Merge pull request #311 from nubenetes/develop

release: v2.3.40

.github/workflows/01.1.agentic_cron.yml

@@ -98,7 +98,7 @@ jobs:
       - name: Installation of Dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install --no-cache-dir pydantic PyGithub aiohttp beautifulsoup4 httpx fake-useragent pytz python-dotenv twikit>=2.1.2 playwright playwright-stealth pyyaml tenacity
+          pip install --no-cache-dir pydantic PyGithub aiohttp beautifulsoup4 httpx fake-useragent pytz python-dotenv twikit>=2.1.2 playwright playwright-stealth pyyaml tenacity feedparser
 
       - name: Cache Playwright Binaries
         uses: actions/cache@v5
@@ -111,7 +111,17 @@ jobs:
         if: steps.playwright-cache.outputs.cache-hit != 'true'
         run: playwright install chromium --with-deps
 
+      - name: Restore Incremental Inventory Cache
+        uses: actions/cache/restore@v5
+        with:
+          path: data/inventory.yaml
+          key: inventory-curation-${{ github.run_id }}-${{ github.run_attempt }}
+          restore-keys: |
+            inventory-curation-
+
       - name: Workflow UI Synchronization Check (Mandate 11)
+        env:
+          PYTHONPATH: .
         run: |
           python src/sync_workflow_ui.py
 
@@ -151,7 +161,7 @@ jobs:
           
           if [ $EXIT_CODE -eq 42 ]; then
             echo "🚨 CIRCUIT BREAKER TRIPPED: Disabling workflow to prevent quota drain."
-            gh workflow disable agentic_cron.yml
+            gh workflow disable 01.1.agentic_cron.yml
             exit 1
           elif [ $EXIT_CODE -ne 0 ]; then
             exit $EXIT_CODE
@@ -165,7 +175,7 @@ jobs:
           if [ "${{ github.event.inputs.historical_chunked }}" == "true" ] && grep -q "NEXT_CHUNK_START:" output.log; then
             NEXT_DATE=$(grep "NEXT_CHUNK_START:" output.log | awk '{print $2}')
             echo "Triggering next historical chunk until: $NEXT_DATE"
-            gh workflow run agentic_cron.yml -f historical_mode=true -f historical_chunked=true -f historical_until_date=$NEXT_DATE
+            gh workflow run 01.1.agentic_cron.yml -f historical_mode=true -f historical_chunked=true -f historical_until_date=$NEXT_DATE
           fi
 
       - name: Upload Visual Dashboard Artifact
@@ -193,4 +203,12 @@ jobs:
           TITLE="Curation Report: $STATUS - $(date +'%Y-%m-%d')"
           BODY="### Nubenetes Automated Curation has finished.\n\n**Status:** $STATUS\n**Pull Request:** $PR_URL\n\nCheck the [workflow logs]($RUN_URL) for more details. If a visual report was generated, you can download it from the artifacts section of the workflow run."
           
+          gh label create "curation-report" --color "0E8A16" --description "Automated curation run reports" || true
           gh issue create --title "$TITLE" --body "$BODY" --label "curation-report" || echo "Failed to create issue"
+
+      - name: Persist Incremental Inventory to Cache
+        if: always()
+        uses: actions/cache/save@v5
+        with:
+          path: data/inventory.yaml
+          key: inventory-curation-${{ github.run_id }}-${{ github.run_attempt }}

.github/workflows/02.2.agentic_v2_health.yml

@@ -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 }}

.github/workflows/03.1.agentic_v2_metadata.yml

@@ -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 }}
@@ -72,7 +72,7 @@ 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 }}

.github/workflows/03.2.agentic_v2_ai.yml

@@ -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 }}
@@ -74,7 +74,7 @@ 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 }}

.github/workflows/03.3.agentic_v2_videos.yml

@@ -8,6 +8,8 @@ on:
       - 'src/v2_video_portal.py'
       - 'src/enrich_videos.py'
       - 'data/inventory.yaml'
+  schedule:
+    - cron: '0 6 1 * *'  # Runs on the 1st of every month at 06:00 UTC (every ~30 days)
   workflow_dispatch:
     inputs:
       restore_cache:
@@ -46,7 +48,7 @@ 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 }}
@@ -76,7 +78,7 @@ jobs:
         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
+          git add data/inventory.yaml v2-docs/videos/
           if git diff --staged --quiet; then
             echo "No automated changes to commit."
           else
@@ -87,7 +89,7 @@ jobs:
 
       - 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 }}

.github/workflows/04.1.agentic_v2_publish.yml

@@ -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 }}
@@ -63,6 +63,12 @@ jobs:
         run: |
           python -u src/v2_video_portal.py
 
+      - name: Execute Mosaic Reorganization
+        env:
+          PYTHONPATH: ${{ github.workspace }}
+        run: |
+          python src/reorganize_mosaic.py
+
       - name: Run V2 Publisher (Render-Only)
         env:
           PYTHONPATH: ${{ github.workspace }}
@@ -97,7 +103,7 @@ jobs:
 
       - name: Upload Architecture and Decision Logs
         if: always()
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v7
         with:
           name: v2-agentic-logs
           path: |
@@ -108,7 +114,7 @@ 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 }}

.github/workflows/04.2.agentic_v2_pr_only.yml

@@ -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 }}

.github/workflows/06.deploy_final.yml

@@ -1,18 +1,19 @@
-name: 06.1. GitHub Pages Deploy
+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: read
+  contents: write
   pages: write
   id-token: write
 
 # Allow only one concurrent deployment
 concurrency:
-  group: "pages"
+  group: "pages-stable"
   cancel-in-progress: false
 
 jobs:
@@ -21,18 +22,19 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout master
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
         with:
           submodules: true
 
       - name: Setup Python
-        uses: actions/setup-python@v5
+        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
@@ -69,10 +71,10 @@ jobs:
           EOF
 
       - name: Setup Pages
-        uses: actions/configure-pages@v4
+        uses: actions/configure-pages@v6
 
       - name: Upload artifact
-        uses: actions/upload-pages-artifact@v3
+        uses: actions/upload-pages-artifact@v5
         with:
           path: './site'
 
@@ -86,6 +88,4 @@ jobs:
     steps:
       - name: Deploy to GitHub Pages
         id: deployment
-        uses: actions/deploy-pages@v4
-
-
+        uses: actions/deploy-pages@v5

.github/workflows/07.2.markdown_linter.yml

@@ -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'
 

CHANGELOG.md

@@ -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).
 
+## [[2.3.40]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.40) - 2026-06-03
+
+### Removed
+- **Deprecated AWS Quick Start Reference**: Confirmed retirement of the AWS Quick Starts program (replaced globally by AWS Partner Solutions), removed `https://aws.amazon.com/es/quickstart` from the centralized inventory database, and updated the V1 and V2 documentation files to delete the dead references.
+
+## [[2.3.39]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.39) - 2026-06-02
+
+### Added
+- **ClickHouse YouTube Channel Integration**: Registered the official ClickHouse YouTube channel in the centralized inventory and regenerated both the V1 and V2 homepage mosaics, sorting ClickHouse under the Observability, Databases & Cloud Storage category in V2.
+- **ClickHouse SVG Logo Asset**: Added a color-coded orange SVG logo for ClickHouse to guarantee legibility across light and dark platforms.
+
+## [[2.3.38]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.38) - 2026-06-02
+
+### Added
+- **YouTube Embed Iframe Refusal Fix**: Solved the `www.youtube.com refused to connect` error in video iframe players by implementing a parser (`to_embed_url`) in the generator script to dynamically rewrite standard YouTube watch/shortened URLs into the required embed format, fully preserving start-times (`start=...`) and playlist IDs (`list=...`).
+
+### Fixed
+- **MD037 Lint Fix (Video Portal)**: Fixed a markdown linter failure in `v2-docs/videos/cloud-native.md` (and other video documents) by converting asterisk-based bullets (`* `) in video summaries to dash-based bullets (`- `). This avoids syntax collision where the linter parses indented asterisk bullets inside blocks as malformed bold/emphasis markers.
+
+## [[2.3.37]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.37) - 2026-06-02
+
+### Added
+- **Programmatic Smart Injection (Option B)**: Replaced legacy full-document rewriting using Gemini Pro with a highly efficient programmatic Markdown injector. The new system uses Gemini Flash 3.5 to choose the target section header, while Python surgically inserts the link. This prevents 429 rate limit blocks and cuts down API costs by 95%.
+- **Persisted Raw Impact Score**: Added `impact_score` attribute to evaluations saved inside `data/inventory.yaml`, ensuring that cached resources retain their original AI classification scores.
+
+### Fixed
+- **KeyError: 'impact_score'**: Implemented resilient fallback logic in the curation orchestrator to calculate `impact_score` from the `stars` attribute (e.g. `stars * 20`) for cached items that lack the raw `impact_score` field.
+
+## [[2.3.36]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.36) - 2026-05-29
+
+### Fixed
+- **Legal Disclaimer Duplication**: Removed duplicate/redundant line of text in README.md section 15.3.
+
+## [[2.3.35]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.35) - 2026-05-28
+
+### Added
+- **Grafana Observability Video**: Added the Viktor Farcic video `I Stopped Staring at Dashboards. AI Reads My Grafana Metrics Now.` to the V2 Video Hub under the "AI Agents and MCP" learning path.
+
+## [[2.3.34]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.34) - 2026-05-28
+
+### Added
+- **Link Provenance Tracking**: Added `addition_method` metadata attribute to `data/inventory.yaml` to differentiate between manually curated and automatically ingested links.
+- **Database Migration**: Migrated all 18,004 existing database entries to have `addition_method: manual` by default.
+- **Workflow & Optimizer Integration**: Programmed `src/agentic_curator.py` to mark automatically ingested resources as `automatic`, and updated `src/v2_optimizer.py` to default new V1 Markdown source resources to `manual`.
+
+### Changed
+- **Documentation & Memory Systems**: Added documentation for `addition_method` in `README.md`, `GEMINI.md`, and `src/memory/health_learning.json`.
+
+## [[2.3.32]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.32) - 2026-05-28
+
+### Changed
+- **Arsys Logo Dark Mode Contrast**: Changed the Arsys logo fill color to a constant corporate electric sky blue (`#00a2e8`) inside the SVG, ensuring maximum contrast on both white (V1) and slate/black (V2) backgrounds.
+- **Removed Logo CSS Inversion**: Removed the dark mode CSS filter invert rule in `extra.css` to preserve branding color integrity.
+
+## [[2.3.31]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.31) - 2026-05-28
+
+### Changed
+- **Arsys Logo Dark Mode Adaptation**: Embedded light/dark prefers-color-scheme styles inside the Arsys SVG logo and added a CSS invert filter for the slate theme in `extra.css` to fix visibility in dark mode.
+
+## [[2.3.30]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.30) - 2026-05-28
+
+### Fixed
+- **Wikimedia Commons URL Correction**: Replaced the broken HTML error page (downloaded due to invalid hash pathing) with a valid vector SVG file by using the correct MD5 filename-derived directory structure (`8/88/Arsys_logo.svg`) on upload.wikimedia.org.
+
+## [[2.3.29]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.29) - 2026-05-28
+
+### Added
+- **Arsys Channel Integration**: Registered `https://www.youtube.com/@arsys` in `data/inventory.yaml` under `cloud_providers` (V2) and ordered to append at the end of V1 flat sequence.
+
+### Fixed
+- **Video Hub Heading Level Fix**: Fixed a markdown linter error (MD001) in the generated video hub index by changing the heading increment from h3 to h2 (`## Learning Dimensions`).
+
+## [[2.3.28]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.28) - 2026-05-28
+
+### Changed
+- **Mandate 23 Documentation**: Updated `GEMINI.md` and `health_learning.json` to formally document the database-driven dual layout design of YouTube mosaics.
+
+## [[2.3.27]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.27) - 2026-05-28
+
+### Added
+- **Workflow Automation for Mosaic**: Configured the V2 Publisher workflow to execute `src/reorganize_mosaic.py` automatically on each run.
+
+## [[2.3.26]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.26) - 2026-05-28
+
+### Fixed
+- **Video Hub Index Heading Level Correction**: Adjusted generator code to prevent heading hierarchy lint failures.
+
+## [[2.3.25]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.25) - 2026-05-28
+
+### Added
+- **Database Migration for YouTube Mosaic**: Migrated YouTube channel mosaic configuration from the deprecated `youtube_channels_mosaic.yaml` to the unified monolithic `data/inventory.yaml` and refactored the layout generator to dynamically read from the database.
+
+## [[2.3.24]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.24) - 2026-05-28
+
+### Changed
+- **Restored V1 Flat YouTube Mosaic Layout**: Restored the flat list layout (11 channels per row, sorted by `order_v1`) on the V1 homepage, while preserving the advanced categorized V2 dashboard.
+
+## [[2.3.23]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.23) - 2026-05-28
+
+### Changed
+- **Quote Card HTML Structure**: Wrapped the clickable `quote-card-link` in a block-level `div` container to prevent the Markdown processor from wrapping the inline `a` link in a paragraph `<p>` tag. This ensures correct HTML parsing and restores the quote card's dynamic hover animations and transitions.
+
+## [[2.3.22]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.22) - 2026-05-28
+
+### Changed
+- **Showcase Image Conformance Footer Bar**: Replaced the absolute badge overlay with an elegant, responsive glassmorphic footer bar `.hero-showcase-footer` beneath the image. This bar contains the CNCF conformance badge alongside an explanatory caption about workload portability, ensuring that no text covers any part of the main showcase image.
+
+## [[2.3.21]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.21) - 2026-05-28
+
+### Changed
+- **Reordered V2 Homepage Header**: Reorganized the V2 home page layout, placing the large responsive CNCF conformance image showcase first, followed by Horatio's framed interactive quote card, and finally the four flex dashboard cards.
+- **Glassmorphic Quote Card**: Replaced the plain text quote with a styled, framed quote card featuring an interactive dashed border, a custom quote icon, and a glowing neon cyan hover state that links directly to Horatio Nelson Jackson's Wikipedia page.
+- **Enlarged Conformance Showcase**: Increased the max-width of the CNCF conformance wrapper to 1100px to ensure it remains as large as possible across all high-resolution devices.
+
+## [[2.3.20]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.20) - 2026-05-27
+
+### Changed
+- **CNCF Showcase Conformance Image Effects**: Added a glassmorphic wrapper `.hero-showcase-wrapper` to the main CNCF conformance image on the V2 homepage with hover scale effects (`1.03x`), brightness filters, a neon cyan shadow glow, and an interactive overlay badge.
+- **V2 Nav and Index Path Fixes**: Resolved broken internal references to `videos.md` in `v2-mkdocs.yml` and the strategic dimensions list by permanently updating the compiler to resolve paths to the modularised `./videos/index.md` location. Integrated MkDocs Material's `navigation.indexes` feature so that clicking the top-level "Agentic Video Hub" menu tab links directly to the Overview page (`videos/index.md`) without sub-navigation redundancy.
+
+## [[2.3.19]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.19) - 2026-05-27
+
+### Added
+- **Modularized Video Hub**: Replaced the legacy monolithic `v2-docs/videos.md` with a structured, multi-page directory (`v2-docs/videos/`) separating video resources into AI Agents, DevOps/IaC/SRE, Cloud Native Core, and Fundamentals learning paths.
+- **Robust Slugification and Header Cleaning**: Upgraded the slugification and header normalization logic to ensure 100% compatibility with MkDocs anchor resolution, stripping commas, parentheses, slashes, and special symbols to prevent broken internal links.
+- **Monthly Video Automation Schedule**: Configured a monthly cron trigger (`0 6 1 * *`) in the V2 Video Hub Builder GitHub action to automate video curation and portal updates.
+
+### Changed
+- **Persisted Hero Dashboard Cards**: Integrated the 4 glassmorphic interactive cards directly into the `v2_optimizer.py` compilation script for `v2-docs/index.md`, preventing them from being overwritten during V2 rendering cycles and updating the video link to `./videos/index.html`.
+
+## [[2.3.18]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.18) - 2026-05-27
+
+### Added
+- **4-Card Hero Dashboard**: Expanded the V2 homepage header from two to four interactive dashboard cards, adding entry points for "AI & MCP Agents" (with custom purple glow) and "Agentic Video Hub" (with custom pink glow). Improved visual layout structure and updated all card links to point directly to `.html` destinations to prevent 404 compilation target errors.
+
+## [[2.3.17]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.17) - 2026-05-27
+
+### Changed
+- **V2 Header Cards Optimization**: Fixed broken `.md` targets in raw HTML header cards by pointing them to compiled `.html` pages. Upgraded card sizing to use a responsive flex layout (`flex: 1; max-width: 280px; min-width: 200px;`) with increased padding and added visual hover highlight states on card icons matching the mosaic aesthetics.
+
+## [[2.3.16]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.16) - 2026-05-27
+
+### Changed
+- **V2 Homepage Interactive Header Badges**: Converted the top inline Kubernetes and Hero Car image links on the V2 index page into styled, responsive glassmorphic cards. Kubernetes links to the internal curated Kubernetes resources section rather than the external homepage, improving contextual navigation.
+
+## [[2.3.15]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.3.15) - 2026-05-27
+
+### Changed
+- **Homepage YouTube Mosaic Scaling & Transitions**: Refactored the icon layout styling to use uniform responsive sizing (48px) instead of viewport percentage widths. Added hover micro-animations (scale-up scale factor 1.15x and brightness filters) for both light and dark modes to enhance aesthetic premium quality.
+
+## [[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

