![cncf videos](images/cncf_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/cloudnativefdn) [![kubernetes logo](images/kubernetes_logo.jpg){: style="width:7%"}](https://www.youtube.com/kubernetescommunity) [![redhat videos](images/redhat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/redhat) [![openshift videos](images/openshift_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenShift) [![rancher logo](images/rancher-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Rancher) [![cloudbees videos](images/cloudbees_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/CloudBeesTV) [![jenkins videos](images/jenkins-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/jenkinscicd) [![jenkins-x videos](images/jenkins_x_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCN2kblPjXKMcjjVYmwvquvg) [![spinnaker videos](images/spinnaker_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCcxQbw8kT1-FRhFhO2QCetg) [![vmware tanzu logo](images/vmware_tanzu_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/VMwareTanzu)<br/>
-[![ibm cloud videos](images/ibm_cloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/IBMTechnology) [![aws videos](images/aws_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/amazonwebservices) [![gcp videos](images/gcp_logo.jpg){: style="width:7%"}](https://www.youtube.com/user/googlecloudplatform) [![azure videos](images/azure_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MicrosoftAzure) [![oraclecloud videos](images/oracle_cloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OracleCloudInfrastructure) [![digitalocean videos](images/digital_ocean_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Digitalocean) [![cloudflare](images/cloudflare_logo.jpg){: style="width:7%"}](https://www.youtube.com/cloudflare) [![scaleway cloud](images/scaleway_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/Scaleway-Cloud) [![openstack](images/openstack_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenStackFoundation) [![harhicorp videos](images/hashicorp_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/HashiCorp) [![pulumi videos](images/pulumi_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/PulumiTV) <br/>
-[![dzone videos](images/dzone_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/dzone) [![prometheus videos](images/prometheus_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/PrometheusIo) [![grafana videos](images/grafana_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Grafana) [![istio videos](images/istio_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Istio) [![elastic videos](images/elasticsearch_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Elastic) [![dynatrace videos](images/dynatrace_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/dynatrace) [![appdynamics videos](images/appdynamics_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/appdynamics) [![newrelic videos](images/newrelic_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/NewRelicInc) [![tigera calico](images/tigera_calico_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC8uN3yhpeBeerGNwDiQbcgw) [![weavecloud](images/weavecloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/WeaveWorksInc) [![lambdatest](images/lambdatest.jpg){: style="width:7%"}](https://www.youtube.com/c/LambdaTest)<br/>
-[![atlassian videos](images/atlassian_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Atlassian) [![vscode videos](images/vscode_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Code) [![github videos](images/github_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/GitHub) [![gitlab video](images/gitlab_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Gitlab) [![gitkraken](images/gitkraken_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Gitkraken) [![rocketchat videos](images/rocket_chat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/RocketChatApp) [![slack videos](images/slack_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Slackhq) [![mattermost videos](images/mattermost_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MattermostHQ) [![microsoft365](images/microsoft_365_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/microsoft365) [![openproject](images/openproject_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenProjectCommunity) [![tetrate](images/tetrate_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Tetrate)<br/>
-[![rh devel](images/rh_developer_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/RedHatDevelopers) [![spring logo](images/spring-logo.jpg){: style="width:7%"}](https://www.youtube.com/user/SpringSourceDev) [![quarkus logo](images/quarkus-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Quarkusio) [![lightbend videos](images/lightbend_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Lightbend-TV) [![postman videos](images/postman_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/postman) [![swagger videos](images/smartbear_swagger_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Smartbear) [![jfrog](images/jfrog_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/JFrogInc) [![sonatype](images/sonatype_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Sonatypeinc) [![sonarsource sonarqube](images/sonarsource_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCS5-gTYteN9rnFd98YxYtrA) [![chrome developers videos](images/chromedevtools_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/GoogleChromeDevelopers) [![mozilla developer](images/mozilla_developer_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MozillaDeveloper)<br/>
-[![crunchydata](images/crunchydata_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/CrunchyDataPostgres) [![liquibase video](images/liquibase_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC5qMsRjObu685rTBq0PJX8w) [![cockroachdb](images/cockroachdb_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/cockroachdb) [![mongodb](images/mongodb_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MongoDBofficial) [![redis](images/redis_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Redisinc) [![confluent video](images/confluent_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Confluent) [![kubemq video](images/kubemq_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCud7fErZAyMC6lHT_cWZNfA) [![openebs](images/openebs_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC3ywadaAUQ1FI4YsHZ8wa0g) [![storageos](images/storageos_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCm63IQg81KP9vXRWSHQpu1w) [![robin](images/robin_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCt7N400Z8gB_3yKq1qrjP2w) [![portworx](images/portworx_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Portworx)<br/>
-[![cloud academy](images/cloud_academy_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Cloudacademy) [![acloudguru](images/acloudguru_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/AcloudGuru) [![devops_tv](images/devops_tv_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Devopsdotcom) [![xebialabs](images/xebialabs_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/XebiaLabs) [![devops library](images/devops_library_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Devopslibrary) [![codecademy](images/codecademy.jpg){: style="width:7%"}](https://www.youtube.com/c/codecademy) [![coursera](images/coursera_logo.jpg){: style="width:7%"}](https://www.youtube.com/user/coursera) [![academind](images/academind_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Academind) [![guru99](images/guru99_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/guru99comm) [![intellipaat](images/intellipaat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Intellipaat) [![cloud quick POCs](images/cloudquickpocs.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ)<br/>
-[![thetips4you](images/thethips4you.jpg){: style="width:7%"}](https://www.youtube.com/c/Thetips4you) [![cloud learnhub](images/cloud_learn_hub.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC57acx8sCmE7uFHfVMvIlNg) [![John Savill](images/John_Savill.jpg){: style="width:7%"}](https://www.youtube.com/c/NTFAQGuy) [![microservice factory](images/microservice_factory.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCorFV-WGnajyfNu4zPI0AAA) [![kubedb appscode](images/kubedb_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/AppsCodeInc) [![devops toolkit](images/devops_toolkit.jpg){: style="width:7%"}](https://www.youtube.com/c/DevOpsToolkit) [![ansible pilot](images/ansiblepilot.jpg){: style="width:7%"}](https://www.youtube.com/c/AnsiblePilot) [![codelytv](images/codelytv_logo.jpg){: style="width:7%"}](https://www.youtube.com/CodelyTV) [![pelado nerd](images/pelado_nerd.jpg){: style="width:7%"}](https://www.youtube.com/c/PeladoNerd) [![hola mundo](images/hola_mundo.jpg){: style="width:7%"}](https://www.youtube.com/c/HolaMundoDev) [![javier garzas](images/jgarzas.jpg){: style="width:7%"}](https://www.youtube.com/c/JavierGarz%C3%A1s)<br/>
-[![london IAC](images/londonIAC.jpg){: style="width:7%"}](https://www.youtube.com/c/LondonIAC) [![techworld nana](images/techworld_nana.jpg){: style="width:7%"}](https://www.youtube.com/c/TechWorldwithNana) [![honeypot](images/honeypot.jpg){: style="width:7%"}](https://www.youtube.com/c/Honeypotio) [![Ali Spittel](images/aspittel.jpg){: style="width:7%"}](https://www.youtube.com/c/AliSpittelDev) [![thomas maurer](images/thomas_maurer.jpg){: style="width:7%"}](https://www.youtube.com/c/ThomasMaurerCloud) [![freecodecamp](images/freecodecamp.jpg){: style="width:7%"}](https://www.youtube.com/c/Freecodecamp) [![thenewstack](images/thenewstack.jpg){: style="width:7%"}](https://www.youtube.com/c/TheNewStack) [![argocd project](images/argoproj.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCOvYmppcbOPm1viN6ust3lA) [![fluxcd](images/fluxcd.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCoZxt-YMhGHb20ZkvcCc5KA) [![container days](images/containerdays.jpg){: style="width:7%"}](https://www.youtube.com/c/ContainerDays) [![the cloud girl](images/thecloudgirl.jpg){: style="width:7%"}](https://www.youtube.com/c/priyankavergadia)<br/>
-[![ContinuousDeliveryFoundation](images/ContinuousDeliveryFoundation.jpg){: style="width:7%"}](https://www.youtube.com/c/ContinuousDeliveryFoundation) [![tina huang](images/tinahuang.jpg){: style="width:7%"}](https://www.youtube.com/c/TinaHuang1) [![azure devops](images/azure_devops_youtube.jpg){: style="width:7%"}](https://www.youtube.com/c/AzureDevOps) [![azure cloud native](images/azure_cloud_native.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC2Pk9GcHhlVV0R9CQIU6gLw) [![alibaba cloud](images/alibaba_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/AlibabaCloud) [![linode cloud](images/linode_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/linode) [![gaia-x](images/gaia_x.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCB5WMc2FfrxKzfd7XIODoMw) [![gps](images/gps.jpg){: style="width:7%"}](https://www.youtube.com/c/MadeByGPS) [![keptn](images/keptn_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/keptn) [![anais urlichs](images/anais_urlichs.jpg){: style="width:7%"}](https://www.youtube.com/c/AnaisUrlichs) [![the digital life](images/the_digital_life.jpg){: style="width:7%"}](https://www.youtube.com/c/TheDigitalLifeTech)<br/>
-[![Azure Terraformer](images/azure-terraformer.jpg){: style="width:7%"}](https://www.youtube.com/@azure-terraformer) [![Ned in the Cloud](images/nedinthecloud.jpg){: style="width:7%"}](https://www.youtube.com/@NedintheCloud) [![netbox](images/netboxlabs_logo.jpg){: style="width:7%"}](https://www.youtube.com/@NetBoxLabs) [![Tech with Helen](images/techwithhelen.jpg){: style="width:7%"}](https://www.youtube.com/@techwithhelen) [![bytebytego](images/bytebytego.jpg){: style="width:7%"}](https://www.youtube.com/@ByteByteGo) [![dotcsv](images/dotcsv.jpg){: style="width:7%"}](https://www.youtube.com/@DotCSV) [![midulive](images/midulive.jpg){: style="width:7%"}](https://www.youtube.com/@midulive) [![returngis](images/returngis_logo.jpg){: style="width:7%"}](https://www.youtube.com/@returngis) [![kubefm](images/kubefm_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kubefm) [![Olena Kutsenko](images/olena_kutsenko.jpg){: style="width:7%"}](https://www.youtube.com/@OlenaKutsenko) [![mouredev](images/mouredev.jpg){: style="width:7%"}](https://www.youtube.com/@mouredev)<br/>
-[![CloudNativeMadrid](images/cloudnativemadrid_logo.jpg){: style="width:7%"}](https://www.youtube.com/@CloudNativeMadrid) [![kyndryl](images/kyndryl_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kyndryl)
+<div markdown="1" style="border: 1px solid #8b5cf6; border-radius: 8px; padding: 10px; margin: 8px 0; background: rgba(255, 255, 255, 0.01);" title="AI & Advanced Tech">
+
+[![Google Gemini](images/google_gemini_logo.png){: style="width:7%"}](https://www.youtube.com/@GoogleGemini) [![Google DeepMind](images/google_deepmind_logo.png){: style="width:7%"}](https://www.youtube.com/@googledeepmind) [![Anthropic](images/anthropic_logo.png){: style="width:7%"}](https://www.youtube.com/@anthropic-ai) [![OpenAI](images/openai_logo.png){: style="width:7%"}](https://www.youtube.com/OpenAI) [![Meta AI](images/meta_ai_logo.png){: style="width:7%"}](https://www.youtube.com/@aiatmeta) [![Microsoft Copilot](images/microsoft_copilot_logo.png){: style="width:7%"}](https://www.youtube.com/@Microsoft.Copilot) [![Microsoft Reactor](images/microsoft_reactor_logo.png){: style="width:7%"}](https://www.youtube.com/@MicrosoftReactor) [![dotcsv](images/dotcsv.jpg){: style="width:7%"}](https://www.youtube.com/@DotCSV)
+
+</div>
+
+<div markdown="1" style="border: 1px solid #3b82f6; border-radius: 8px; padding: 10px; margin: 8px 0; background: rgba(255, 255, 255, 0.01);" title="Cloud Providers & Core Infrastructure">
+
