Merge pull request #245 from nubenetes/develop

fix: SEO mitigation for V2 root deployment

.github/workflows/03.1.agentic_v2_metadata.yml

@@ -57,14 +57,18 @@ 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()

.github/workflows/03.2.agentic_v2_ai.yml

@@ -59,14 +59,18 @@ 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()

.github/workflows/03.3.agentic_v2_videos.yml

@@ -72,19 +72,18 @@ 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()

.github/workflows/04.1.agentic_v2_publish.yml

@@ -82,39 +82,29 @@ 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@v4
         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()

.github/workflows/05.1.readme_sync.yml

@@ -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

.github/workflows/06.1.main.yml

@@ -35,13 +35,13 @@ jobs:
         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)
+      # 1. Build V2 (Root)
       - name: Build V2 Elite Edition
-        run: mkdocs build -f v2-mkdocs.yml -d site/v2/
+        run: mkdocs build -f v2-mkdocs.yml -d site/
+
+      # 2. Build V1 (Subdirectory)
+      - name: Build V1 Edition
+        run: mkdocs build -f mkdocs.yml -d site/v1/
 
       - name: Setup Pages
         uses: actions/configure-pages@v4

CHANGELOG.md

@@ -5,6 +5,90 @@ 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).
 
+## [[2.2.3]](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

GEMINI.md

@@ -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
 

README.md

@@ -138,9 +138,9 @@ Additionally, as of May 2026, Nubenetes has reached the **Platinum Operational T
 <!-- HEART_STATS_START -->
 | Metric | Value |
 | :--- | :--- |
-| **Total Technical Resources (Links)** | **17982+** |
+| **Total Technical Resources (Links)** | **17992+** |
 | **Specialized MD Pages** | **161** |
-| **Total Commits** | **5419+** |
+| **Total Commits** | **5481+** |
 | **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 | 1860 | 7,681 | **Agentic AI Surge** (May 2026 Inception) |
+| 9 | 2026 | 1922 | 7,937 | **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, 7681]
-    bar [350, 142, 2046, 531, 402, 30, 53, 5, 1860]
+    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 7937]
+    bar [350, 142, 2046, 531, 402, 30, 53, 5, 1922]
 ```
 <!-- ANNUAL_CHART_END -->
 
@@ -204,7 +204,7 @@ xychart-beta
 | Month | Commits | Est. New Refs | Status |
 | :--- | :---: | :---: | :--- |
 | 2026-04 | 25 | 103 | Active Curation |
-| 2026-05 | 1835 | 7,578 | **Agentic Inception (Gemini Era)** |
+| 2026-05 | 1897 | 7,834 | **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" : 3582
+    "Specialized Topics" : 3592
     "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" : 16183
-    "Spanish" : 1078
+    "English" : 16192
+    "Spanish" : 1079
     "French" : 179
     "Others" : 539
 ```
@@ -342,10 +342,11 @@ Nubenetes operates with two distinct editions to serve different engineering nee
 - **Purpose:** Preservation of all technical knowledge since 2018.
 - **Scope:** 17,000+ links across 160+ pages.
 - **Source of Truth:** The `docs/` directory.
-- **Deployment:** [nubenetes.com](https://nubenetes.com)
+- **Deployment:** [nubenetes.com/v1/](https://nubenetes.com/v1/)
 
 ### 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 as the primary landing page at the domain root.
 - **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):**
@@ -358,7 +359,7 @@ Nubenetes operates with two distinct editions to serve different engineering nee
 - **Semantic Cross-Linking:** The portal autonomously identifies and links related categories within the same strategic dimension (e.g., suggesting `Flux` when reading about `Argo`), creating a cohesive **Industrial Knowledge Graph**.
 - **Executive Context**: Every strategic dimension features an AI-generated **State-of-the-Art Introduction** providing high-level architectural context and industry direction before the link listings.
 - **Source of Truth:** The `v2-docs/` directory (Derived from V1).
-- **Deployment:** [nubenetes.com/v2/](https://nubenetes.com/v2/)
+- **Deployment:** [nubenetes.com/](https://nubenetes.com/)
 