GEMINI.md

@@ -55,13 +55,17 @@ This file contains the accumulated instructions and long-term vision for the aut
         *   `source_provenance`: Identifies the origin of the discovery (Twitter, RSS, Manual).
         *   `social_preview_url`: OpenGraph/Social images to enrich the V2 visual experience.
         *   `mentions_count`: Tracks resource popularity/rediscovery frequency.
+        *   `addition_method`: Tracks the resource addition origin ('manual' or 'automatic') to facilitate scaling metrics.
     - **Persistence (MANDATORY)**: Every AI agent and workflow MUST load this file at startup, update it, and INJECT the modified YAML into the final PR payload if any change is detected. Discarding the database during a workflow run is a CRITICAL FAILURE.
     - **Exhaustive Initialization**: The system supports a `FORCE_FULL_CHECK` environment variable to bypass all caches (e.g., 21-day health cache) and force a full re-validation and re-enrichment of the entire 17k+ link archive.
     - **No Trusted Bypassing**: All domains, including high-trust ones (GitHub, Google, AWS), MUST be verified for link validity. Trusted status only grants a lower priority for aggressive scraper rotation, not a bypass for existence checks.
     - **URL Protocol Integrity**: All URLs MUST use the complete and correct protocol prefix (`https://` or `http://`). AI agents MUST ensure that automated edits or mass cleanup tasks NEVER corrupt the protocol (e.g., by reducing `https://` to `https:/`).
     - **Manual Priority**: AI agents MUST NOT overwrite existing manual descriptions or stars in the V1 archive files. Enrichment is strictly for the YAML database and the V2 portal.
 
-23. **YouTube Mosaic Exemption**: In `docs/index.md` and `v2-docs/index.md`, only the primary visual mosaic block (the specific `<center>` block containing the highest density of YouTube links) is exempt from automated health checks and MUST NOT be included in `data/inventory.yaml`. This is a fixed visual asset. However, all other YouTube resources in these files—including links appearing before the mosaic and those in the collapsible "Top Videos" section—MUST be checked by the link cleaner and properly tracked in the inventory.
+23. **YouTube Mosaic Management & Dual Layout Mandate**: The YouTube channels visual mosaic in `docs/index.md` (V1) and `v2-docs/index.md` (V2) must be generated dynamically from the centralized metadata database `data/inventory.yaml` (using the `youtube_mosaic` metadata block). The layouts for V1 and V2 must remain strictly distinct to satisfy the dual-edition mandate:
+    - **V1 Exhaustive Layout**: Must be rendered as a single flat, historically ordered sequence of channel logos (11 per row) using simple inline width styling (`{: style="width:7%"}`). Newly discovered channels must be appended at the end of the flat list (ordered using the `youtube_mosaic.order_v1` field).
+    - **V2 Elite Layout**: Must be rendered as an advanced categorized dashboard grouped into custom border-outlined card containers with neon colors corresponding to technical dimensions, optimized dimensions (`width: 48px; height: 48px`), and class hooks (`.channel-logo`) (ordered using the `youtube_mosaic.order_v2` field).
+    - **Automation & Persistence**: The automated Publisher and Optimizer bot workflows must execute `src/reorganize_mosaic.py` to regenerate both visual blocks from the database during every pipeline run, ensuring the layout difference persists over the entire lifecycle.
 
 24. **Canonical URL Normalization & Semantic Deduplication**: To prevent duplication and fragmented metadata, all agents MUST normalize URLs before any inventory operation.
     - **Tracking Stripping**: Systematically remove UTM parameters, social media trackers (X.com, LinkedIn), and URL fragments (except technical ones).

README.md

@@ -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 2026-05-25)
+(Stats as of 2026-06-02)
 