+[![aws videos](images/aws_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/amazonwebservices) [![azure videos](images/azure_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MicrosoftAzure) [![gcp videos](images/gcp_logo.jpg){: style="width:7%"}](https://www.youtube.com/user/googlecloudplatform) [![gcp videos new](images/gcp_logo_v2.png){: style="width:7%"}](https://www.youtube.com/@googlecloudtech) [![ibm cloud videos](images/ibm_cloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/IBMTechnology) [![oraclecloud videos](images/oracle_cloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OracleCloudInfrastructure) [![digitalocean videos](images/digital_ocean_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Digitalocean) [![cloudflare](images/cloudflare_logo.jpg){: style="width:7%"}](https://www.youtube.com/cloudflare) [![scaleway cloud](images/scaleway_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/Scaleway-Cloud) [![openstack](images/openstack_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenStackFoundation) [![alibaba cloud](images/alibaba_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/AlibabaCloud) [![linode cloud](images/linode_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/linode) [![gaia-x](images/gaia_x.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCB5WMc2FfrxKzfd7XIODoMw) [![kyndryl](images/kyndryl_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kyndryl)
+
+</div>
+
+<div markdown="1" style="border: 1px solid #10b981; border-radius: 8px; padding: 10px; margin: 8px 0; background: rgba(255, 255, 255, 0.01);" title="Cloud Native Platforms & Kubernetes">
+
+[![cncf videos](images/cncf_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/cloudnativefdn) [![kubernetes logo](images/kubernetes_logo.png){: style="width:7%"}](https://www.youtube.com/kubernetescommunity) [![redhat videos](images/redhat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/redhat) [![openshift videos](images/openshift_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenShift) [![rancher logo](images/rancher-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Rancher) [![vmware tanzu logo](images/vmware_tanzu_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/VMwareTanzu) [![argocd project](images/argoproj.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCOvYmppcbOPm1viN6ust3lA) [![fluxcd](images/fluxcd.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCoZxt-YMhGHb20ZkvcCc5KA) [![keptn](images/keptn_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/keptn) [![netbox](images/netboxlabs_logo.jpg){: style="width:7%"}](https://www.youtube.com/@NetBoxLabs) [![kubefm](images/kubefm_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kubefm) [![container days](images/containerdays.jpg){: style="width:7%"}](https://www.youtube.com/c/ContainerDays) [![tetrate](images/tetrate_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Tetrate)
+
+</div>
+
+<div markdown="1" style="border: 1px solid #f59e0b; border-radius: 8px; padding: 10px; margin: 8px 0; background: rgba(255, 255, 255, 0.01);" title="DevOps, CI/CD, IaC & GitOps">
+
+[![docker videos](images/docker_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/DockerIo) [![cloudbees videos](images/cloudbees_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/CloudBeesTV) [![jenkins videos](images/jenkins-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/jenkinscicd) [![jenkins-x videos](images/jenkins_x_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCN2kblPjXKMcjjVYmwvquvg) [![spinnaker videos](images/spinnaker_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCcxQbw8kT1-FRhFhO2QCetg) [![harhicorp videos](images/hashicorp_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/HashiCorp) [![pulumi videos](images/pulumi_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/PulumiTV) [![Azure Terraformer](images/azure-terraformer.jpg){: style="width:7%"}](https://www.youtube.com/@azure-terraformer) [![Ned in the Cloud](images/nedinthecloud.jpg){: style="width:7%"}](https://www.youtube.com/@NedintheCloud) [![github videos](images/github_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/GitHub) [![gitlab video](images/gitlab_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Gitlab) [![gitkraken](images/gitkraken_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Gitkraken) [![atlassian videos](images/atlassian_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Atlassian) [![postman videos](images/postman_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/postman) [![swagger videos](images/smartbear_swagger_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Smartbear) [![jfrog](images/jfrog_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/JFrogInc) [![sonatype](images/sonatype_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Sonatypeinc) [![sonarsource sonarqube](images/sonarsource_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCS5-gTYteN9rnFd98YxYtrA) [![ContinuousDeliveryFoundation](images/ContinuousDeliveryFoundation.jpg){: style="width:7%"}](https://www.youtube.com/c/ContinuousDeliveryFoundation) [![azure devops](images/azure_devops_youtube.jpg){: style="width:7%"}](https://www.youtube.com/c/AzureDevOps)
+
+</div>
+
+<div markdown="1" style="border: 1px solid #ec4899; border-radius: 8px; padding: 10px; margin: 8px 0; background: rgba(255, 255, 255, 0.01);" title="Observability, Databases & Cloud Storage">
+
+[![prometheus videos](images/prometheus_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/PrometheusIo) [![grafana videos](images/grafana_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Grafana) [![istio videos](images/istio_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Istio) [![elastic videos](images/elasticsearch_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Elastic) [![dynatrace videos](images/dynatrace_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/dynatrace) [![appdynamics videos](images/appdynamics_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/appdynamics) [![newrelic videos](images/newrelic_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/NewRelicInc) [![tigera calico](images/tigera_calico_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC8uN3yhpeBeerGNwDiQbcgw) [![weavecloud](images/weavecloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/WeaveWorksInc) [![crunchydata](images/crunchydata_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/CrunchyDataPostgres) [![liquibase video](images/liquibase_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC5qMsRjObu685rTBq0PJX8w) [![cockroachdb](images/cockroachdb_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/cockroachdb) [![mongodb](images/mongodb_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MongoDBofficial) [![redis](images/redis_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Redisinc) [![confluent video](images/confluent_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Confluent) [![kubemq video](images/kubemq_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCud7fErZAyMC6lHT_cWZNfA) [![openebs](images/openebs_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC3ywadaAUQ1FI4YsHZ8wa0g) [![storageos](images/storageos_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCm63IQg81KP9vXRWSHQpu1w) [![robin](images/robin_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCt7N400Z8gB_3yKq1qrjP2w) [![portworx](images/portworx_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Portworx)
+
+</div>
+
+<div markdown="1" style="border: 1px solid #14b8a6; border-radius: 8px; padding: 10px; margin: 8px 0; background: rgba(255, 255, 255, 0.01);" title="Development, Testing & Collaboration">
+
+[![vscode videos](images/vscode_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Code) [![Playwright](images/playwright_logo.png){: style="width:7%"}](https://www.youtube.com/@Playwrightdev) [![chrome developers videos](images/chromedevtools_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/GoogleChromeDevelopers) [![mozilla developer](images/mozilla_developer_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MozillaDeveloper) [![rh devel](images/rh_developer_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/RedHatDevelopers) [![spring logo](images/spring-logo.jpg){: style="width:7%"}](https://www.youtube.com/user/SpringSourceDev) [![quarkus logo](images/quarkus-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Quarkusio) [![lightbend videos](images/lightbend_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Lightbend-TV) [![lambdatest](images/lambdatest.jpg){: style="width:7%"}](https://www.youtube.com/c/LambdaTest) [![rocket_chat](images/rocket_chat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/RocketChatApp) [![slack](images/slack_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Slackhq) [![mattermost](images/mattermost_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MattermostHQ) [![microsoft365](images/microsoft_365_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/microsoft365) [![openproject](images/openproject_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenProjectCommunity)
+
+</div>
+
+<div markdown="1" style="border: 1px solid #64748b; border-radius: 8px; padding: 10px; margin: 8px 0; background: rgba(255, 255, 255, 0.01);" title="Tech E-Learning, Influencers & Communities">
+
+[![cloud academy](images/cloud_academy_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Cloudacademy) [![acloudguru](images/acloudguru_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/AcloudGuru) [![devops_tv](images/devops_tv_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Devopsdotcom) [![xebialabs](images/xebialabs_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/XebiaLabs) [![devops library](images/devops_library_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Devopslibrary) [![codecademy](images/codecademy.jpg){: style="width:7%"}](https://www.youtube.com/c/codecademy) [![coursera](images/coursera_logo.jpg){: style="width:7%"}](https://www.youtube.com/user/coursera) [![academind](images/academind_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Academind) [![guru99](images/guru99_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/guru99comm) [![intellipaat](images/intellipaat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Intellipaat) [![cloud quick POCs](images/cloudquickpocs.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ) [![thetips4you](images/thethips4you.jpg){: style="width:7%"}](https://www.youtube.com/c/Thetips4you) [![cloud learnhub](images/cloud_learn_hub.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC57acx8sCmE7uFHfVMvIlNg) [![John Savill](images/John_Savill.jpg){: style="width:7%"}](https://www.youtube.com/c/NTFAQGuy) [![microservice factory](images/microservice_factory.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCorFV-WGnajyfNu4zPI0AAA) [![kubedb appscode](images/kubedb_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/AppsCodeInc) [![devops toolkit](images/devops_toolkit.jpg){: style="width:7%"}](https://www.youtube.com/c/DevOpsToolkit) [![ansible pilot](images/ansiblepilot.jpg){: style="width:7%"}](https://www.youtube.com/c/AnsiblePilot) [![codelytv](images/codelytv_logo.jpg){: style="width:7%"}](https://www.youtube.com/CodelyTV) [![pelado nerd](images/pelado_nerd.jpg){: style="width:7%"}](https://www.youtube.com/c/PeladoNerd) [![hola mundo](images/hola_mundo.jpg){: style="width:7%"}](https://www.youtube.com/c/HolaMundoDev) [![javier garzas](images/jgarzas.jpg){: style="width:7%"}](https://www.youtube.com/c/JavierGarz%C3%A1s) [![london IAC](images/londonIAC.jpg){: style="width:7%"}](https://www.youtube.com/c/LondonIAC) [![techworld nana](images/techworld_nana.jpg){: style="width:7%"}](https://www.youtube.com/c/TechWorldwithNana) [![honeypot](images/honeypot.jpg){: style="width:7%"}](https://www.youtube.com/c/Honeypotio) [![Ali Spittel](images/aspittel.jpg){: style="width:7%"}](https://www.youtube.com/c/AliSpittelDev) [![thomas maurer](images/thomas_maurer.jpg){: style="width:7%"}](https://www.youtube.com/c/ThomasMaurerCloud) [![freecodecamp](images/freecodecamp.jpg){: style="width:7%"}](https://www.youtube.com/c/Freecodecamp) [![thenewstack](images/thenewstack.jpg){: style="width:7%"}](https://www.youtube.com/c/TheNewStack) [![the cloud girl](images/thecloudgirl.jpg){: style="width:7%"}](https://www.youtube.com/c/priyankavergadia) [![tina huang](images/tinahuang.jpg){: style="width:7%"}](https://www.youtube.com/c/TinaHuang1) [![azure cloud native](images/azure_cloud_native.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC2Pk9GcHhlVV0R9CQIU6gLw) [![gps](images/gps.jpg){: style="width:7%"}](https://www.youtube.com/c/MadeByGPS) [![anais urlichs](images/anais_urlichs.jpg){: style="width:7%"}](https://www.youtube.com/c/AnaisUrlichs) [![the digital life](images/the_digital_life.jpg){: style="width:7%"}](https://www.youtube.com/c/TheDigitalLifeTech) [![Tech with Helen](images/techwithhelen.jpg){: style="width:7%"}](https://www.youtube.com/@techwithhelen) [![bytebytego](images/bytebytego.jpg){: style="width:7%"}](https://www.youtube.com/@ByteByteGo) [![midulive](images/midulive.jpg){: style="width:7%"}](https://www.youtube.com/@midulive) [![returngis](images/returngis_logo.jpg){: style="width:7%"}](https://www.youtube.com/@returngis) [![Olena Kutsenko](images/olena_kutsenko.jpg){: style="width:7%"}](https://www.youtube.com/@OlenaKutsenko) [![mouredev](images/mouredev.jpg){: style="width:7%"}](https://www.youtube.com/@mouredev) [![CloudNativeMadrid](images/cloudnativemadrid_logo.jpg){: style="width:7%"}](https://www.youtube.com/@CloudNativeMadrid) [![itopstalk](images/itopstalk_logo.png){: style="width:7%"}](https://www.youtube.com/@ITOpsTalk) [![dzone](images/dzone_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/dzone)
+
+</div>
 </center>