 ### 5.3. Architecture Comparison Matrix: V1 vs. V2
 To better understand the dual-nature of the project, the following matrix details the technical and philosophical differences between the two editions:
@@ -903,10 +904,10 @@ 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 to nubenetes.com (V2) and /v1/ (Archive)"]
+    Z --> B
     Z --> B
 ```
 

data/inventory.yaml

@@ -282186,6 +282186,136 @@ https://www.youtube.com/embed/6eBSHbLKuN0:
   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/kubernetescommunity:
   content_hash: 5654ed1b031bb525606fadef419e20044ee5e80a0915535c7ae4e75f0c909d9d
   health_score: 100.0

docs/images/itopstalk_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>

docs/images/nubenetes-max-visible.svg

@@ -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>

docs/images/nubenetes-nano-logo.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>

docs/images/nubenetes-ultra-visible.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>

docs/index.md

@@ -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**](/) - 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.
 
@@ -351,7 +351,7 @@ A curated list of awesome references collected since 2018. Microservices archite
 [![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)
+[![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) [![itopstalk](images/itopstalk_logo.png){: style="width:7%"}](https://www.youtube.com/@ITOpsTalk) [![gcp videos](images/gcp_logo_v2.png){: style="width:7%"}](https://www.youtube.com/@googlecloudtech) [![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) [![Microsoft Copilot](images/microsoft_copilot_logo.png){: style="width:7%"}](https://www.youtube.com/@Microsoft.Copilot) [![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)
 
 </center>
 

mkdocs-v1-archive.yml

@@ -1,5 +1,5 @@
 site_name: Nubenetes
-site_url: https://nubenetes.com
+site_url: https://nubenetes.com/v1/
 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-modern.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/
   - Home: index.md
   - Intro:
     - Microservice Architecture. From Java EE To Cloud Native. Openshift VS Kubernetes: introduction.md

mkdocs.yml

@@ -1,5 +1,5 @@
 site_name: Nubenetes
-site_url: https://nubenetes.com
+site_url: https://nubenetes.com/v1/
 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-modern.png
+  favicon: images/favicon-ultra.png
   icon:
     logo: logo
     repo: fontawesome/brands/github
@@ -56,7 +56,7 @@ plugins:
         background_color: "#263238"
         font_family: "Inter"
       custom_dir: "docs/images/"
-      logo: favicon-car-modern.png
+      logo: favicon-ultra.png
 extra_css:
   - static/extra.css
 extra_javascript:
@@ -99,7 +99,7 @@ markdown_extensions:
   - abbr
   - def_list
 nav:
-  - "🚀 Try Nubenetes V2 (Elite)": https://nubenetes.com/v2/
+  - "🚀 Try Nubenetes V2 (Elite Portal)": https://nubenetes.com/
   - Home: index.md
   - Intro:
     - Microservice Architecture. From Java EE To Cloud Native. Openshift VS Kubernetes: introduction.md
@@ -294,7 +294,7 @@ nav:
 copyright: 2026 <a href="https://twitter.com/nubenetes">Nubenetes</a>, <a href="https://nubenetes.com/about/">about</a>.
 extra:
   announce: >-
-    <b>🚀 New!</b> Discover the <a href="https://nubenetes.com/v2/"><b>V2 Elite Portal</b></a> featuring the most premium resources and a renewed design.
+    <b>🚀 New!</b> Discover the <a href="https://nubenetes.com/"><b>V2 Elite Portal</b></a> featuring the most premium resources and a renewed design.
   analytics:
     provider: google
     property: !ENV GOOGLE_ANALYTICS_KEY

requirements.txt

@@ -2,3 +2,5 @@ mkdocs-material>=9.5.0
 pymdown-extensions>=10.8.1
 yt-dlp
 youtube-transcript-api