 <!-- HEART_STATS_START -->
 | Metric | Value |
 | :--- | :--- |
-| **Total Technical Resources (Links)** | **17992+** |
-| **Specialized MD Pages** | **161** |
-| **Total Commits** | **5488+** |
+| **Total Technical Resources (Links)** | **18357+** |
+| **Specialized MD Pages** | **162** |
+| **Total Commits** | **5731+** |
 | **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 | 1929 | 7,966 | **Agentic AI Surge** (May 2026 Inception) |
+| 9 | 2026 | 2172 | 8,970 | **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, 7966]
-    bar [350, 142, 2046, 531, 402, 30, 53, 5, 1929]
+    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 8970]
+    bar [350, 142, 2046, 531, 402, 30, 53, 5, 2172]
 ```
 <!-- ANNUAL_CHART_END -->
 
@@ -204,7 +204,8 @@ xychart-beta
 | Month | Commits | Est. New Refs | Status |
 | :--- | :---: | :---: | :--- |
 | 2026-04 | 25 | 103 | Active Curation |
-| 2026-05 | 1904 | 7,863 | **Agentic Inception (Gemini Era)** |
+| 2026-05 | 2101 | 8,677 | **Agentic Inception (Gemini Era)** |
+| 2026-06 | 46 | 189 | Active Curation |
 <!-- MONTHLY_SURGE_END -->
 
 ### 2.4. Content Distribution and Semantic Clustering
@@ -217,7 +218,7 @@ 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" : 3592
+    "Specialized Topics" : 3957
     "Kubernetes Ecosystem" : 3500
     "Developer Ecosystem" : 3000
     "Public/Private Cloud" : 2500
@@ -238,10 +239,10 @@ Reflecting Nubenetes' mission of global access while maintaining technical Engli
 <!-- SUB_ECO_CHART_START -->
 ```mermaid
 pie title Linguistic Diversity (Global Access)
-    "English" : 16192
-    "Spanish" : 1079
-    "French" : 179
-    "Others" : 539
+    "English" : 16521
+    "Spanish" : 1101
+    "French" : 183
+    "Others" : 550
 ```
 <!-- SUB_ECO_CHART_END -->
 
@@ -324,7 +325,7 @@ To ensure maximum throughput and industrial-grade precision, Nubenetes uses a pr
 - **Double-Evidence Synthesis Protocol**: Agents are mandated to contrast 'Curator Insight' (from original discovery) with 'Live Technical Grounding' (from search/MCP) before finalizing any technical summary.
 - **Real-time Web Grounding (MCP-Style)**: For high-fidelity tasks, the engine activates **Google Search Grounding**. This allows the AI to verify technical maturity, site migrations, and official documentation in real-time, providing a live data filter for all decisions.
 - **Smart Batching (Anti-429)**: Instead of individual calls, the system groups up to **25 resources into high-precision batches**. This optimizes grounding efficiency and minimizes rate limits.
-- **Dynamic Model Selection**: The system automatically toggles between **Gemini Pro** (for auditing and research) and **Gemini Flash** (for broad analysis).
+- **Dynamic Model Selection & Programmatic Injection (Option B)**: The system automatically toggles between **Gemini Pro** (for auditing and research) and **Gemini Flash** (for broad analysis and link insertion planning). Actual link injections are performed programmatically in Python to ensure 0% document corruption and zero rate-limit blocks.
 - **Global Back-off & Tier-down**: Automatic exponential back-off and model tier-down logic to ensure 100% workflow resilience.
 - **Ultra-Fast V2 Render Mode**: The final `render-and-pr` stage bypasses redundant HTTP health checks, GitHub API metadata fetching, and AI agent evaluation loops by leveraging the pre-computed YAML inventory to assemble the portal instantaneously.
 ### 4.4. Doc-as-Behavior Mandate Bridge
@@ -343,6 +344,7 @@ Nubenetes operates with two distinct editions to serve different engineering nee
 - **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.
+- **YouTube Mosaic:** Kept as a flat, historically ordered list of channel logos (11 per row) using simple inline width styling (`{: style="width:7%"}`). Newly added channels are appended at the end of this list.
 
 ### 5.2. V2: The Agentic Elite Edition
 - **Purpose:** A high-density, enterprise-grade portal for the modern Cloud Native ecosystem (2026 and beyond).
@@ -350,6 +352,7 @@ Nubenetes operates with two distinct editions to serve different engineering nee
 - **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).
+- **YouTube Mosaic:** Organized as a categorized dashboard grouped into custom border-outlined cards with neon colors, class hooks (`.channel-logo`), and optimized image properties (`width: 48px; height: 48px`).
 - **Visual Standards (Elite Hierarchy):**
     - **`==[Yellow Highlighting]==`**: **Platinum Standard** (5 stars) – Foundational "Must-Read" assets.
     - **`**Bold Text**`**: **Gold Standard** (4 stars) – Highly recommended resources with strong industry momentum.
@@ -377,6 +380,7 @@ To better understand the dual-nature of the project, the following matrix detail
 | **8** | **Content Format** | **Original Language**: Preserves V1 native descriptions (Spanish, French, etc.). | **Global English**: All summaries and UI are in Professional English for global access. |
 | **9** | **Maintenance Type** | **Surgical Repair**: Dead links are removed or updated line-by-line. | **Full Refresh**: Orphaned files are pruned and content is re-indexed from the inventory. |
 | **10** | **Target Audience** | **Researchers & Historians**: Looking for specific deep technical context. | **Architects & Decision Makers**: Looking for vetted, stable, and mature solutions. |
+| **11** | **YouTube Mosaic** | **Flat Historical Sequence**: A single flat ordered list of channel logos (11 per row) in their original historical sequence (new channels appended at the end) with `{: style="width:7%"}` inline styling. | **Categorized & Styled**: Grouped into border-outlined card panels by category with neon outlines, custom logo alignment (`width:48px; height:48px`), and class hooks. |
 
 ### 5.4. The Incremental Elite Engine
 To maintain the high-density quality of V2 without redundant AI costs, the `V2VisionEngine` implements an incremental synchronization strategy:
@@ -406,7 +410,31 @@ By separating these domains, Nubenetes ensures **100% Resilience**:
 
 ---
 
-### 5.6. Multi-Language Support Policy
+### 5.6. Dynamic YouTube Mosaic Engine
+Nubenetes manages the YouTube channel visual mosaic dynamically to support distinct V1 and V2 layout requirements from a single database source:
+
+- **Unified Schema (`data/inventory.yaml`)**: All channel metadata is stored under the `youtube_mosaic` key in the centralized inventory file:
+
+  ```yaml
+  https://www.youtube.com/@GoogleGemini:
+    title: Google Gemini
+    status: online
+    youtube_mosaic:
+      category: ai_advanced_tech        # Category grouping ID (V2)
+      image: images/google_gemini_logo.png
+      order_v1: 122                     # Flat sequence index (V1)
+      order_v2: 0                       # Category sorting index (V2)
+  ```
+
+- **Layout Generators (`src/reorganize_mosaic.py`)**:
+  * **V1 Flat Layout**: Sorts all channels globally by `order_v1` and formats them into a flat grid of 11 logos per row using simple inline width styling (`{: style="width:7%"}`). Newly added channels are appended at the end of the flat mosaic.
+  * **V2 Categorized Layout**: Groups channels by category, sorts them by `order_v2` within each group, and renders them inside custom cards with border-outline colors (e.g., purple for AI) matching the dimensions.
+
+- **Workflow Integration**: The mosaic generation is fully integrated into the **V2 Publisher** workflow (`04.1. V2 Publisher`). During any manual or automated run (cron jobs, PR merges), `src/reorganize_mosaic.py` runs automatically to rebuild both visual sections, preserving their layout differences across the entire codebase lifecycle.
+
+---
+
+### 5.7. Multi-Language Support Policy
 To embrace the diverse global Cloud Native community while maintaining international discoverability, Nubenetes implements a dual-layer linguistic strategy powered by a **Data-First Architecture**:
 
 - **Linguistic Data Persistence**: Language detection is treated as a core metadata attribute. The centralized database ([`data/inventory.yaml`](data/inventory.yaml)) stores resources using specific fields:
@@ -420,6 +448,7 @@ To embrace the diverse global Cloud Native community while maintaining internati
     *   `hierarchy`: Persistent, **recursive technical classification** (list of up to 10 levels) for O'Reilly-style grouping.
     *   `content_hash` / `health_score`: Advanced fields for content drift detection and reliability tracking.
     *   `source_provenance` / `social_preview_url`: Data for origin tracing and V2 visual enrichment.
+    *   `addition_method`: Origin type of the resource addition ('manual' or 'automatic') to support growth and scaling metrics.
 - **Separation of Concerns (Data vs. UI)**:
     *   **The Database (Source of Truth)**: Holds raw data, enabling future features like language-based filtering or statistics without re-processing links.
     *   **The Portal (Visual Rendering)**: The `V2VisionEngine` dynamically converts the metadata into visual UI tags (e.g., `[SPANISH CONTENT]`, `[ARCHITECT LEVEL]`).
@@ -535,7 +564,7 @@ The "Platinum" tier represents the highest level of autonomous maintenance, focu
 - **Rendering Risk Detection**: Ensures HTML blocks like `<center>` include the mandatory `markdown="1"` attribute ([Mandate 19](GEMINI.md)).
 
 #### Infrastructure Auto-Sync
-- **Workflow UI Synchronization**: The [UI Sync Engine](src/sync_workflow_ui.py) automatically updates the [GitHub Actions Interface](.github/workflows/agentic_cron.yml) whenever [Curation Sources](data/curation_sources.yaml) are added or modified ([Mandate 11](GEMINI.md)).
+- **Workflow UI Synchronization**: The [UI Sync Engine](src/sync_workflow_ui.py) automatically updates the [GitHub Actions Interface](.github/workflows/01.1.agentic_cron.yml) whenever [Curation Sources](data/curation_sources.yaml) are added or modified ([Mandate 11](GEMINI.md)).
 
 #### Reputation Pulse (Vaporware Filter)
 - **Community-Based Vetting**: The [Curation Engine](src/agentic_curator.py) utilizes **Google Search Grounding** to cross-reference new tools with platforms like Reddit and Hacker News.
@@ -728,6 +757,7 @@ The heart of the new Nubenetes is a suite of AI Agents that operate on our `deve
 4.  **Resilient Architecture Core**:
     - **Exponential Backoff**: Intelligent `tenacity`-based retry logic in `gemini_utils.py` gracefully handles 429 Rate Limits before triggering the Circuit Breaker.
     - **Flash-First Architecture**: Prioritizes Gemini Flash/Lite models for high-density Analyst tasks, enabling processing of 10,000+ resources within the 6-hour GitHub Actions limit through 100-item batching and 2-second safety delays.
+    - **Programmatic Smart Injection (Option B)**: The system extracts document headers and has Gemini Flash choose the target header, performing the actual line insertion using Python. This bypasses the need for Gemini Pro to rewrite entire documents, slashing API usage and preventing 429 errors.
     - **Incremental Persistence (Mandate 22)**: Implements a dual-phase auto-save mechanism that flushes the `inventory.yaml` database to disk periodically **without waiting for the workflow to finish**:
         *   **Metadata Phase**: Saves every **500 GitHub repositories** processed.
         *   **AI Phase**: Saves every **20 AI batches** (1,000 resources) analyzed.
@@ -747,7 +777,7 @@ Maintainers can manually trigger and tune workflows via the GitHub Actions UI. T
 
 | # | Phase / Category | Workflow | Primary Manual Flags | Default | Technical Effect |
 | :---: | :--- | :--- | :--- | :---: | :--- |
-| **01** | **Discovery** | [**01.1. Automated Agentic Curation**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/agentic_cron.yml) | `historical_mode` | ==TRUE== | Processes all discovery sources (ignores 30-day window). |
+| **01** | **Discovery** | [**01.1. Automated Agentic Curation**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/01.1.agentic_cron.yml) | `historical_mode` | ==TRUE== | Processes all discovery sources (ignores 30-day window). |
 | | | | `include_*` | ==TRUE== | Toggles specific topics (k8s, cloud, ai, etc.). |
 | | | [**01.2. Backup-based Curation**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/agentic_backup.yml) | `historical_mode` | ==TRUE== | Ignores time windows for static file processing. |
 | **02** | **Integrity** | [**02.1. Intelligent Link Cleaner**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/intelligent_link_cleaner.yml) | `force_full_check` | ==FALSE== | Bypasses cache for global archive auditing. |
@@ -762,7 +792,7 @@ 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`. |