 ## The Agentic Pulse
@@ -53,7 +82,7 @@
 ## Strategic Dimensions
 - **[🎥 Agentic Video Hub (Architectural Summary)](./videos.md)**

-### AI and Artificial Intelligence
+### AI
 - **[AI Agents MCP](./ai-agents-mcp.md)**
 - **[AI](./ai.md)**
 - **[ChatGPT](./chatgpt.md)**
@@ -1,7 +1,7 @@
 # Machine Learning Ops (MLOps) and Data Science

 !!! info "Architectural Context"
-    Detailed reference for Machine Learning Ops (MLOps) and Data Science in the context of AI and Artificial Intelligence.
+    Detailed reference for Machine Learning Ops (MLOps) and Data Science in the context of AI.

 ## Standard Reference

@@ -4,196 +4,46 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect

 ## Table of Contents

-1. [AI and Future Operations](#ai-and-future-operations)
+1. [Fundamentals and Documentaries](#fundamentals-and-documentaries)
+    - [Kubernetes Fundamentals and Documentaries](#kubernetes-fundamentals-and-documentaries)
+    - [Jenkins Fundamentals and Documentaries](#jenkins-fundamentals-and-documentaries)
 2. [Architecture and Cloud Strategy](#architecture-and-cloud-strategy)
-3. [Fundamentals and Documentaries](#fundamentals-and-documentaries)
-4. [Infrastructure as Code](#infrastructure-as-code)
+    - [Kubernetes Architecture and Cloud Strategy](#kubernetes-architecture-and-cloud-strategy)
+    - [Red Hat OpenShift Architecture and Cloud Strategy](#red-hat-openshift-architecture-and-cloud-strategy)
+    - [Platform Engineering Architecture and Cloud Strategy](#platform-engineering-architecture-and-cloud-strategy)
+    - [Ruby on Rails Architecture and Cloud Strategy](#ruby-on-rails-architecture-and-cloud-strategy)
+    - [Ruby on Rails / Hotwire Architecture and Cloud Strategy](#ruby-on-rails---hotwire-architecture-and-cloud-strategy)
+    - [Portworx Architecture and Cloud Strategy](#portworx-architecture-and-cloud-strategy)
+    - [HashiCorp Stack Terraform, Vault, Consul, Boundary Architecture and Cloud Strategy](#hashicorp-stack-terraform,-vault,-consul,-boundary-architecture-and-cloud-strategy)
+    - [Modular Monoliths Architecture and Cloud Strategy](#modular-monoliths-architecture-and-cloud-strategy)
+    - [Git Architecture and Cloud Strategy](#git-architecture-and-cloud-strategy)
+    - [Azure DevOps and GitHub Actions Architecture and Cloud Strategy](#azure-devops-and-github-actions-architecture-and-cloud-strategy)
+    - [Distributed Systems Strategy Architecture and Cloud Strategy](#distributed-systems-strategy-architecture-and-cloud-strategy)
+    - [FinOps Architecture and Cloud Strategy](#finops-architecture-and-cloud-strategy)
+    - [GitOps Architecture and Cloud Strategy](#gitops-architecture-and-cloud-strategy)
+    - [Hosted Control Planes Architecture and Cloud Strategy](#hosted-control-planes-architecture-and-cloud-strategy)
+    - [Azure Verified Modules AVM Architecture and Cloud Strategy](#azure-verified-modules-avm-architecture-and-cloud-strategy)
+    - [OpenShift Architecture and Cloud Strategy](#openshift-architecture-and-cloud-strategy)
+3. [Infrastructure as Code](#infrastructure-as-code)
+    - [Terraform Enterprise Infrastructure as Code](#terraform-enterprise-infrastructure-as-code)
+    - [NetBox Infrastructure as Code](#netbox-infrastructure-as-code)
+4. [Developer Productivity](#developer-productivity)
+    - [VS Code Developer Productivity](#vs-code-developer-productivity)
 5. [Observability and Monitoring](#observability-and-monitoring)
+    - [Prometheus Observability and Monitoring](#prometheus-observability-and-monitoring)
 6. [Security and Compliance](#security-and-compliance)
-
-## AI and Future Operations
-??? note "🎬 Thursday morning general session - May 9 - Red Hat Summit 2019 | `Red Hat OpenShift`"
-    !!! info "Architectural Summary"
-        This session outlines the architectural enablement of cloud-native AI/ML workloads by integrating Red Hat OpenShift with NVIDIA GPU acceleration and automated MLOps platforms like H2O.ai and ProphetStor. It demonstrates how standardizing on a Kubernetes-based hybrid cloud substrate abstracts heterogeneous hardware environments, facilitating deterministic scaling, resource orchestration, and cognitive monitoring for high-performance AI pipelines. This unified operational model serves as a foundational blueprint for modern enterprise AI-platform engineering and edge computing architectures.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxLbUzIJtyeKPi66qAvxxRlGbofYp_Gr8B&amp;clipt=EIDy0gIY4MbWAg" title="Thursday morning general session - May 9 - Red Hat Summit 2019" 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>
-
-??? note "🎬 Artificial Intelligence | 60 Minutes Full Episodes | `Generative AI and Large Language Models`"
-    !!! info "Architectural Summary"
-        This documentary anthology traces the rapid evolution of artificial intelligence from early deep learning implementations to advanced generative AI systems like Google's Bard and OpenAI's ChatGPT. For 2026 cloud-native architectures, these developments highlight the critical need for integrating scalable AI model orchestration, strict ethical guardrails, and secure data pipelines directly into enterprise platform engineering. Understanding these socio-technical shifts assists cloud architects in designing resilient, compliant AI-integrated infrastructures that balance massive computational demands with robust operational governance.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/aZ5EsdnpLMI?si=ESsNnVwE8IdWSiWZ" title="Artificial Intelligence | 60 Minutes Full Episodes" 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>
-
-??? note "🎬 Red Hat OpenShift AI overview | `Red Hat OpenShift AI`"
-    !!! info "Architectural Summary"
-        Red Hat OpenShift AI provides an enterprise-grade MLOps platform built on Kubernetes that standardizes the training, tuning, serving, and monitoring of foundation and predictive AI models across hybrid and multi-cloud environments. By integrating open-source frameworks like Jupyter, PyTorch, and KServe with certified hardware accelerators, it delivers a secure, consistent, and self-service environment for platform and data science teams. This architecture ensures robust AI governance, operational scalability, and accelerated time-to-market for intelligent cloud-native applications.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/Hc8emNr2igU?si=kehLRUpOAvyK_Bku" title="Red Hat OpenShift AI 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>
-
-??? note "🎬 ¿Qué es una Red Neuronal? Parte 1 : La Neurona | DotCSV | `Neural Networks`"
-    !!! info "Architectural Summary"
-        This video deconstructs the foundational mathematical and algorithmic mechanics of a single artificial neuron, illustrating its direct relationship with linear regression, weights, biases, and activation functions. In a 2026 cloud-native landscape, mastering these core neural principles is critical for platform architects optimizing distributed micro-models and real-time AI inference engines deployed on Kubernetes-driven edge and cloud infrastructure. This granular understanding enables more efficient hardware acceleration profiling (GPUs/vGPUs/TPUs) and smarter resource allocation for decentralized machine learning pipelines.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/MRIv2IwFTPg?si=F07g869i6yIfqRdg" title="¿Qué es una Red Neuronal? Parte 1 : La Neurona | DotCSV" 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 and Cloud Strategy
-??? note "🎬 Kubernetes for SysAdmins | Kelsey Hightower at PuppetConf | Talk & Demo | `Kubernetes`"
-    !!! info "Architectural Summary"
-        This seminal presentation outlines the paradigm shift from traditional imperative configuration management to declarative, container-orchestrated infrastructure by redefining the operating contract between applications and underlying systems. Viewed from a 2026 cloud-native perspective, Kelsey Hightower's early demonstrations of self-healing workloads, automated bin-packing, and custom controllers for automated TLS provisioning serve as the foundational blueprint for modern platform engineering. The architectural concepts covered—specifically decoupling stateful storage and leveraging native service discovery—remain highly relevant for engineers transitioning from static sysadmin practices to dynamic API-driven control loops.
-
-    <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="Kubernetes for SysAdmins | Kelsey Hightower at PuppetConf | Talk & Demo" 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>
-
-??? note "🎬 Thursday morning general session - May 9 - Red Hat Summit 2019 | `Red Hat OpenShift`"
-    !!! info "Architectural Summary"
-        This session outlines the architectural deployment of Red Hat OpenShift as a unified hybrid cloud platform, demonstrating how enterprise Kubernetes orchestrates complex workloads across multi-cloud and edge environments. It highlights critical integrations with GPU acceleration and AI/ML pipelines, establishing a robust blueprint for modern MLOps and scalable cloud-native operations.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxFMdlFKBQze7NVVd7q2nIwBYWkeaKeoX8&amp;clipt=EIzBzwIY1fnSAg" title="Thursday morning general session - May 9 - Red Hat Summit 2019" 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>
-
-??? note "🎬 Keynote: 7 Years of Running Kubernetes for Mercedes-Benz | `Kubernetes`"
-    !!! info "Architectural Summary"
-        This architectural retrospective outlines Mercedes-Benz's transformation from legacy, manual infrastructure management to an on-premises, self-service cloud platform managing nearly 1,000 clusters via Cluster API (CAPI). In a 2026 cloud-native context, it demonstrates the vital patterns for scaling declarative cluster lifecycle management and shifting traditional enterprise operations toward platform engineering model. The session highlights how organizational resilience, open-source alignment, and robust automation topologies can successfully modernize highly regulated corporate data centers.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/UmbjwSK9b3I?clip=UgkxRGuBMDAVDqKckQ1lhk-9U2jLBhBIBI5l&amp;clipt=EP2dHhjd8iE" title="Keynote: 7 Years of Running Kubernetes for Mercedes-Benz" 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>
-
-??? note "🎬 What is Platform Engineering and how it fits into DevOps and Cloud world | `Platform Engineering`"
-    !!! info "Architectural Summary"