+mkdocs-redirects>=1.2.0
+mkdocs-minify-plugin>=0.8.0

src/v2_optimizer.py

@@ -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.png)](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"

v2-docs/404.md

@@ -0,0 +1,13 @@
+# 404 - Knowledge Not Found
+
+<center markdown="1">
+![Not Found](images/hero-car.png)
+
+## Did you get lost in the Cloud?
+
+Nubenetes has recently upgraded to its **V2 Elite Agentic Portal**. If you clicked on an old link, the content you are looking for has been moved to our **Exhaustive V1 Archive**.
+
+[🚀 Go to the V1 Exhaustive Archive](https://nubenetes.com/v1/)
+
+[🔙 Return to the V2 Home Page](/)
+</center>

v2-docs/index.md

@@ -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.png)](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))
@@ -21,7 +21,7 @@
     2. **Standard Layer (Mapped)**: Resources identified as candidates for Elite status but pending deep AI analysis.
 
     **Current Inventory Coverage:**
-    - **V1 Base Inventory**: 17982 total resources analyzed.
+    - **V1 Base Inventory**: 17983 total resources analyzed.
     - **V2 Elite Selection**: 14172 candidates identified (78.81% density ratio).
     - **AI Enrichment Coverage**: 2853 / 14172 (20.13%)
     - **GitHub Metadata Coverage**: 1451 / 1763 (82.3%) - *Critical for Maturity Tagging*
@@ -40,7 +40,7 @@
 [![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)
+[![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) [![itopstalk](images/itopstalk_logo.png){: style="width:7%"}](https://www.youtube.com/@ITOpsTalk) [![gcp videos](images/gcp_logo_v2.png){: style="width:7%"}](https://www.youtube.com/@googlecloudtech) [![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) [![Microsoft Copilot](images/microsoft_copilot_logo.png){: style="width:7%"}](https://www.youtube.com/@Microsoft.Copilot) [![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)
 </center>
 
 ## The Agentic Pulse

v2-docs/videos.md

@@ -62,6 +62,16 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect
 
     </center>
 
+??? 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>
+
 ## Architecture and Cloud Strategy
 ??? note "🎬 Kubernetes for SysAdmins | Kelsey Hightower at PuppetConf | Talk & Demo | `Kubernetes`"
     !!! info "Architectural Summary"
@@ -223,6 +233,16 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect
 
     </center>
 
+??? 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 AVM" 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>
+
 ## Fundamentals and Documentaries
 ??? note "🎬 Kubernetes: The Documentary [PART 1] | `Kubernetes`"
     !!! info "Architectural Summary"

v2-mkdocs.yml

@@ -1,5 +1,5 @@
 site_name: "Nubenetes V2 | The AI's Cut"
-site_url: "https://nubenetes.com/v2/"
+site_url: "https://nubenetes.com/"
 site_description: "Enterprise-grade curated portal for the modern Cloud Native ecosystem. High-density, AI-driven selection of top-tier resources."
 site_author: "Nubenetes"
 copyright: "Copyright © 2026 Nubenetes Agentic Intelligence"
@@ -13,7 +13,7 @@ edit_uri: "edit/master/v2-docs/"
 theme:
   name: material
   language: en
-  favicon: images/favicon-car-modern.png
+  favicon: images/favicon-ultra.png
   palette:
     - media: "(prefers-color-scheme: light)"
       scheme: default
@@ -56,7 +56,9 @@ theme:
         background_color: "#263238"
         font_family: "Inter"
       custom_dir: "docs/images/"
-      logo: favicon-car-modern.png
+      logo: favicon-ultra.png
+  - redirects:
+      redirect_maps: {}
 
 extra:
   social:
@@ -94,10 +96,10 @@ markdown_extensions:
   - pymdownx.mark
 
 nav:
-  - "🔙 Back to V1 (Exhaustive)": https://nubenetes.com/
+  - "🔙 Back to V1 (Exhaustive Archive)": 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