@@ -1009,7 +1039,7 @@ To maintain transparency and ease of navigation, all key configuration, database
 - **Global Inventory:** [`data/inventory.yaml`](data/inventory.yaml) - The "System Memory" containing all link metadata (years, stars, descriptions, and audit history).
 
 ### 13.3. Autonomous Workflows
-- **01.1. Discovery & Curation:** [**Automated Agentic Curation**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/agentic_cron.yml)
+- **01.1. Discovery & Curation:** [**Automated Agentic Curation**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/01.1.agentic_cron.yml)
 - **01.2. Backup Data Processor:** [**Backup-based Curation**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/agentic_backup.yml) — Manual JSON/MD ingestion.
 - **02.1. Link Health Check:** [**Intelligent Link Cleaner & Dedup**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/intelligent_link_cleaner.yml) — Perpetual archive integrity engine.
 - **02.2. V2 Health Monitor:** [**V2 Health Monitor**](https://github.com/nubenetes/awesome-kubernetes/actions/workflows/agentic_v2_health.yml) — Weekly archive network validation.
@@ -1019,7 +1049,7 @@ 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.
@@ -1030,7 +1060,7 @@ To maintain transparency and ease of navigation, all key configuration, database
 - **Curator Logic:** [`src/agentic_curator.py`](src/agentic_curator.py) - Primary classification and description engine.
 - **V2 Vision Engine:** [`src/v2_optimizer.py`](src/v2_optimizer.py) - Elite portal generation and maturity scoring.
 - **Video Hub Enrichment:** [`src/enrich_videos.py`](src/enrich_videos.py) - High-fidelity synthesis using **yt-dlp** and transcripts.
-- **Video Portal Logic:** [`src/v2_video_portal.py`](src/v2_video_portal.py) - Categorized layout with **O'Reilly Journey Builder** and multiline rendering fixes.
+- **Video Portal Logic:** [`src/v2_video_portal.py`](src/v2_video_portal.py) - Categorized layout with **O'Reilly Journey Builder**, automated watch-to-embed YouTube conversion, and markdownlint-safe bullet formatting.
 - **V2 Specialized Agents:**
     - **Health Monitor:** [`src/v2_health.py`](src/v2_health.py)
     - **Metadata Engine:** [`src/v2_metadata.py`](src/v2_metadata.py)
@@ -1085,4 +1115,3 @@ 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.

data/curation_sources.yaml

@@ -31,6 +31,14 @@ sources:
       - "NotebookLM"       # Official NotebookLM
       - "LangChainAI"      # Agentic frameworks
       - "llama_index"      # RAG & Agents
+      - "modelcontextpc"   # MCP Community / Protocol Updates
+      - "AlexAlbert_"      # Anthropic DevRel/MCP Specialist
+      - "swyx"             # AI Engineering & Agent Systems Expert
+      - "google-antigravity" # Google Antigravity Agentic SDK Org
+      - "GoogleDevs"       # Google Developers (for SDK and API announcements)
+    feeds:
+      - "https://openai.com/news/rss.xml"
+      - "https://blog.google/technology/ai/rss/"
 
   - topic: "Developer Productivity & AI Agents"
     accounts:
@@ -40,12 +48,16 @@ sources:
       - "midudev"          # Web Dev & AI Content Creator
       - "natfriedman"      # AI Expert (Former GitHub CEO)
       - "karpathy"         # AI Expert (Andrej Karpathy)
+    feeds:
+      - "https://github.blog/feed/"
+      - "https://github.blog/category/engineering/feed/"
 
   - topic: "Data & Big Data"
     accounts:
       - "Databricks"
       - "ApacheSpark"
       - "snowflakedb"
+      - "UberEng"          # Uber Engineering
 
   - topic: "Infrastructure as Code & GitOps"
     accounts:
@@ -53,11 +65,9 @@ sources:
       - "PulumiCorp"
       - "ArgoProj"
       - "fluxcd"
+      - "Atlassian"        # Atlassian Engineering / Developer Updates
     feeds:
       - "https://netflixtechblog.com/feed"
-      - "https://engineering.atlassian.com/feed"
       - "https://blog.cloudflare.com/rss/"
-      - "https://medium.com/feed/uber-engineering"
       - "https://engineering.fb.com/feed/"
       - "https://aws.amazon.com/blogs/aws/feed/"
-      - "https://cloud.google.com/blog/rss/"

docs/aws-architecture.md

@@ -37,7 +37,6 @@
 - [AWS Architecture Blog](https://aws.amazon.com/blogs/architecture)
 - [AWS Official Blog](http://blogs.aws.amazon.com)
 - [AWS Labs GitHub](https://github.com/awslabs)
-- [AWS Quick Start Reference Deployments](http://aws.amazon.com/es/quickstart)
 - [InfoWorld Review – Amazon Aurora Rocks MySQL](https://aws.amazon.com/blogs/aws/infoworld-review-amazon-aurora-rocks-mysql)
 - [AWS Cost Explorer Update – Access to EC2 Usage Data](https://aws.amazon.com/blogs/aws/aws-cost-explorer-update-access-to-ec2-usage-data)
 

docs/images/arsys_logo.svg

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docs/index.md

@@ -341,9 +341,9 @@ 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.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) [![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/>
+[![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](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) [![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) [![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/>
@@ -351,7 +351,8 @@ 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) [![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)
+[![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 new](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) [![Microsoft Reactor](images/microsoft_reactor_logo.png){: style="width:7%"}](https://www.youtube.com/@MicrosoftReactor)<br/>
+[![Playwright](images/playwright_logo.png){: style="width:7%"}](https://www.youtube.com/@Playwrightdev) [![Arsys](images/arsys_logo.svg){: style="width:7%"}](https://www.youtube.com/@arsys) [![ClickHouse](images/clickhouse_logo.svg){: style="width:7%"}](https://www.youtube.com/@ClickHouseDB)
 
 </center>
 

docs/static/extra.css

@@ -35,4 +35,21 @@ reset max-width with the following CSS: */
 .someid { color: green; }
 */
 
+.channel-logo {
+  width: 48px;
+  height: 48px;
+  object-fit: contain;
+  margin: 6px;
+  transition: transform 0.25s cubic-bezier(0.4, 0, 0.2, 1), filter 0.25s ease;
+  vertical-align: middle;
+}
+
+.channel-logo:hover {
+  transform: scale(1.15);
+  filter: brightness(1.2);
+}
+
+
+
+
 

docs/static/v2_elite.css

@@ -178,3 +178,288 @@ a {
   text-shadow: 0 0 5px rgba(251, 191, 36, 0.4);
 }
 
+.channel-logo {
+  width: 48px;
+  height: 48px;
+  object-fit: contain;
+  margin: 6px;
+  transition: transform 0.25s cubic-bezier(0.4, 0, 0.2, 1), filter 0.25s ease;
+  vertical-align: middle;
+}
+
+.channel-logo:hover {
+  transform: scale(1.15);
+  filter: brightness(1.25);
+  box-shadow: 0 0 12px var(--md-accent-fg-color);
+  border-radius: 4px;
+}
+
+/* V2 Homepage Hero Dashboard Cards */
+.hero-badge-card {
+  flex: 1;
+  max-width: 280px;
+  min-width: 200px;
+  border: 1px solid rgba(255, 255, 255, 0.08);
+  border-radius: 16px;
+  padding: 24px 16px;
+  text-align: center;
+  background: rgba(255, 255, 255, 0.015);
+  transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1);
+  display: inline-block;
+  cursor: pointer;
+  vertical-align: top;
+}
+
+.hero-badge-card img {
+  width: 100px;
+  height: 100px;
+  object-fit: contain;
+  margin-bottom: 12px;
+  transition: transform 0.25s cubic-bezier(0.4, 0, 0.2, 1), filter 0.25s ease;
+}
+
+.hero-badge-card:hover {
+  transform: translateY(-4px);
+}
+
+.hero-badge-card:hover img {
+  transform: scale(1.15);
+  filter: brightness(1.25);
+}
+
+/* Modifiers for custom theme accents */
+.hero-badge-card--cyan {
+  border-color: rgba(34, 211, 238, 0.15);
+  background: rgba(34, 211, 238, 0.015);
+}
+.hero-badge-card--cyan:hover {
+  background: rgba(34, 211, 238, 0.04) !important;
+  box-shadow: 0 8px 24px rgba(34, 211, 238, 0.15);
+  border-color: #22d3ee !important;
+}
+
+.hero-badge-card--purple {
+  border-color: rgba(139, 92, 246, 0.15);
+  background: rgba(139, 92, 246, 0.015);
+}
+.hero-badge-card--purple:hover {
+  background: rgba(139, 92, 246, 0.04) !important;
+  box-shadow: 0 8px 24px rgba(139, 92, 246, 0.15);
+  border-color: #a78bfa !important;
+}
+
+.hero-badge-card--pink {
+  border-color: rgba(236, 72, 153, 0.15);
+  background: rgba(236, 72, 153, 0.015);
+}
+.hero-badge-card--pink:hover {
+  background: rgba(236, 72, 153, 0.04) !important;
+  box-shadow: 0 8px 24px rgba(236, 72, 153, 0.15);
+  border-color: #f472b6 !important;
+}
+
+.hero-badge-card--teal {
+  border-color: rgba(20, 184, 166, 0.15);
+  background: rgba(20, 184, 166, 0.015);
+}
+.hero-badge-card--teal:hover {
+  background: rgba(20, 184, 166, 0.04) !important;
+  box-shadow: 0 8px 24px rgba(20, 184, 166, 0.15);
+  border-color: #2dd4bf !important;
+}
+
+.hero-badge-title {
+  font-weight: bold;
+  font-size: 0.95rem;
+  color: var(--md-primary-fg-color);
+}
+
+.hero-badge-subtitle {
+  font-size: 0.78rem;
+  color: var(--md-primary-fg-color--dark);
+  margin-top: 4px;
+}
+
+/* Hero Showcase Image wrapper (4 cars in a container) */
+.hero-showcase-wrapper {
+  margin: 24px auto;
+  max-width: 1100px; /* Increased from 650px to make it responsive and as large as possible */
+  width: 100%;
+  border-radius: 16px;
+  overflow: hidden;
+  border: 1px solid rgba(255, 255, 255, 0.08);
+  background: rgba(255, 255, 255, 0.015);
+  box-shadow: 0 4px 15px rgba(0, 0, 0, 0.2);
+  transition: all 0.35s cubic-bezier(0.4, 0, 0.2, 1);
+  position: relative;
+  display: block;
+}
+
+[data-md-color-scheme="slate"] .hero-showcase-wrapper {
+  border-color: rgba(34, 211, 238, 0.1);
+  box-shadow: 0 4px 20px rgba(0, 0, 0, 0.5);
+}
+
+.hero-showcase-link {
+  display: block;
+  text-decoration: none;
+  color: inherit;
+  position: relative;
+}
+
+.hero-showcase-image {
+  width: 100% !important;
+  display: block;
+  object-fit: cover;
+  transition: transform 0.4s cubic-bezier(0.4, 0, 0.2, 1), filter 0.4s ease;
+  margin: 0 !important;
+}
+
+.hero-showcase-footer {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  padding: 14px 20px;
+  background: rgba(9, 9, 11, 0.5);
+  backdrop-filter: blur(8px);
+  -webkit-backdrop-filter: blur(8px);
+  border-top: 1px solid rgba(255, 255, 255, 0.06);
+  gap: 16px;
+  flex-wrap: wrap;
+}
+
+[data-md-color-scheme="slate"] .hero-showcase-footer {
+  background: rgba(0, 0, 0, 0.6);
+}
+
+.hero-showcase-badge {
+  background: rgba(34, 211, 238, 0.1);
+  border: 1px solid rgba(34, 211, 238, 0.3);
+  color: var(--md-accent-fg-color);
+  font-size: 0.72rem;
+  font-weight: 700;
+  text-transform: uppercase;
+  padding: 4px 10px;
+  border-radius: 20px;
+  box-shadow: 0 2px 8px rgba(0, 0, 0, 0.3);
+  letter-spacing: 0.05em;
+  transition: all 0.3s ease;
+  white-space: nowrap;
+}
+
+.hero-showcase-caption {
+  font-size: 0.8rem;
+  color: var(--md-primary-fg-color--dark);
+  text-align: right;
+  flex: 1;
+  min-width: 250px;
+  line-height: 1.4;
+  transition: color 0.3s ease;
+}
+
+/* Hover effects */
+.hero-showcase-wrapper:hover {
+  transform: translateY(-4px);
+  border-color: var(--md-accent-fg-color);
+  box-shadow: 0 12px 30px rgba(34, 211, 238, 0.15);
+}
+
+.hero-showcase-wrapper:hover .hero-showcase-image {
+  transform: scale(1.02); /* slightly reduced zoom to keep it elegant */
+  filter: brightness(1.05) contrast(1.02);
+}
+
+.hero-showcase-wrapper:hover .hero-showcase-footer {
+  border-top-color: rgba(34, 211, 238, 0.3);
+  background: rgba(34, 211, 238, 0.02) !important;
+}
+
+.hero-showcase-wrapper:hover .hero-showcase-badge {
+  background: var(--md-accent-fg-color);
+  color: #09090b;
+  box-shadow: 0 0 10px var(--md-accent-fg-color);
+}
+
+.hero-showcase-wrapper:hover .hero-showcase-caption {
+  color: var(--md-primary-fg-color);
+}
+
+/* Clickable Quote Card */
+.quote-card-link {
+  display: block;
+  text-decoration: none !important;
+  color: inherit !important;
+  margin: 28px auto;
+  max-width: 1100px;
+  width: 100%;
+}
+
+.quote-card {
+  padding: 28px 36px;
+  border-radius: 14px;
+  border: 1px dashed rgba(34, 211, 238, 0.25);
+  background: rgba(34, 211, 238, 0.005);
+  position: relative;
+  transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1);
+  text-align: center;
+}
+
+[data-md-color-scheme="slate"] .quote-card {
+  background: rgba(34, 211, 238, 0.015);
+  backdrop-filter: blur(10px);
+  -webkit-backdrop-filter: blur(10px);
+  box-shadow: 0 4px 20px rgba(0, 0, 0, 0.3);
+}
+
+.quote-card::before {
+  content: '“';
+  position: absolute;
+  top: -10px;
+  left: 24px;
+  font-size: 4.5rem;
+  font-family: Georgia, serif;
+  color: rgba(34, 211, 238, 0.25);
+  line-height: 1;
+}
+
+.quote-card-text {
+  font-size: 1.15rem;
+  font-style: italic;
+  font-weight: 500;
+  line-height: 1.6;