-        This video details the evolution of cloud operations into Platform Engineering, focusing on the architecture and implementation of Internal Developer Platforms (IDPs) to mitigate developer cognitive load. By establishing standardized 'golden paths' through Infrastructure as Code (IaC) and self-service APIs, organizations can balance developer autonomy with rigorous governance, security, and compliance. This paradigm shift optimizes resource provisioning and modernizes DevOps workflows for highly scalable, cloud-native environments.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/ghzsBm8vOms" title="What is Platform Engineering and how it fits into DevOps and Cloud world" 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>
-
-??? note "🎬 David Heinemeier Hansson: Microservices vs. Monolith | `Ruby on Rails`"
-    !!! info "Architectural Summary"
-        In this discussion, David Heinemeier Hansson critiques the dogmatic adoption of microservices, highlighting how they introduce substantial operational complexity, network latency, and cognitive load compared to a well-structured monolith. He champions the 'Majestic Monolith' as a pattern that maximizes developer velocity and reduces organizational overhead by keeping the deployment domain unified. For modern cloud-native architectures, this perspective serves as a crucial counterweight to microservice fatigue, driving the industry toward highly-optimized modular monoliths that simplify infrastructure and cut cloud spend.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/rkXGSLf-rVQ?si=Ho8Zzxbrecn7Yncb" title="David Heinemeier Hansson: Microservices vs. Monolith" 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>
-
-??? note "🎬 The creator of Rails on JavaScript FE vs. Classic Server-side Rendering | `Ruby on Rails / Hotwire`"
-    !!! info "Architectural Summary"
-        David Heinemeier Hansson critiques the complexity of modern Single Page Application (SPA) architectures, advocating instead for the 'Majestic Monolith' and HTML-over-the-wire (Hotwire) to keep application logic unified on the server. In a 2026 cloud-native context, this paradigm challenges the overhead of decoupled micro-frontends by proving that server-side rendering (SSR) combined with lightweight HTML streaming dramatically simplifies deployment pipelines, reduces client-side resource consumption, and lowers data egress costs. This architectural approach optimizes for operational efficiency, enabling smaller engineering teams to build highly responsive, production-grade applications without managing complex API contract synchronizations.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/IFUPG9KCJ4E?si=KMEXeVlcKTp87-Ja" title="The creator of Rails on JavaScript FE vs. Classic Server-side Rendering" 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>
-
-??? note "🎬 Murli Thirumale | KubeCon CloudNativeCon EU 2023 | `Portworx`"
-    !!! info "Architectural Summary"
-        This discussion outlines how enterprise platform engineering teams leverage Portworx to deliver automated, resilient Database-as-a-Service (DBaaS) capabilities directly on Kubernetes. By abstracting multi-cloud storage, disaster recovery, and data security, it highlights architectural strategies essential for scaling stateful cloud-native workloads. For a 2026 cloud-native landscape, these unified data management planes are critical for mitigating multi-cloud lock-in, controlling cloud spend, and accelerating application delivery.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/I8Qh-TafMvQ?si=1A2-kmq6mV-S-03c" title="Murli Thirumale | KubeCon CloudNativeCon EU 2023" 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>
-
-??? note "🎬 Red Hat OpenShift Platform Plus - Overview | `Red Hat OpenShift`"
-    !!! info "Architectural Summary"
-        Red Hat OpenShift Platform Plus provides an enterprise-grade, multi-cluster Kubernetes foundation integrating advanced cluster management, declarative DevSecOps security, and a global container registry. In a 2026 cloud-native landscape, it delivers a unified platform engineering control plane that simplifies multi-cloud operations while enforcing consistent governance and security policies from core to edge. This suite accelerates secure software delivery pipelines by embedding automated compliance and threat protection directly into the application lifecycle.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/V7PSnH8YnTk?si=6Mq4wjpipTLwUvYe" title="Red Hat OpenShift Platform Plus - 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>
-
-??? note "🎬 Building a developer platform? Ask these questions. | `HashiCorp Stack (Terraform, Vault, Consul, Boundary)`"
-    !!! info "Architectural Summary"
-        This session details how to build secure, scalable developer platforms by defining 'golden paths' using HashiCorp's suite of automation tools, including Terraform, Vault, Consul, and Boundary. It provides a strategic framework for resolving key platform engineering challenges such as Day 2 operations, infrastructure dependency mapping, secure access control, and seamless local-to-remote environment transitions. By abstracting cloud complexity, the session demonstrates how to deliver high-velocity self-service capabilities to development teams while ensuring governance and security compliance.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/1Fl25dR01pw?si=bJlQozIfT3J4rhN3" title="Building a developer platform? Ask these questions." 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>
-
-??? note "🎬 ¿De verdad son necesarios los microservicios? | `Modular Monoliths`"
-    !!! info "Architectural Summary"
-        This video critically evaluates the over-engineering of distributed systems, examining whether the operational overhead, network latency, and complexity of microservices are justified for most projects. In a 2026 cloud-native landscape focusing heavily on cost optimization and developer velocity, it advocates for a pragmatic, domain-driven approach, highlighting modular monoliths as a powerful alternative before prematurely adopting microservices.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/L8eJh1sfc1U?si=y546MyZpRe-thoad" title="¿De verdad son necesarios los microservicios?" 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>
-
-??? note "🎬 Branching Strategies Explained | `Git`"
-    !!! info "Architectural Summary"
-        This guide provides a comprehensive architectural evaluation of various Git branching strategies, including Trunk-Based Development, Feature Branches, Git Flow, and Environment Branches, weighing their impacts on delivery velocity. For a 2026 cloud-native landscape, it emphasizes how moving toward trunk-based development or short-lived feature branches is essential for optimizing continuous integration (CI) pipelines, minimizing integration debt, and enabling rapid, automated deployments to Kubernetes and cloud environments.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/U_IFGpJDbeU?si=XzHSGU9dTH-1_0EW" title="Branching Strategies 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>
-
-??? note "🎬 Panel: Azure DevOps vs. GitHub Actions | `Azure DevOps & GitHub Actions`"
-    !!! info "Architectural Summary"
-        This panel discussion provides a comprehensive architectural comparison between Azure DevOps and GitHub Actions, focusing on enterprise governance, extensibility, and CI/CD workflow migration strategies. It outlines decision frameworks for hybrid platform setups, highlighting how organizations can leverage GitHub Actions for modern cloud-native developer velocity while maintaining Azure DevOps for mature project management, test plans, and strict regulatory compliance. Essential for cloud architects planning long-term toolchain evolution, this session clarifies integration pathways and future-proof migration strategies.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/8g4qLzkpjeE?si=xcfl3ugsMGZ8Kthg" title="Panel: Azure DevOps vs. GitHub Actions" 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>
-
-??? note "🎬 Elon Musk talks Twitter, Tesla and how his brain works — live at TED2022 | `Distributed Systems Strategy`"
-    !!! info "Architectural Summary"
-        This systemic interview highlights architectural principles around open-sourcing core algorithms to enforce platform transparency and trust, directly paralleling modern GitOps, policy-as-code, and zero-trust verification frameworks in Cloud Native environments. Additionally, the insights on extreme manufacturing automation offer critical design lessons for 2026 edge computing, emphasizing the necessity of closed-loop automation, event-driven orchestration, and radical simplification of complex distributed infrastructures.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/cdZZpaB2kDM?clip=UgkxWAPHZbVaNZzk9pi0lMu6k5ABLuMHBtRL&amp;clipt=EK2rfRjW9YAB" title="Elon Musk talks Twitter, Tesla and how his brain works — live at TED2022" 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>
-
-??? note "🎬 The Brutal Truth Behind Tech Layoffs | `FinOps`"
-    !!! info "Architectural Summary"
-        This analysis dissects the macroeconomic shift from hyper-growth talent hoarding to hyper-efficiency, highlighting the systemic collapse of bloated engineering teams in favor of lean, automated operations. For a 2026 cloud-native landscape, this underscores the critical role of platform engineering and robust FinOps architectures designed to maximize resource utilization while minimizing human-in-the-loop operational overhead. Architects must leverage these insights to build self-healing, highly automated platforms that successfully decouple organizational scale from headcount.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/hAwtrJlBVJY?si=bnyptzNFx4jzOiEj" title="The Brutal Truth Behind Tech Layoffs" 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>
+    - [DevSecOps Security and Compliance](#devsecops-security-and-compliance)
+7. [AI and Future Operations](#ai-and-future-operations)
+    - [Red Hat OpenShift AI and Future Operations](#red-hat-openshift-ai-and-future-operations)
+    - [Generative AI and Large Language Models AI and Future Operations](#generative-ai-and-large-language-models-ai-and-future-operations)
+    - [Red Hat OpenShift AI AI and Future Operations](#red-hat-openshift-ai-ai-and-future-operations)
+    - [Neural Networks AI and Future Operations](#neural-networks-ai-and-future-operations)
+    - [Claude Code AI and Future Operations](#claude-code-ai-and-future-operations)
+    - [LLM Architecture and Post-Training AI and Future Operations](#llm-architecture-and-post-training-ai-and-future-operations)
+    - [Agentic DevOps AI and Future Operations](#agentic-devops-ai-and-future-operations)