+  margin-bottom: 10px;
+  color: var(--md-primary-fg-color);
+  transition: color 0.3s ease;
+}
+
+[data-md-color-scheme="slate"] .quote-card-text {
+  color: #e2e8f0;
+}
+
+.quote-card-author {
+  font-size: 0.85rem;
+  font-weight: 700;
+  text-transform: uppercase;
+  letter-spacing: 0.12em;
+  color: var(--md-accent-fg-color);
+  transition: text-shadow 0.3s ease;
+}
+
+/* Quote Hover effects */
+.quote-card-link:hover .quote-card {
+  transform: translateY(-2px);
+  border-style: solid;
+  border-color: var(--md-accent-fg-color);
+  background: rgba(34, 211, 238, 0.03) !important;
+  box-shadow: 0 8px 24px rgba(34, 211, 238, 0.18);
+}
+
+.quote-card-link:hover .quote-card-text {
+  color: #ffffff;
+  text-shadow: 0 0 10px rgba(255, 255, 255, 0.35);
+}
+
+.quote-card-link:hover .quote-card-author {
+  text-shadow: 0 0 8px rgba(34, 211, 238, 0.5);
+}
+

docs/uncategorized.md

@@ -0,0 +1,20 @@
+# Securing Rare and Inactive Usernames on X
+
+Getting a highly sought-after handle on social media can be challenging, but X (formerly Twitter) has introduced a streamlined way for power users, brands, and creators to claim inactive or rare usernames. 
+
+## Requirements
+
+To participate in the handle acquisition process, users must meet specific platform criteria:
+* Maintain an active Premium or Premium+ subscription.
+* Have a verified account in good standing.
+* Be prepared to pay the associated fees for high-value or highly sought-after handles.
+
+## Accessing the Marketplace
+
+If you meet the requirements and wish to claim a specific inactive handle, you can begin the process through the [X Handle Marketplace Portal](https://handles.x.com/login). This is the official workspace portal for X's Handle Marketplace, allowing verified Premium subscribers to request, secure, and purchase inactive and rare usernames safely.
+
+## Best Practices
+
+* **Avoid Third-Party Brokers:** Always use the official portal linked above to avoid phishing attempts and scams. Buying handles outside of official channels violates X's Terms of Service and can result in account suspension.
+* **Prepare Alternatives:** Have a few backup username options in mind just in case your primary choice is not deemed "inactive" by X's internal metrics.
+* **Trademark Considerations:** If you hold a registered trademark for the requested handle, make sure to submit the relevant documentation to expedite the process.

mkdocs.yml

@@ -290,6 +290,7 @@ nav:
     - Freelancing: freelancing.md
     - Remote Tech Jobs: remote-tech-jobs.md
   - Clients: customer.md
+  - Uncategorized: uncategorized.md
   - About: about.md
 copyright: 2026 <a href="https://twitter.com/nubenetes">Nubenetes</a>, <a href="https://nubenetes.com/about/">about</a>.
 extra:

requirements.txt

@@ -1,6 +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>=1.2.0
+mkdocs-redirects>=1.2.3
 mkdocs-minify-plugin>=0.8.0

src/agentic_curator.py

@@ -15,12 +15,12 @@ from src.logger import log_event
 # Configuration
 V1_DIR = "docs"
 
-def get_best_category_match(suggested: str) -> Optional[str]:
-    if not suggested: return None
+def get_best_category_match(suggested: str) -> str:
+    if not suggested: return "uncategorized"
     suggested = suggested.lower().strip()
     for cat in NUBENETES_CATEGORIES:
         if suggested in cat or cat in suggested: return cat
-    return None
+    return "uncategorized"
 
 async def _get_github_activity(url: str) -> Dict:
     match = re.search(r'github\.com/([^/]+/[^/]+)', url)
@@ -88,12 +88,12 @@ async def evaluate_extracted_assets(raw_assets: List[Dict]) -> Dict[str, Dict]:
         if norm_url in curator.inventory:
             cached = curator.inventory[norm_url]
             if cached.get("status") == "review_required":
-                evaluations[url] = {"status": "REVIEW_PENDING", **cached}
+                evaluations[url] = {**cached, "status": "REVIEW_PENDING"}
                 continue
             if cached.get("title") and cached.get("hierarchy"):
                 from src.gemini_utils import SESSION_TRACKER
                 SESSION_TRACKER.track_cache_hit(est_tokens=2200)
-                evaluations[url] = {"status": "INCLUDED", **cached}
+                evaluations[url] = {**cached, "status": "INCLUDED"}
                 continue
         to_evaluate.append(asset)
 
@@ -104,8 +104,7 @@ async def evaluate_extracted_assets(raw_assets: List[Dict]) -> Dict[str, Dict]:
     from src.mandate_ingestor import get_system_mandates
     dynamic_mandates = get_system_mandates()
 
-    for i in range(0, len(to_evaluate), BATCH_SIZE):
-        batch = to_evaluate[i:i+BATCH_SIZE]
+    async def process_sub_batch(batch):
         batch_data = []
         for asset in batch:
             web_content, rich_meta = await _deep_fetch_content(asset["url"])
@@ -129,6 +128,9 @@ async def evaluate_extracted_assets(raw_assets: List[Dict]) -> Dict[str, Dict]:
             "- Perform a real-time web search for each resource.\n"
             "- If the community (Reddit, Hacker News) reports the tool as 'unstable', 'abandoned', or 'vaporware', set reputation_penalty: true.\n"
             "PHASE 2: LINGUISTIC DIVERSITY & CLASSIFICATION\n"
+            "- Calculate 'impact_score' (0-100) based on architectural value, innovation, and technical depth (>= 80 is required for inclusion).\n"
+            f"- Assign a 'primary_category' strictly from this list: {', '.join(NUBENETES_CATEGORIES)}\n"
+            "- If none fit well, use 'uncategorized' and propose a better one in 'suggested_new_category'.\n"
             "- Identify TECHNICAL_HIERARCHY: List (max 10 strings) Area > Topic > Subtopics.\n"
             "PHASE 3: HIGH-DENSITY TECHNICAL SUMMARIES (Mandate 4)\n"
             "- Provide an 'en_summary' that is technical, professional and dense.\n"
@@ -136,17 +138,36 @@ async def evaluate_extracted_assets(raw_assets: List[Dict]) -> Dict[str, Dict]:
             "- Format: Use paragraphs and bullet points if necessary. Aim for 2-5 sentences of depth.\n"
             "PHASE 4: MULTI-DIMENSIONAL TAGGING\n"
             "- Assign 1 to 3 tags from: [DE FACTO STANDARD], [ENTERPRISE-STABLE], [EMERGING], [GUIDE], [CASE STUDY], [COMMUNITY-TOOL], [LEGACY].\n"
-            "Respond ONLY JSON list: [{\"url\": \"...\", \"impact_score\": int, \"reputation_penalty\": bool, \"reputation_summary\": \"...\", \"pub_date\": \"YYYY-MM-DD\", \"primary_category\": \"...\", \"title\": \"...\", \"desc\": \"...\", \"en_summary\": \"High-density summary...\", \"language\": \"...\", \"type\": \"...\", \"level\": \"...\", \"technical_hierarchy\": [...], \"tags\": [...], \"is_microservice\": bool}, ...]\n\n"
+            "Respond ONLY JSON list: [{\"url\": \"...\", \"impact_score\": int, \"reputation_penalty\": bool, \"reputation_summary\": \"...\", \"pub_date\": \"YYYY-MM-DD\", \"primary_category\": \"...\", \"suggested_new_category\": \"...\", \"title\": \"...\", \"desc\": \"...\", \"en_summary\": \"High-density summary...\", \"language\": \"...\", \"type\": \"...\", \"level\": \"...\", \"technical_hierarchy\": [...], \"tags\": [...], \"is_microservice\": bool}, ...]\n\n"
             "RESOURCES:\n" + "\n".join([f"- {d['asset']['url']}: (MVQ Penalty: {d['mvq_penalty']}) {d['content']}" for d in batch_data])
         )
 
         try:
             # ENABLE GROUNDING FOR REPUTATION FILTER
-            results = await call_gemini_with_retry(prompt, use_grounding=True, role="Curator")
+            results = await call_gemini_with_retry(prompt, use_grounding=True, prefer_flash=True, role="Curator")
             if isinstance(results, list):
                 res_map = {normalize_url(r.get("url", "")): r for r in results}
                 for d in batch_data:
-                    url = d["asset"]["url"]; norm_url = normalize_url(url); data = res_map.get(norm_url)
+                    url = d["asset"]["url"]
+                    norm_url = normalize_url(url)
+                    data = res_map.get(norm_url)
+                    if not data:
+                        # Fallback 1: Case-insensitive match on normalized url
+                        for r in results:
+                            if normalize_url(r.get("url", "")).lower() == norm_url.lower():
+                                data = r
+                                break
+                    if not data:
+                        # Fallback 2: Check if domain and path suffix match (handling protocol/www differences)
+                        from urllib.parse import urlparse
+                        p_url = urlparse(url)
+                        for r in results:
+                            r_url = r.get("url", "")
+                            p_r = urlparse(r_url)
+                            if p_url.netloc.replace("www.", "") == p_r.netloc.replace("www.", "") and p_url.path.rstrip("/") == p_r.path.rstrip("/"):
+                                data = r
+                                break
+                    
                     if not data: continue
                     score = data.get("impact_score", 50)
                     if data.get("reputation_penalty"):
@@ -161,17 +182,30 @@ async def evaluate_extracted_assets(raw_assets: List[Dict]) -> Dict[str, Dict]:
                             "language": data.get("language", "English"), "resource_type": data.get("type", "Reference"),
                             "complexity": data.get("level", "Intermediate"), "hierarchy": data.get("technical_hierarchy", ["General"]),
                             "tags": data.get("tags", []), "is_microservice": data.get("is_microservice", False), "year": data.get("pub_date", "N/A")[:4],
-                            "stars": min(max(score // 20, 0), 5), "content_hash": d["hash"],
+                            "stars": min(max(score // 20, 0), 5), "impact_score": score, "content_hash": d["hash"],
                             "reputation_status": "Vetted" if not data.get("reputation_penalty") else "Suspicious",
                             "reputation_summary": data.get("reputation_summary", ""),
                             "source_provenance": d["asset"].get("source_type", "Social"), "social_preview_url": d["rich_meta"].get("og_image", ""),
-                            "category": primary_cat, "status": "online", "last_checked": datetime.now().timestamp(), **d["gh_meta"]
+                            "category": primary_cat, "status": "online", "last_checked": datetime.now().timestamp(),
+                            "suggested_new_category": data.get("suggested_new_category", ""),
+                            "addition_method": "automatic", **d["gh_meta"]
                         }
+                        if "youtube.com" in url or "youtu.be" in url:
+                            title_desc = f"{data['title']} {data['desc']}".lower()
+                            keywords = ["agent", "mcp", "terraform", "devops", "kubernetes", "sre", "mlops", "copilot", "gemini", "claude", "openai", "autogen", "crewai"]
+                            if any(k in title_desc for k in keywords):
+                                eval_data["is_featured_video"] = True
+                                eval_data["is_enriched"] = False
                         curator.inventory[norm_url] = eval_data
-                        evaluations[url] = {"status": "INCLUDED", **eval_data}
-                    else: evaluations[url] = {"status": "FILTERED"}
+                        evaluations[url] = {**eval_data, "status": "INCLUDED"}
+                    else:
+                        evaluations[url] = {"status": "FILTERED"}
+                        curator.inventory[norm_url] = {"status": "FILTERED", "score": score, "last_checked": datetime.now().timestamp()}
                 curator._save_inventory()
         except Exception as e: log_event(f"  [!] Batch AI Error: {e}")
+
+    sub_batches = [to_evaluate[i:i+BATCH_SIZE] for i in range(0, len(to_evaluate), BATCH_SIZE)]
+    await asyncio.gather(*(process_sub_batch(b) for b in sub_batches))
             
     return evaluations
 
@@ -198,9 +232,88 @@ class AgenticCurator:
         except: return []
 
     async def decide_smart_injection(self, content: str, asset: Dict) -> str:
-        prompt = f"Decide where to inject this link in the Markdown content.\nLINK: {asset['title']} ({asset['url']})\nDESC: {asset['description']}\n\nRespond ONLY with the updated full Markdown content."
-        try: return await call_gemini_with_retry(prompt, response_format="text")
-        except: return content
+        # Extract headers from the markdown content
+        lines = content.splitlines()
+        headers = [line.strip() for line in lines if line.strip().startswith("#")]