 ## Fundamentals and Documentaries
+### Kubernetes Fundamentals and Documentaries
 ??? note "🎬 Kubernetes: The Documentary [PART 1] | `Kubernetes`"
    !!! info "Architectural Summary"
        This documentary chronicles the origin of Kubernetes from Google's internal cluster managers Borg and Omega, highlighting the pivotal architectural transition from virtual machines to containerized orchestration. Understanding this evolution is critical for modern cloud-native architects, as it reveals the foundational design patterns—such as the reconciliation loop, declarative APIs, and decoupled control planes—that continue to govern state-of-the-art distributed systems and platform engineering.
@@ -214,16 +64,7 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect

    </center>

-??? note "🎬 Kubernetes: The Documentary | `Kubernetes`"
-    !!! info "Architectural Summary"
-        This video series explores the architectural origins of Kubernetes, detailing its transition from Google's centralized Borg system to an open, extensible, and API-driven control plane. Understanding these foundational distributed systems patterns is crucial for platform engineers in 2026 to effectively design resilient, multi-cluster orchestration strategies.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/videoseries?si=zdATyq_E2wXN7AC6&amp;list=PLbMP1JcGBmSGKO8UreWpOBOhCqilejhtd" title="Kubernetes: The Documentary" 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>
-
+### Jenkins Fundamentals and Documentaries
 ??? note "🎬 Jenkins Tutorials | `Jenkins`"
    !!! info "Architectural Summary"
        This comprehensive video series details core Jenkins CI/CD automation techniques, including Pipeline-as-Code implementations and system management best practices. In a 2026 cloud-native context, mastering Jenkins remains critical for orchestrating complex build pipelines, bridging the gap between legacy infrastructure and modern Kubernetes deployment targets. The tutorials provide foundational architectural patterns for establishing scalable, automated, and reproducible continuous integration workflows across distributed enterprise environments.
@@ -234,7 +75,205 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect

    </center>

+## Architecture and Cloud Strategy
+### Kubernetes Architecture and Cloud Strategy
+??? note "🎬 Kubernetes for SysAdmins | Kelsey Hightower at PuppetConf | Talk & Demo | `Kubernetes`"
+    !!! info "Architectural Summary"
+        This seminal presentation outlines the paradigm shift from traditional imperative configuration management to declarative, container-orchestrated infrastructure by redefining the operating contract between applications and underlying systems. Viewed from a 2026 cloud-native perspective, Kelsey Hightower's early demonstrations of self-healing workloads, automated bin-packing, and custom controllers for automated TLS provisioning serve as the foundational blueprint for modern platform engineering. The architectural concepts covered—specifically decoupling stateful storage and leveraging native service discovery—remain highly relevant for engineers transitioning from static sysadmin practices to dynamic API-driven control loops.
+
+    <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="Kubernetes for SysAdmins | Kelsey Hightower at PuppetConf | Talk & Demo" 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>
+
+??? note "🎬 Keynote: 7 Years of Running Kubernetes for Mercedes-Benz | `Kubernetes`"
+    !!! info "Architectural Summary"
+        This architectural retrospective outlines Mercedes-Benz's transformation from legacy, manual infrastructure management to an on-premises, self-service cloud platform managing nearly 1,000 clusters via Cluster API (CAPI). In a 2026 cloud-native context, it demonstrates the vital patterns for scaling declarative cluster lifecycle management and shifting traditional enterprise operations toward platform engineering model. The session highlights how organizational resilience, open-source alignment, and robust automation topologies can successfully modernize highly regulated corporate data centers.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/UmbjwSK9b3I?clip=UgkxRGuBMDAVDqKckQ1lhk-9U2jLBhBIBI5l&amp;clipt=EP2dHhjd8iE" title="Keynote: 7 Years of Running Kubernetes for Mercedes-Benz" 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>
+
+### Red Hat OpenShift Architecture and Cloud Strategy
+??? note "🎬 Thursday morning general session - May 9 - Red Hat Summit 2019 | `Red Hat OpenShift`"
+    !!! info "Architectural Summary"
+        This session outlines the architectural deployment of Red Hat OpenShift as a unified hybrid cloud platform, demonstrating how enterprise Kubernetes orchestrates complex workloads across multi-cloud and edge environments. It highlights critical integrations with GPU acceleration and AI/ML pipelines, establishing a robust blueprint for modern MLOps and scalable cloud-native operations.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxFMdlFKBQze7NVVd7q2nIwBYWkeaKeoX8&amp;clipt=EIzBzwIY1fnSAg" title="Thursday morning general session - May 9 - Red Hat Summit 2019" 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>
+
+??? note "🎬 Red Hat OpenShift Platform Plus - Overview | `Red Hat OpenShift`"
+    !!! info "Architectural Summary"
+        Red Hat OpenShift Platform Plus provides an enterprise-grade, multi-cluster Kubernetes foundation integrating advanced cluster management, declarative DevSecOps security, and a global container registry. In a 2026 cloud-native landscape, it delivers a unified platform engineering control plane that simplifies multi-cloud operations while enforcing consistent governance and security policies from core to edge. This suite accelerates secure software delivery pipelines by embedding automated compliance and threat protection directly into the application lifecycle.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/V7PSnH8YnTk?si=6Mq4wjpipTLwUvYe" title="Red Hat OpenShift Platform Plus - 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>
+
+### Platform Engineering Architecture and Cloud Strategy
+??? note "🎬 What is Platform Engineering and how it fits into DevOps and Cloud world | `Platform Engineering`"
+    !!! info "Architectural Summary"
+        This video details the evolution of cloud operations into Platform Engineering, focusing on the architecture and implementation of Internal Developer Platforms (IDPs) to mitigate developer cognitive load. By establishing standardized 'golden paths' through Infrastructure as Code (IaC) and self-service APIs, organizations can balance developer autonomy with rigorous governance, security, and compliance. This paradigm shift optimizes resource provisioning and modernizes DevOps workflows for highly scalable, cloud-native environments.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/ghzsBm8vOms" title="What is Platform Engineering and how it fits into DevOps and Cloud world" 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>
+
+### Ruby on Rails Architecture and Cloud Strategy
+??? note "🎬 David Heinemeier Hansson: Microservices vs. Monolith | `Ruby on Rails`"
+    !!! info "Architectural Summary"
+        In this discussion, David Heinemeier Hansson critiques the dogmatic adoption of microservices, highlighting how they introduce substantial operational complexity, network latency, and cognitive load compared to a well-structured monolith. He champions the 'Majestic Monolith' as a pattern that maximizes developer velocity and reduces organizational overhead by keeping the deployment domain unified. For modern cloud-native architectures, this perspective serves as a crucial counterweight to microservice fatigue, driving the industry toward highly-optimized modular monoliths that simplify infrastructure and cut cloud spend.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/rkXGSLf-rVQ?si=Ho8Zzxbrecn7Yncb" title="David Heinemeier Hansson: Microservices vs. Monolith" 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>
+
+### Ruby on Rails / Hotwire Architecture and Cloud Strategy
+??? note "🎬 The creator of Rails on JavaScript FE vs. Classic Server-side Rendering | `Ruby on Rails / Hotwire`"
+    !!! info "Architectural Summary"
+        David Heinemeier Hansson critiques the complexity of modern Single Page Application (SPA) architectures, advocating instead for the 'Majestic Monolith' and HTML-over-the-wire (Hotwire) to keep application logic unified on the server. In a 2026 cloud-native context, this paradigm challenges the overhead of decoupled micro-frontends by proving that server-side rendering (SSR) combined with lightweight HTML streaming dramatically simplifies deployment pipelines, reduces client-side resource consumption, and lowers data egress costs. This architectural approach optimizes for operational efficiency, enabling smaller engineering teams to build highly responsive, production-grade applications without managing complex API contract synchronizations.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/IFUPG9KCJ4E?si=KMEXeVlcKTp87-Ja" title="The creator of Rails on JavaScript FE vs. Classic Server-side Rendering" 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>
+
+### Portworx Architecture and Cloud Strategy
+??? note "🎬 Murli Thirumale | KubeCon CloudNativeCon EU 2023 | `Portworx`"
+    !!! info "Architectural Summary"
+        This discussion outlines how enterprise platform engineering teams leverage Portworx to deliver automated, resilient Database-as-a-Service (DBaaS) capabilities directly on Kubernetes. By abstracting multi-cloud storage, disaster recovery, and data security, it highlights architectural strategies essential for scaling stateful cloud-native workloads. For a 2026 cloud-native landscape, these unified data management planes are critical for mitigating multi-cloud lock-in, controlling cloud spend, and accelerating application delivery.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/I8Qh-TafMvQ?si=1A2-kmq6mV-S-03c" title="Murli Thirumale | KubeCon CloudNativeCon EU 2023" 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>
+
+### HashiCorp Stack Terraform, Vault, Consul, Boundary Architecture and Cloud Strategy
+??? note "🎬 Building a developer platform? Ask these questions. | `HashiCorp Stack (Terraform, Vault, Consul, Boundary)`"
+    !!! info "Architectural Summary"
+        This session details how to build secure, scalable developer platforms by defining 'golden paths' using HashiCorp's suite of automation tools, including Terraform, Vault, Consul, and Boundary. It provides a strategic framework for resolving key platform engineering challenges such as Day 2 operations, infrastructure dependency mapping, secure access control, and seamless local-to-remote environment transitions. By abstracting cloud complexity, the session demonstrates how to deliver high-velocity self-service capabilities to development teams while ensuring governance and security compliance.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/1Fl25dR01pw?si=bJlQozIfT3J4rhN3" title="Building a developer platform? Ask these questions." 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>
+
+### Modular Monoliths Architecture and Cloud Strategy
+??? note "🎬 ¿De verdad son necesarios los microservicios? | `Modular Monoliths [SPANISH CONTENT]`"
+    !!! info "Architectural Summary"
+        This video critically evaluates the over-engineering of distributed systems, examining whether the operational overhead, network latency, and complexity of microservices are justified for most projects. In a 2026 cloud-native landscape focusing heavily on cost optimization and developer velocity, it advocates for a pragmatic, domain-driven approach, highlighting modular monoliths as a powerful alternative before prematurely adopting microservices.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/L8eJh1sfc1U?si=y546MyZpRe-thoad" title="¿De verdad son necesarios los microservicios?" 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>
+
+### Git Architecture and Cloud Strategy
+??? note "🎬 Branching Strategies Explained | `Git`"
+    !!! info "Architectural Summary"
+        This guide provides a comprehensive architectural evaluation of various Git branching strategies, including Trunk-Based Development, Feature Branches, Git Flow, and Environment Branches, weighing their impacts on delivery velocity. For a 2026 cloud-native landscape, it emphasizes how moving toward trunk-based development or short-lived feature branches is essential for optimizing continuous integration (CI) pipelines, minimizing integration debt, and enabling rapid, automated deployments to Kubernetes and cloud environments.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/U_IFGpJDbeU?si=XzHSGU9dTH-1_0EW" title="Branching Strategies 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>
+
+### Azure DevOps and GitHub Actions Architecture and Cloud Strategy
+??? note "🎬 Panel: Azure DevOps vs. GitHub Actions | `Azure DevOps & GitHub Actions`"
+    !!! info "Architectural Summary"
+        This panel discussion provides a comprehensive architectural comparison between Azure DevOps and GitHub Actions, focusing on enterprise governance, extensibility, and CI/CD workflow migration strategies. It outlines decision frameworks for hybrid platform setups, highlighting how organizations can leverage GitHub Actions for modern cloud-native developer velocity while maintaining Azure DevOps for mature project management, test plans, and strict regulatory compliance. Essential for cloud architects planning long-term toolchain evolution, this session clarifies integration pathways and future-proof migration strategies.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/8g4qLzkpjeE?si=xcfl3ugsMGZ8Kthg" title="Panel: Azure DevOps vs. GitHub Actions" 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>
+
+### Distributed Systems Strategy Architecture and Cloud Strategy
+??? note "🎬 Elon Musk talks Twitter, Tesla and how his brain works — live at TED2022 | `Distributed Systems Strategy`"
+    !!! info "Architectural Summary"
+        This systemic interview highlights architectural principles around open-sourcing core algorithms to enforce platform transparency and trust, directly paralleling modern GitOps, policy-as-code, and zero-trust verification frameworks in Cloud Native environments. Additionally, the insights on extreme manufacturing automation offer critical design lessons for 2026 edge computing, emphasizing the necessity of closed-loop automation, event-driven orchestration, and radical simplification of complex distributed infrastructures.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/cdZZpaB2kDM?clip=UgkxWAPHZbVaNZzk9pi0lMu6k5ABLuMHBtRL&amp;clipt=EK2rfRjW9YAB" title="Elon Musk talks Twitter, Tesla and how his brain works — live at TED2022" 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>
+
+### FinOps Architecture and Cloud Strategy
+??? note "🎬 The Brutal Truth Behind Tech Layoffs | `FinOps`"
+    !!! info "Architectural Summary"
+        This analysis dissects the macroeconomic shift from hyper-growth talent hoarding to hyper-efficiency, highlighting the systemic collapse of bloated engineering teams in favor of lean, automated operations. For a 2026 cloud-native landscape, this underscores the critical role of platform engineering and robust FinOps architectures designed to maximize resource utilization while minimizing human-in-the-loop operational overhead. Architects must leverage these insights to build self-healing, highly automated platforms that successfully decouple organizational scale from headcount.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/hAwtrJlBVJY?si=bnyptzNFx4jzOiEj" title="The Brutal Truth Behind Tech Layoffs" 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 Architecture and Cloud Strategy
+??? note "🎬 GitOps Guide to the Galaxy | `GitOps`"
+    !!! info "Architectural Summary"
+        Every other Thursday at 3pm ET hosts Hilliary Lipsig and Jonathan Rickard dive into everything in the GitOps universe, from solutions to common problems in end-to-end CICD pipelines, to creating Git workflows. This series explores how GitOps enhances modern application delivery and discusses the latest news around best practices and Cloud Native architecture.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/videoseries?si=zdATyq_E2wXN7AC6&amp;list=PLbMP1JcGBmSGKO8UreWpOBOhCqilejhtd" title="GitOps Guide to the Galaxy" 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>
+
+### Hosted Control Planes Architecture and Cloud Strategy
+??? note "🎬 GitOps Guide to the Galaxy: Hosted Control Planes (HyperShift) | `Hosted Control Planes`"
+    !!! info "Architectural Summary"
+        This session from the GitOps Guide to the Galaxy deconstructs the architecture of Hosted Control Planes (HCP), also known as HyperShift. It explores how HCP decouples the Kubernetes control plane from worker nodes, hosting it as a scalable workload on a management cluster to drastically reduce operational overhead, improve provisioning speed, and optimize resource utilization. For 2026 platform engineering, mastering this pattern is essential for managing large-scale, multi-tenant Kubernetes fleets with high-density efficiency and strong isolation.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/LiSb82Lug7M" title="GitOps Guide to the Galaxy: Hosted Control Planes (HyperShift)" 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>
+
+### Azure Verified Modules AVM Architecture and Cloud Strategy
+??? note "🎬 Building Secure, Well‑Architected Azure Workloads with Azure Verified Modules and GitHub Copilot | `Azure Verified Modules (AVM)`"
+    !!! info "Architectural Summary"
+        Azure Verified Modules (AVM) is the official Microsoft infrastructure-as-code module library for both Bicep and Terraform. This session explores how AVM standardizes deployments according to the Azure Well-Architected Framework by default, shipping with high-impact security defaults like zone redundancy and disabled public IPs. It introduces Spec-Driven Development with GitHub Copilot using the "Spec Kit" (an 8-step framework from constitution to implementation). By turning non-deterministic AI prompts into reliable, repeatable builds, architects can leverage AI as a trusted foundation for secure and compliant Azure workload orchestration.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/QBqRAMVTmwE" title="Building Secure, Well‑Architected Azure Workloads with Azure Verified Modules and GitHub Copilot" 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>
+
+### OpenShift Architecture and Cloud Strategy
+??? note "🎬 Fran Heeran, Red Hat | Red Hat Summit 2026 | `OpenShift`"
+    !!! info "Architectural Summary"
+        In this Red Hat Summit 2026 interview, Fran Heeran details how telecommunications providers are shifting from heavily siloed infrastructure to unified cloud-native architectures. By leveraging OpenShift Virtualization, telcos can centrally manage both legacy virtual machines and modern containers across core networks and the far edge, accelerating deployments up to 50%. This unified architecture additionally enables sovereign cloud offerings and closed-loop network automation by feeding AI outputs directly into Ansible-driven remediation workflows.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/Tr4onEST70I" title="Fran Heeran, Red Hat | Red Hat Summit 2026" 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
+### Terraform Enterprise Infrastructure as Code
 ??? note "🎬 Standardizing infrastructure automation with Terraform Enterprise | `Terraform Enterprise`"
    !!! info "Architectural Summary"
        This presentation details AXA Group's cloud migration strategy (ATLAS) utilizing Terraform Enterprise as the cornerstone of their multi-cloud and private IaaS migration factory. It highlights how a highly regulated financial enterprise standardizes infrastructure-as-code (IaC) practices across multiple global subsidiaries to accelerate cloud adoption while maintaining governance. For a 2026 cloud-native landscape, this case study provides key insights into scaling self-service provisioning, implementing policy-as-code, and automating multi-tenant enterprise architectures at massive scale.
@@ -245,6 +284,7 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect

    </center>

+### NetBox Infrastructure as Code
 ??? note "🎬 NetBox Zero To Hero | `NetBox`"
    !!! info "Architectural Summary"
        NetBox serves as the foundational source of truth for modern network automation by integrating IP Address Management (IPAM) and Data Center Infrastructure Management (DCIM) into a unified database. In a 2026 Cloud Native ecosystem, it empowers Infrastructure as Code (IaC) pipelines to dynamically query and enforce intended network state via robust APIs, effectively eliminating configuration drift. This architectural approach bridges the gap between physical hardware tracking and automated, declarative network orchestration across complex hybrid environments.
@@ -255,7 +295,20 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect

    </center>

+## Developer Productivity
+### VS Code Developer Productivity
+??? note "🎬 Remote VS Code with Dev Tunnels: access the editor from your browser | `VS Code [SPANISH CONTENT]`"
+    !!! info "Architectural Summary"
+        In this tutorial, Gisela Torres explains the architecture and application of VS Code Dev Tunnels to enable secure remote access to local development environments. Dev Tunnels establish a secure, encrypted connection to VS Code without requiring complex VPNs or firewall modifications, allowing developers to connect from any web browser or secondary editor instance. For 2026 developer productivity, this simplifies remote workspace orchestration and collaborative debugging in cloud-native platforms. [SPANISH CONTENT]
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/niuJpAKyb7c" title="Remote VS Code with Dev Tunnels: access the editor from your browser" 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 and Monitoring
+### Prometheus Observability and Monitoring
 ??? note "🎬 Prometheus: The Documentary | `Prometheus`"
    !!! info "Architectural Summary"
        This documentary explores the architectural genesis of Prometheus at SoundCloud, detailing how the shift to microservices necessitated a fundamental pivot from host-based monitoring to a pull-based, multi-dimensional metric data model. In a 2026 cloud-native context, understanding these foundational design decisions—specifically the trade-offs of localized TSDB storage, HTTP pull mechanics, and PromQL—is vital for architecting self-healing, high-cardinality observability pipelines across distributed, edge, and hybrid-cloud environments.
@@ -267,6 +320,7 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect
    </center>