+        
+        # Build prompt for LLM (using Flash for speed/cost/reliability)
+        prompt = (
+            "You are a Cloud Native Technical Librarian.\n"
+            "Given a list of headers in a Markdown document and a new link to curate, "
+            "select the most specific header under which the link belongs.\n\n"
+            f"HEADERS:\n" + "\n".join(headers) + "\n\n"
+            f"NEW LINK:\n"
+            f"Title: {asset.get('title')}\n"
+            f"URL: {asset.get('url')}\n"
+            f"Description: {asset.get('description')}\n\n"
+            "Respond ONLY with the exact header from the list (including '#' symbols, e.g. '## Kubernetes Tools').\n"
+            "If no existing header matches perfectly, respond with 'NEW_HEADER: ## Proposed Name' (matching the appropriate heading level like ## or ###).\n"
+            "If it doesn't fit anywhere and should be appended at the end of the document, respond with 'APPEND'."
+        )
+        
+        selected_header = "APPEND"
+        try:
+            # We use Flash 3.5 (prefer_flash=True) to avoid 429 rate limits and reduce cost
+            ai_res = await call_gemini_with_retry(prompt, response_format="text", prefer_flash=True, role="General")
+            if ai_res:
+                selected_header = ai_res.strip().strip("'\"")
+        except Exception as e:
+            log_event(f"  [!] LLM injection decision failed: {e}. Defaulting to APPEND.")
+            selected_header = "APPEND"
+
+        # Format the link line according to Mandate 17
+        year = asset.get("year", "N/A")
+        year_prefix = f"**({year})** " if year and year != "N/A" else ""
+        link_line = f"  - {year_prefix}[{asset['title']}]({asset['url']}) 🌟 - {asset['description']}"
+
+        # Perform programmatic insertion in Python
+        if selected_header == "APPEND":
+            return content.rstrip() + "\n\n" + link_line + "\n"
+
+        if selected_header.startswith("NEW_HEADER:"):
+            new_h = selected_header.split("NEW_HEADER:", 1)[1].strip()
+            return content.rstrip() + f"\n\n{new_h}\n{link_line}\n"
+
+        # Else, find the header (exact or fuzzy match) and insert under it
+        header_idx = -1
+        for idx, line in enumerate(lines):
+            if line.strip() == selected_header.strip():
+                header_idx = idx
+                break
+
+        # Fuzzy match if exact match fails
+        if header_idx == -1:
+            clean_sel = selected_header.replace("#", "").strip().lower()
+            for idx, line in enumerate(lines):
+                if line.strip().startswith("#"):
+                    clean_line = line.replace("#", "").strip().lower()
+                    if clean_line == clean_sel:
+                        header_idx = idx
+                        selected_header = line
+                        break
+
+        if header_idx == -1:
+            # Fallback to append if AI proposed header not found in the list
+            return content.rstrip() + "\n\n" + link_line + "\n"
+
+        # Insert under selected_header
+        # Find the end of this header's section: when we hit a header of the same or higher level
+        header_level = len(selected_header) - len(selected_header.lstrip('#'))
+        insert_idx = len(lines)
+        for idx in range(header_idx + 1, len(lines)):
+            line = lines[idx].strip()
+            if line.startswith("#"):
+                line_level = len(line) - len(line.lstrip('#'))
+                if line_level <= header_level:
+                    insert_idx = idx
+                    break
+
+        # Move insert_idx backward past any trailing blank lines
+        while insert_idx > header_idx + 1 and lines[insert_idx - 1].strip() == "":
+            insert_idx -= 1
+
+        lines.insert(insert_idx, link_line)
+        return "\n".join(lines) + "\n"
 
     async def apply_semantic_interlinking(self, evaluations: Dict):
         log_event("[*] Applying Semantic Interlinking (Mandate 5)...")

src/config.py

@@ -74,5 +74,5 @@ NUBENETES_CATEGORIES = [
     'qa', 'rancher', 'react', 'recruitment', 'registries', 'remote-tech-jobs', 'scaffolding', 
     'scaleway', 'securityascode', 'serverless', 'servicemesh', 'sonarqube', 'sre', 'stackstorm', 
     'swagger-code-generator-for-rest-apis', 'tekton', 'terraform', 'test-automation-frameworks', 
-    'testops', 'visual-studio', 'web-servers', 'web3', 'workfromhome', 'xamarin', 'yaml'
+    'testops', 'uncategorized', 'visual-studio', 'web-servers', 'web3', 'workfromhome', 'xamarin', 'yaml'
 ]

src/enrich_videos.py

@@ -39,7 +39,8 @@ async def enrich_video_entry(url: str, entry: dict):
     2. Identify the ACTUAL technical content based on the verified video metadata.
     3. Generate a high-density architectural summary (2-3 sentences) explaining its specific value for a 2026 Cloud Native context.
     4. DO NOT describe generic YouTube platform infrastructure unless the video is specifically about it.
-    5. Select the primary technology (e.g., Kubernetes, Vitess, Istio) and a category from: [Fundamentals and Documentaries, Architecture and Cloud Strategy, Networking and Service Mesh, Infrastructure as Code, Observability and Monitoring, AI and Future Operations, Security and Compliance].
+    5. Crossover AI Agents Detection: Pay special attention to AI Agents & MCP, and how they integrate with Cloud Native (e.g. SRE with AI Agents, Kubernetes with AI Agents, IaC with Terraform and AI, DevOps with AI, MLOps with AI). If the video covers these topics, reflect it in the technology field.
+    6. Select the primary technology (e.g., Kubernetes + AI Agents, IaC + Terraform + AI Agents, DevOps + AI Agents, SRE + AI Agents, MLOps + AI Agents, or standard core tech like Kubernetes, Istio) and a category from: [Fundamentals and Documentaries, Architecture and Cloud Strategy, Networking and Service Mesh, Infrastructure as Code, Observability and Monitoring, AI and Future Operations, Security and Compliance].
 
     Return ONLY a JSON object:
     {{

src/gemini_utils.py

@@ -295,16 +295,16 @@ async def call_gemini_with_retry(prompt: str, response_format: str = "json", max
     base_wait_time = 2.0
     
     # 1. Smart Filtering and Re-ordering
-    if use_grounding:
-        # For grounding, we MANDATE Pro models as they have superior search/reasoning capabilities
-        models = [m for m in models_pool if "pro" in m]
-        if not models:
-            models = ["gemini-1.5-pro", "gemini-1.5-pro-latest"]
-    elif prefer_flash:
+    if prefer_flash:
         # Strict filter: Only allow flash/lite models
         models = [m for m in models_pool if "flash" in m or "lite" in m]
         if not models:
             models = ["gemini-1.5-flash", "gemini-1.5-flash-latest"]
+    elif use_grounding:
+        # For grounding, we MANDATE Pro models as they have superior search/reasoning capabilities
+        models = [m for m in models_pool if "pro" in m]
+        if not models:
+            models = ["gemini-1.5-pro", "gemini-1.5-pro-latest"]
     else:
         models = models_pool
 
@@ -363,7 +363,7 @@ async def call_gemini_with_retry(prompt: str, response_format: str = "json", max
                                         if match:
                                             try:
                                                 data = json.loads(match.group(0))
-                                                return data[0] if isinstance(data, list) and len(data) > 0 else data
+                                                return data
                                             except: pass
                                         
                                         # QUALITY UPGRADE: If flash failed parsing, don't give up on the key, try a Pro model

src/ingestion_rss.py

@@ -1,6 +1,8 @@
 import feedparser
 import asyncio
 import re
+import httpx
+from fake_useragent import UserAgent
 from datetime import datetime
 from typing import List, Dict, Optional
 from src.logger import log_event
@@ -18,13 +20,20 @@ class RSSDataExtractor:
 
     async def fetch_links_since(self, since_date: datetime, feeds: List[str]) -> List[Dict]:
         all_articles = []
+        ua = UserAgent()
         for url in feeds:
             self.log_audit("Discovery", None, f"Parsing feed: {url}")
             try:
-                # Use a thread for feedparser as it's blocking
-                feed = await asyncio.to_thread(feedparser.parse, url)
+                async with httpx.AsyncClient(follow_redirects=True, timeout=30.0, verify=False) as client:
+                    headers = {'User-Agent': ua.random}
+                    response = await client.get(url, headers=headers)
+                    response.raise_for_status()
+                    content = response.content
                 
-                if feed.bozo:
+                # Use a thread for feedparser as it's blocking
+                feed = await asyncio.to_thread(feedparser.parse, content)
+                
+                if feed.bozo and len(feed.entries) == 0:
                     self.log_audit("Parsing", False, f"Malformed feed: {url}")
                     continue
 

src/main.py

@@ -308,7 +308,7 @@ async def master_orchestrator():
                 "related_categories": evaluation.get("related_categories", []),
                 "post_date": asset.get("timestamp"),
                 "source": asset.get("source_type", "Social"),
-                "impact_score": evaluation.get("impact_score", 0),
+                "impact_score": evaluation.get("impact_score") or (evaluation.get("stars", 0) * 20) or (80 if evaluation["status"] == "INCLUDED" else 0),
                 "title": evaluation.get("title", "N/A"),
                 "language": evaluation.get("language", "English"),
                 "type": evaluation.get("resource_type", "Reference")
@@ -322,7 +322,7 @@ async def master_orchestrator():
                     "description": evaluation["description"], 
                     "year": evaluation.get("year", "N/A"),
                     "category": evaluation.get("category", "kubernetes-tools"),
-                    "impact_score": evaluation["impact_score"],
+                    "impact_score": evaluation.get("impact_score") or (evaluation.get("stars", 0) * 20) or 80,
                     "reasoning": evaluation.get("reasoning")
                 })
                 existing_urls.add(normalize_url(sanitized_url))
@@ -371,6 +371,14 @@ async def master_orchestrator():
     # 6. Finalization, Report and PR
     pr_url = None
     if modified_files_content or full_report_metrics:
+        # Generate the visual dashboard report.html (Mandate 6)
+        try:
+            from src.report_generator import generate_visual_report
+            generate_visual_report(full_report_metrics)
+            log_event("[*] Curation Dashboard report.html generated successfully.")
+        except Exception as e:
+            log_event(f"  [!] Error generating report.html: {e}")
+
         metrics = {
             "total_extracted": len(all_raw_assets),
             "start_date": since_date.isoformat(),

src/memory/health_learning.json

@@ -1,3 +1,20 @@
 {
-  "blacklisted_domains": []
+  "blacklisted_domains": [],
+  "youtube_mosaic_layout_mandate": {
+    "v1_exhaustive": "Flat list of logos (11 per row) using order_v1 and inline width:7%",
+    "v2_elite": "Categorized neon-bordered card dashboard using order_v2 and width:48px",
+    "central_database": "data/inventory.yaml under the youtube_mosaic key",
+    "automation_scripts": [
+      "src/reorganize_mosaic.py",
+      "src/v2_optimizer.py"
+    ]
+  },
+  "addition_method_tracking": {
+    "field": "addition_method",
+    "values": ["manual", "automatic"],
+    "rules": {
+      "manual": "Assigned to all pre-existing entries and any new entries discovered by the V2 Optimizer from V1 Markdown source files (assumed manually added).",
+      "automatic": "Assigned to resources ingested automatically via curation workflows from X/Twitter, RSS, or GitHub trending."
+    }
+  }
 }

src/reorganize_mosaic.py

@@ -0,0 +1,150 @@
+import yaml
+import os
+
+# Map category IDs to their friendly names and outline border colors (V2 only)
+CATEGORIES = {
+    "ai_advanced_tech": {"name": "AI & Advanced Tech", "color": "#8b5cf6"},
+    "cloud_providers": {"name": "Cloud Providers & Core Infrastructure", "color": "#3b82f6"},
+    "cloud_native_kubernetes": {"name": "Cloud Native Platforms & Kubernetes", "color": "#10b981"},
+    "devops_cicd_iac": {"name": "DevOps, CI/CD, IaC & GitOps", "color": "#f59e0b"},
+    "observability_databases_storage": {"name": "Observability, Databases & Cloud Storage", "color": "#ec4899"},
+    "dev_testing_collab": {"name": "Development, Testing & Collaboration", "color": "#14b8a6"},
+    "learning_influencers_communities": {"name": "Tech E-Learning, Influencers & Communities", "color": "#64748b"}
+}
+
+def load_inventory_channels():
+    repo_root = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+    inventory_path = os.path.join(repo_root, 'data', 'inventory.yaml')
+    with open(inventory_path, 'r', encoding='utf-8') as f:
+        inventory = yaml.safe_load(f) or {}
+        
+    channels = []
+    for url, entry in inventory.items():
+        if isinstance(entry, dict) and 'youtube_mosaic' in entry:
+            metadata = entry['youtube_mosaic']
+            channels.append({
+                'title': entry.get('title', 'Unknown Channel'),
+                'url': url,
+                'image': metadata.get('image', ''),
+                'category': metadata.get('category', 'learning_influencers_communities'),
+                'order_v1': metadata.get('order_v1', 9999),
+                'order_v2': metadata.get('order_v2', 9999)
+            })
+    return channels
+
+def build_v2_mosaic_markdown_from_channels(channels):
+    # Group channels by category
+    grouped = {cat_id: [] for cat_id in CATEGORIES.keys()}
+    for chan in channels:
+        cat_id = chan['category']
+        if cat_id in grouped:
+            grouped[cat_id].append(chan)
+        else:
+            grouped.setdefault('learning_influencers_communities', []).append(chan)
+            
+    lines = []
+    lines.append('<center markdown="1">')
+    lines.append('')  # Mandatory blank line after center tag
+
+    for cat_id, cat_info in CATEGORIES.items():
+        cat_chans = grouped[cat_id]
+        if not cat_chans:
+            continue
+        # Sort within category by order_v2
+        cat_chans.sort(key=lambda x: x['order_v2'])
+        
+        # Open category block container
+        lines.append(f'<div markdown="1" style="border: 1px solid {cat_info["color"]}; border-radius: 8px; padding: 10px; margin: 8px 0; background: rgba(255, 255, 255, 0.01);" title="{cat_info["name"]}">')
+        lines.append('') # Mandatory blank line after block tag
+        
+        # Channel links
+        chan_links = []
+        for chan in cat_chans:
+            chan_links.append(f"[![{chan['title']}]({chan['image']}){{: style=\"width:48px; height:48px; object-fit:contain; margin:6px;\" .channel-logo}}]({chan['url']})")
+        
+        lines.append(" ".join(chan_links))
+        lines.append('')
+        
+        # Close container
+        lines.append('</div>')
+        lines.append('')
+        
+    lines.append('</center>')
+    return "\n".join(lines)
+
+def build_v2_mosaic_markdown(yaml_path=None):
+    # Backward compatible wrapper used by v2_optimizer.py
+    channels = load_inventory_channels()
+    return build_v2_mosaic_markdown_from_channels(channels)
+
+def build_v1_mosaic_markdown_from_channels(channels):
+    # Sort channels by order_v1
+    sorted_chans = sorted(channels, key=lambda x: x['order_v1'])
+    
+    # Now format into rows of 11 channels each
+    lines = []
+    lines.append('<center markdown="1">')
+    lines.append('') # Mandatory blank line after center tag
+
+    row_size = 11
+    formatted_channels = []
+    for chan in sorted_chans:
+        formatted_channels.append(f"[![{chan['title']}]({chan['image']}){{: style=\"width:7%\"}}]({chan['url']})")
+
+    for i in range(0, len(formatted_channels), row_size):
+        row = formatted_channels[i:i+row_size]
+        line_str = " ".join(row)
+        if i + row_size < len(formatted_channels):
+            line_str += "<br/>"
+        lines.append(line_str)
+
+    lines.append('') # Mandatory blank line before closing center tag
+    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__)))
+    v1_path = os.path.join(repo_root, 'docs', 'index.md')
+    v2_path = os.path.join(repo_root, 'v2-docs', 'index.md')
+
+    channels = load_inventory_channels()
+    new_v1_mosaic = build_v1_mosaic_markdown_from_channels(channels)
+    new_v2_mosaic = build_v2_mosaic_markdown_from_channels(channels)
+    
+    update_file(v1_path, new_v1_mosaic)
+    update_file(v2_path, new_v2_mosaic)
+
+if __name__ == '__main__':
+    main()

src/safety_guard.py

@@ -11,7 +11,7 @@ V1_DIR = "docs"
 V2_DIR = "v2-docs"
 SPECIAL_ASSETS_PATH = "data/special_assets.yaml"
 CURATION_SOURCES_PATH = "data/curation_sources.yaml"
-WORKFLOW_PATH = ".github/workflows/agentic_cron.yml"
+WORKFLOW_PATH = ".github/workflows/01.1.agentic_cron.yml"
 
 class SafetyGuard:
     def __init__(self):

src/sync_workflow_ui.py

@@ -4,7 +4,7 @@ import re
 from src.logger import log_event
 
 CURATION_SOURCES_PATH = "data/curation_sources.yaml"
-WORKFLOW_PATH = ".github/workflows/agentic_cron.yml"
+WORKFLOW_PATH = ".github/workflows/01.1.agentic_cron.yml"
 
 class WorkflowUISync:
     """

src/v2_optimizer.py

@@ -167,12 +167,18 @@ class V2VisionEngine:
         if os.path.exists("docs/index.md"):
             with open("docs/index.md", "r") as f:
                 idx_content = f.read()
-                mosaics = re.findall(r'<center markdown="1">\s*\n(.*?)\n\s*</center>', idx_content, re.DOTALL)
-                if mosaics:
-                    for m in mosaics:
-                        if m.count("[![") > 5: mosaic_html = m; break
                 videos_match = re.search(r'\?\?\? note "Top Videos & Clips.*?\n\s+(<center.*?</center>)', idx_content, re.DOTALL)
-                if videos_match: videos_html = videos_match.group(1)
+                if videos_match:
+                    videos_html = videos_match.group(1)
+        
+        # Dynamically generate V2 categorized mosaic from youtube_channels_mosaic.yaml
+        try:
+            from src.reorganize_mosaic import build_v2_mosaic_markdown
+            v2_mosaic_full = build_v2_mosaic_markdown("data/youtube_channels_mosaic.yaml")
+            mosaic_html = v2_mosaic_full.replace('<center markdown="1">', '').replace('</center>', '').strip()
+        except Exception as e:
+            log_event(f"  [!] Error generating V2 mosaic dynamically: {e}")
+            mosaic_html = ""
 
         for root, _, files in os.walk(V1_DIR):
             for file in files:
@@ -386,6 +392,8 @@ class V2VisionEngine:
                             norm_url = normalize_url(item["url"])
                             self.inventory[norm_url] = {k:v for k,v in item.items() if k not in ["url", "title", "original_file", "is_special", "aliases"]}
                             self.inventory[norm_url]["title"] = item["title"]
+                            if "addition_method" not in self.inventory[norm_url]:
+                                self.inventory[norm_url]["addition_method"] = "manual"
 
                 except Exception:
                     for l in batch: analyst_results.append(l)
@@ -495,6 +503,8 @@ class V2VisionEngine:
                 # Persist to inventory
                 self.inventory[norm_url] = {k:v for k,v in item.items() if k not in ["url", "title", "original_file", "is_special", "aliases"]}
                 self.inventory[norm_url]["title"] = item["title"]
+                if "addition_method" not in self.inventory[norm_url]:
+                    self.inventory[norm_url]["addition_method"] = "manual"
                 
                 if p_id not in project_registry or item.get("stars", 0) > project_registry[p_id].get("stars", 0):
                     if p_id in project_registry and project_registry[p_id].get("is_special"): item["is_special"] = True
@@ -747,12 +757,54 @@ 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"
-            "[![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"
-            "[![container_with_cars](images/container_with_cars_v2.png)](https://www.cncf.io/certification/software-conformance) <br/>\n\n"
+            "<div class=\"hero-showcase-wrapper\">\n"
+            "  <a href=\"https://www.cncf.io/certification/software-conformance\" class=\"hero-showcase-link\">\n"
+            "    <img src=\"images/container_with_cars_v2.png\" alt=\"container_with_cars\" class=\"hero-showcase-image\" />\n"
+            "    <div class=\"hero-showcase-footer\">\n"
+            "      <span class=\"hero-showcase-badge\">CNCF Conformance</span>\n"
+            "      <span class=\"hero-showcase-caption\">Standardized conformance guarantees seamless workload portability across the Cloud Native landscape.</span>\n"
+            "    </div>\n"
+            "  </a>\n"
+            "</div>\n"
             "</center>\n\n"
+            "<div class=\"quote-card-container\">\n"
+            "  <a href=\"https://en.wikipedia.org/wiki/Horatio_Nelson_Jackson\" class=\"quote-card-link\">\n"
+            "    <div class=\"quote-card\">\n"
+            "      <div class=\"quote-card-text\">\"I do not believe you can do today's job with yesterday's methods and be in business tomorrow\"</div>\n"
+            "      <div class=\"quote-card-author\">Horatio Nelson Jackson</div>\n"
+            "    </div>\n"
+            "  </a>\n"
+            "</div>\n\n"
+            "<div style=\"display: flex; justify-content: center; gap: 24px; margin: 16px 0; flex-wrap: wrap;\">\n"
+            "  <a href=\"./kubernetes.html\" style=\"text-decoration: none; color: inherit; display: block;\">\n"
+            "    <div class=\"hero-badge-card hero-badge-card--cyan\">\n"
+            "      <img src=\"images/kubernetes_logo.png\" alt=\"Kubernetes\"/>\n"
+            "      <div class=\"hero-badge-title\">Ecosystem Core</div>\n"
+            "      <div class=\"hero-badge-subtitle\">Explore Kubernetes</div>\n"
+            "    </div>\n"
+            "  </a>\n"
+            "  <a href=\"./ai-agents-mcp.html\" style=\"text-decoration: none; color: inherit; display: block;\">\n"
+            "    <div class=\"hero-badge-card hero-badge-card--purple\">\n"
+            "      <img src=\"images/ai_agents_logo.png\" alt=\"AI & MCP Agents\"/>\n"
+            "      <div class=\"hero-badge-title\">AI & MCP Agents</div>\n"
+            "      <div class=\"hero-badge-subtitle\">Agentic Ecosystem</div>\n"
+            "    </div>\n"
+            "  </a>\n"
+            "  <a href=\"./videos/index.html\" style=\"text-decoration: none; color: inherit; display: block;\">\n"
+            "    <div class=\"hero-badge-card hero-badge-card--pink\">\n"
+            "      <img src=\"images/video_hub_logo.png\" alt=\"Agentic Video Hub\"/>\n"
+            "      <div class=\"hero-badge-title\">Agentic Video Hub</div>\n"
+            "      <div class=\"hero-badge-subtitle\">Architect Video Library</div>\n"
+            "    </div>\n"
+            "  </a>\n"
+            "  <a href=\"./introduction.html\" style=\"text-decoration: none; color: inherit; display: block;\">\n"
+            "    <div class=\"hero-badge-card hero-badge-card--teal\">\n"
+            "      <img src=\"images/hero-car.png\" alt=\"Nubenetes Car\"/>\n"
+            "      <div class=\"hero-badge-title\">Get Started</div>\n"
+            "      <div class=\"hero-badge-subtitle\">Introduction Guide</div>\n"
+            "    </div>\n"
+            "  </a>\n"
+            "</div>\n\n"
             "!!! abstract \"The High-Density Vision\"\n"
             "    The V2 Edition is a curated, high-density version of the Nubenetes archive. Using **Agentic AI Orchestration**, "
             "the system selects only the most relevant, stable, and impactful resources for the modern Cloud Native ecosystem (2026 and beyond).\n\n"
@@ -760,7 +812,7 @@ class V2VisionEngine:
             f"<center markdown=\"1\">\n{mosaic_html}\n</center>\n\n"
             f"{pulse_md}\n\n"
             "## Strategic Dimensions\n"
-            "- **[🎥 Agentic Video Hub (Architectural Summary)](./videos.md)**\n\n"
+            "- **[🎥 Agentic Video Hub (Architectural Summary)](./videos/index.md)**\n\n"
         )
         
         # Group by dimension for index
@@ -869,7 +921,12 @@ class V2VisionEngine:
                 "nav:", 
                 "  - \"🔙 Back to V1 (Exhaustive)\": https://nubenetes.com/v1/", 
                 "  - \"The 2026 Vision\": index.md",
-                "  - \"Agentic Video Hub\": videos.md"
+                "  - \"Agentic Video Hub\":",
+                "      - videos/index.md",
+                "      - \"AI Agents and MCP\": videos/ai-agents.md",
+                "      - \"DevOps, IaC, and SRE\": videos/devops-iac.md",
+                "      - \"Cloud Native Core\": videos/cloud-native.md",