 ## Security and Compliance
+### DevSecOps Security and Compliance
 ??? note "🎬 What is DevSecOps? DevSecOps explained in 8 Mins | `DevSecOps`"
    !!! info "Architectural Summary"
        This video details the transition from traditional, late-stage security audits to DevSecOps, explaining how shifting security left eliminates deployment bottlenecks in fast-paced delivery pipelines. It covers the automation of static analysis (SAST), software composition analysis (SCA), and container scanning directly within CI/CD workflows. In a 2026 cloud-native context, this paradigm is critical for securing ephemeral microservices and maintaining continuous compliance without sacrificing deployment velocity.
@@ -276,3 +330,81 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect
    <iframe width="720" height="405" src="https://www.youtube.com/embed/nrhxNNH5lt0?si=U5h1mbkbF6ZEOvlj" title="What is DevSecOps? DevSecOps explained in 8 Mins" 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>
+
+## AI and Future Operations
+### Red Hat OpenShift AI and Future Operations
+??? note "🎬 Thursday morning general session - May 9 - Red Hat Summit 2019 | `Red Hat OpenShift`"
+    !!! info "Architectural Summary"
+        This session outlines the architectural enablement of cloud-native AI/ML workloads by integrating Red Hat OpenShift with NVIDIA GPU acceleration and automated MLOps platforms like H2O.ai and ProphetStor. It demonstrates how standardizing on a Kubernetes-based hybrid cloud substrate abstracts heterogeneous hardware environments, facilitating deterministic scaling, resource orchestration, and cognitive monitoring for high-performance AI pipelines. This unified operational model serves as a foundational blueprint for modern enterprise AI-platform engineering and edge computing architectures.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxLbUzIJtyeKPi66qAvxxRlGbofYp_Gr8B&amp;clipt=EIDy0gIY4MbWAg" title="Thursday morning general session - May 9 - Red Hat Summit 2019" 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 and Large Language Models AI and Future Operations
+??? note "🎬 Artificial Intelligence | 60 Minutes Full Episodes | `Generative AI and Large Language Models`"
+    !!! info "Architectural Summary"
+        This documentary anthology traces the rapid evolution of artificial intelligence from early deep learning implementations to advanced generative AI systems like Google's Bard and OpenAI's ChatGPT. For 2026 cloud-native architectures, these developments highlight the critical need for integrating scalable AI model orchestration, strict ethical guardrails, and secure data pipelines directly into enterprise platform engineering. Understanding these socio-technical shifts assists cloud architects in designing resilient, compliant AI-integrated infrastructures that balance massive computational demands with robust operational governance.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/aZ5EsdnpLMI?si=ESsNnVwE8IdWSiWZ" title="Artificial Intelligence | 60 Minutes Full Episodes" 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>
+
+### Red Hat OpenShift AI AI and Future Operations
+??? note "🎬 Red Hat OpenShift AI overview | `Red Hat OpenShift AI`"
+    !!! info "Architectural Summary"
+        Red Hat OpenShift AI provides an enterprise-grade MLOps platform built on Kubernetes that standardizes the training, tuning, serving, and monitoring of foundation and predictive AI models across hybrid and multi-cloud environments. By integrating open-source frameworks like Jupyter, PyTorch, and KServe with certified hardware accelerators, it delivers a secure, consistent, and self-service environment for platform and data science teams. This architecture ensures robust AI governance, operational scalability, and accelerated time-to-market for intelligent cloud-native applications.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/Hc8emNr2igU?si=kehLRUpOAvyK_Bku" title="Red Hat OpenShift AI 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>
+
+### Neural Networks AI and Future Operations
+??? note "🎬 ¿Qué es una Red Neuronal? Parte 1 : La Neurona | DotCSV | `Neural Networks [SPANISH CONTENT]`"
+    !!! info "Architectural Summary"
+        This video deconstructs the foundational mathematical and algorithmic mechanics of a single artificial neuron, illustrating its direct relationship with linear regression, weights, biases, and activation functions. In a 2026 cloud-native landscape, mastering these core neural principles is critical for platform architects optimizing distributed micro-models and real-time AI inference engines deployed on Kubernetes-driven edge and cloud infrastructure. This granular understanding enables more efficient hardware acceleration profiling (GPUs/vGPUs/TPUs) and smarter resource allocation for decentralized machine learning pipelines.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/MRIv2IwFTPg?si=F07g869i6yIfqRdg" title="¿Qué es una Red Neuronal? Parte 1 : La Neurona | DotCSV" 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>
+
+### Claude Code AI and Future Operations
+??? note "🎬 Mastering Claude Code in 30 minutes | `Claude Code`"
+    !!! info "Architectural Summary"
+        This technical session explores the architecture and implementation of Claude Code, Anthropic's agentic CLI designed for autonomous, multi-step engineering tasks. It details how the tool leverages the Model Context Protocol (MCP) to integrate with external data sources and documentation, enabling a self-healing development cycle where the agent autonomously reads code, executes shell commands, and iterates through test-driven development (TDD) loops. For 2026 platform engineers, mastering these agentic workflows is critical for scaling complex refactoring, managing cognitive load in large-scale repositories, and establishing robust human-in-the-loop (HITL) governance for AI-driven infrastructure operations.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/6eBSHbLKuN0" title="Mastering Claude Code in 30 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>
+
+### LLM Architecture and Post-Training AI and Future Operations
+??? note "🎬 Stanford CS229: Building Large Language Models (LLMs) | `LLM Architecture & Post-Training`"
+    !!! info "Architectural Summary"
+        This Stanford CS229 technical deep-dive deconstructs the transition from raw autoregressive language models to instruction-tuned assistants, focusing on the systems orchestration required for 2026 AI infrastructure. It explores critical patterns in tokenization (BPE/Sub-word), parameter-efficient fine-tuning (PEFT/LoRA), and the shift from RLHF to Direct Preference Optimization (DPO) to simplify model alignment pipelines. For cloud architects, the lecture provides a foundational framework for optimizing the "Compute-to-Token" ratio and managing memory constraints (KV Cache) in distributed distributed inference environments, while advocating for LLM-as-a-Judge automated evaluation loops for scalable model governance.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/9vM4p9NN0Ts" title="Stanford CS229: Building Large Language Models (LLMs)" 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>
+
+### Agentic DevOps AI and Future Operations
+??? note "🎬 Agentic DevOps Live | `Agentic DevOps`"
+    !!! info "Architectural Summary"
+        This official live series explores the paradigm shift from traditional CI/CD pipelines to autonomous, agent-driven operations (Agentic DevOps). It covers technical deep-dives into Azure SRE Agents for automated root cause analysis and proactive reliability, GitHub Copilot App Mod Agents for modernizing legacy systems at scale, and AI-powered workflows across GitHub and Azure DevOps. Essential for platform engineers designing self-healing environments and scalable human-in-the-loop AI governance in 2026.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/videoseries?list=PLmsFUfdnGr3w9BdWjQGAwV7UPW0kspwOp" title="Agentic DevOps Live" 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>
@@ -13,14 +13,14 @@ edit_uri: "edit/master/v2-docs/"
 theme:
  name: material
  language: en
-  favicon: images/favicon-car.png
+  favicon: images/favicon-ultra.png
  palette:
    - media: "(prefers-color-scheme: light)"
      scheme: default
      primary: custom
      accent: custom
      toggle:
-        icon: material/shield-outline
+        icon: material/shield-moon-outline
        name: Switch to dark mode
    - media: "(prefers-color-scheme: dark)"
      scheme: slate
@@ -47,7 +47,7 @@ theme:
    - navigation.prune
    - toc.integrate

-plugins:
+  plugins:
  - search
  - privacy
  - social:
@@ -55,6 +55,10 @@ plugins:
      cards_layout_options:
        background_color: "#263238"
        font_family: "Inter"
+      custom_dir: "docs/images/"
+      logo: favicon-ultra.png
+  - redirects:
+      redirect_maps: {}

 extra:
  social:
@@ -92,10 +96,10 @@ markdown_extensions:
  - pymdownx.mark

 nav:
-  - "🔙 Back to V1 (Exhaustive)": https://nubenetes.com/
+  - "🔙 Back to V1 (Exhaustive)": https://nubenetes.com/v1/
  - "The 2026 Vision": index.md
  - "Agentic Video Hub": videos.md
-  - "AI and Artificial Intelligence":
+  - "AI":
    - "AI Agents MCP": ai-agents-mcp.md
    - "AI": ai.md
    - "ChatGPT": chatgpt.md