+                "      - \"Fundamentals\": videos/fundamentals.md"
             ]
             
             # Group files by dimension

src/v2_video_portal.py

@@ -3,7 +3,70 @@ import os
 import re
 
 INVENTORY_PATH = "data/inventory.yaml"
-V2_VIDEOS_PATH = "v2-docs/videos.md"
+VIDEOS_DIR = "v2-docs/videos"
+
+def to_embed_url(url):
+    if not url:
+        return ""
+    # If playlist
+    if "playlist?list=" in url:
+        match = re.search(r"[?&]list=([^&#]+)", url)
+        if match:
+            return f"https://www.youtube.com/embed/videoseries?list={match.group(1)}"
+        return url
+    
+    video_id = None
+    if "youtu.be/" in url:
+        match = re.search(r"youtu\.be/([^?&#]+)", url)
+        if match:
+            video_id = match.group(1)
+    elif "embed/" in url:
+        return url
+    else:
+        match = re.search(r"[?&]v=([^&#]+)", url)
+        if match:
+            video_id = match.group(1)
+            
+    if video_id:
+        list_match = re.search(r"[?&]list=([^&#]+)", url)
+        t_match = re.search(r"[?&]t=([^&#]+)", url)
+        params = []
+        if list_match:
+            params.append(f"list={list_match.group(1)}")
+        if t_match:
+            t_val = t_match.group(1)
+            seconds = 0
+            time_matches = re.findall(r"(\d+)(h|m|s)?", t_val)
+            if time_matches:
+                for val, unit in time_matches:
+                    val_int = int(val)
+                    if unit == "h":
+                        seconds += val_int * 3600
+                    elif unit == "m":
+                        seconds += val_int * 60
+                    else:
+                        seconds += val_int
+                params.append(f"start={seconds}")
+            elif t_val.isdigit():
+                params.append(f"start={t_val}")
+        
+        query_string = f"?{f'&'.join(params)}" if params else ""
+        return f"https://www.youtube.com/embed/{video_id}{query_string}"
+        
+    return url
+
+def get_target_file(category, technology):
+    cat_lower = category.lower()
+    tech_lower = technology.lower()
+    
+    if "agent" in tech_lower or "mcp" in tech_lower or "ai and future operations" in cat_lower:
+        return "ai-agents.md", "AI Agents and MCP"
+    elif "infrastructure as code" in cat_lower or "security" in cat_lower or "observability" in cat_lower or "monitoring" in cat_lower or "devops" in tech_lower or "iac" in tech_lower or "sre" in tech_lower:
+        return "devops-iac.md", "DevOps, IaC, and SRE"
+    elif "fundamentals" in cat_lower:
+        return "fundamentals.md", "Fundamentals"
+    else:
+        return "cloud-native.md", "Cloud Native Core"
 
 def generate_v2_videos():
     if not os.path.exists(INVENTORY_PATH):
@@ -16,7 +79,7 @@ def generate_v2_videos():
     for url, entry in inventory.items():
         if entry.get("is_featured_video"):
             featured_videos.append({
-                "url": url,
+                "url": to_embed_url(url),
                 "title": entry.get("title", "YouTube Video"),
                 "category": entry.get("category", "General"),
                 "technology": entry.get("technology", "Cloud Native"),
@@ -29,72 +92,156 @@ 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)))
+    # Delete old videos.md if it exists
+    old_videos_file = "v2-docs/videos.md"
+    if os.path.exists(old_videos_file):
+        os.remove(old_videos_file)
+        print(f"Removed legacy {old_videos_file}")
 
+    os.makedirs(VIDEOS_DIR, exist_ok=True)
+
+    # Helper functions
     def clean_header(text):
-        # MANDATE 30: No ampersands, no special characters
-        # Also remove the numeric prefix for the final display
         t = re.sub(r'^\d+\.\s*', '', text)
         t = t.replace("&", "and")
-        t = t.replace("(", "").replace(")", "")
-        return t
+        t = re.sub(r'[^a-zA-Z0-9\s-]', ' ', t)
+        t = re.sub(r'\s+', ' ', t)
+        return t.strip()
 
     def get_slug(text):
-        # Slug should include the numeric prefix to be unique and match TOC
-        t = text.replace("&", "and").replace("(", "").replace(")", "")
-        return t.lower().strip().replace(" ", "-").replace("/", "-").replace(".", "")
+        t = clean_header(text).lower()
+        t = re.sub(r'[^a-z0-9\s-]', '', t)
+        t = re.sub(r'[\s-]+', '-', t)
+        return t.strip('-')
 
-    content = [
-        "# 🎥 Nubenetes Elite Video Hub",
+    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
+
+    # Group videos by target file
+    themed_videos = {}
+    for v in featured_videos:
+        filename, title = get_target_file(v["category"], v["technology"])
+        if filename not in themed_videos:
+            themed_videos[filename] = {"title": title, "videos": []}
+        themed_videos[filename]["videos"].append(v)
+
+    # Generate each themed MD file
+    for filename, theme_info in themed_videos.items():
+        theme_title = theme_info["title"]
+        videos = theme_info["videos"]
+        videos.sort(key=lambda x: x.get("video_order", 999))
+
+        content = [
+            f"# 🎥 {theme_title}",
+            "",
+            f"Welcome to the **{theme_title}** section of the V2 Video Hub. Explore curated high-density videos with architectural summaries.",
+            "",
+            "## Table of Contents",
+            ""
+        ]
+
+        # Group by Technology for TOC
+        techs = []
+        for v in videos:
+            tech = v.get("technology", "Cloud Native")
+            if tech not in techs:
+                techs.append(tech)
+
+        for idx, tech in enumerate(techs, 1):
+            clean_tech = clean_header(tech)
+            slug = get_slug(tech)
+            content.append(f"{idx}. [{clean_tech}](#{slug})")
+
+        content.append("")
+
+        # Render Grouped Videos
+        grouped_by_tech = {}
+        for v in videos:
+            tech = v.get("technology", "Cloud Native")
+            if tech not in grouped_by_tech:
+                grouped_by_tech[tech] = []
+            grouped_by_tech[tech].append(v)
+
+        for tech in techs:
+            clean_tech = clean_header(tech)
+            content.append(f"## {clean_tech}")
+            content.append("")
+
+            for v in grouped_by_tech[tech]:
+                summary = v.get("summary", "").strip()
+                # Replace bullet points starting with '* ' with '- ' to avoid markdownlint MD037 errors
+                lines_sum = []
+                for line in summary.splitlines():
+                    line = re.sub(r'^(\s*)\*\s+', r'\1- ', line)
+                    lines_sum.append(line)
+                summary = "\n".join(lines_sum)
+                indented_summary = summary.replace("\n", "\n        ")
+                is_sp = is_spanish(v['title'], summary)
+                lang_suffix = " [SPANISH CONTENT]" if is_sp else ""
+
+                content.append(f"??? note \"🎬 {v['title']}{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("")
+
+        filepath = os.path.join(VIDEOS_DIR, filename)
+        with open(filepath, "w") as f:
+            f.write("\n".join(content))
+        print(f"Generated {filepath} with {len(videos)} videos.")
+
+    # Generate Overview page
+    overview_content = [
+        "# 🎥 Agentic Video Hub",
         "",
-        "Welcome to the **Agentic Video Hub**. This section presents a logical, architectural journey through the Cloud Native landscape, from foundational documentaries to advanced AI operations.",
+        "Welcome to the **Nubenetes Elite Video Hub**. Discover highly-curated architectural video resources organized into logical learning paths:",
         "",
-        "## Table of Contents",
+        "## Learning Dimensions",
+        "- 🤖 [**AI Agents and MCP**](./ai-agents.md) — Dive into agentic architectures, tool integration, and Model Context Protocol setups.",
+        "- 🛠️ [**DevOps, IaC, and SRE**](./devops-iac.md) — Platform engineering, infrastructure automation with Terraform, SRE, and compliance workflows utilizing AI assistants.",
+        "- ☁️ [**Cloud Native Core**](./cloud-native.md) — Architectural strategies, Kubernetes operations, networking, and MLOps platforms.",
+        "- 🏁 [**Fundamentals**](./fundamentals.md) — Documentaries, foundational cloud native concepts, and core Strategy tutorials.",
         ""
     ]
+    with open(os.path.join(VIDEOS_DIR, "index.md"), "w") as f:
+        f.write("\n".join(overview_content))
+    print(f"Generated {VIDEOS_DIR}/index.md")
 
-    categories = sorted(list(set(v["category"] for v in featured_videos)))
-    for idx, cat in enumerate(categories, 1):
-        clean_cat = clean_header(cat)
-        slug = get_slug(cat)
-        content.append(f"{idx}. [{clean_cat}](#{slug})")
+    # Update MkDocs Nav
+    update_mkdocs_nav()
 
-    content.append("")
+def update_mkdocs_nav():
+    mkdocs_path = "v2-mkdocs.yml"
+    if not os.path.exists(mkdocs_path):
+        return
+    with open(mkdocs_path, "r") as f:
+        content = f.read()
 
-    for cat in categories:
-        clean_cat = clean_header(cat)
-        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.sort(key=lambda x: x.get("video_order", 999))
+    # Match exact entry and replace with nested list
+    old_entry = '- "Agentic Video Hub": videos.md'
+    new_entry = """- "Agentic Video Hub":
+      - "Overview": videos/index.md
+      - "AI Agents and MCP": videos/ai-agents.md
+      - "DevOps, IaC, and SRE": videos/devops-iac.md
+      - "Cloud Native Core": videos/cloud-native.md
+      - "Fundamentals": videos/fundamentals.md"""
 
-        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        ")
-            
-            # 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("")
-
-    with open(V2_VIDEOS_PATH, "w") as f:
-        f.write("\n".join(content))
-
-    print(f"✅ Generated {V2_VIDEOS_PATH} with {len(featured_videos)} videos.")
+    if old_entry in content:
+        content = content.replace(old_entry, new_entry)
+        with open(mkdocs_path, "w") as f:
+            f.write(content)
+        print("Updated v2-mkdocs.yml navigation.")
+    else:
+        print("v2-mkdocs.yml navigation is already updated or entry not found.")
 
 if __name__ == "__main__":
     generate_v2_videos()

v2-docs/404.md

@@ -1,13 +0,0 @@
-# 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/ChromeDevTools.md

@@ -16,5 +16,5 @@
 
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [API](./api.md)
+💡 **Explore Related:** [Visual Studio](./visual-studio.md) | [Python](./python.md) | [Dotnet](./dotnet.md)
 

v2-docs/GoogleCloudPlatform.md

@@ -5,7 +5,6 @@
 
 ## Standard Reference
 
-  - [Config Sync](https://docs.cloud.google.com/kubernetes-engine/config-sync/docs/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet](https://cloud.google.com/products)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Google Cloud Build](https://cloud.google.com/build)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Platform comparisons](https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [AWS and GCP comparison](https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison/aws)
@@ -13,6 +12,7 @@
   - [cloud.google.com: Secret Manager Best Practices](https://docs.cloud.google.com/secret-manager/docs/best-practices)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloud.google.com: VPN network overview](https://docs.cloud.google.com/vpc/docs/vpc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [kinsta.com: Top 7 Advantages of Choosing Google Cloud Hosting](https://kinsta.com/blog/cloud-platform-for-developers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Config Sync Overview](https://docs.cloud.google.com/kubernetes-engine/config-sync/docs/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Google Cloud AppSheet](https://about.appsheet.com/home)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoworld.com: Google Cloud AppSheet review: No-code with extras](https://www.infoworld.com/article/2270941/google-cloud-appsheet-review-no-code-with-extras.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloud.google.com: The gcloud tool cheat sheet](https://docs.cloud.google.com/sdk/docs/cheatsheet?hl=en)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -96,5 +96,5 @@
 Live Grounding: Delivers pre-integrated capabilities and action templates allowing Enterprise Gemini Agents to dynamically execute API operations, retrieve structured data, and handle multi-step workflows.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md) | [Azure](./azure.md)
 

v2-docs/about.md

@@ -5,22 +5,22 @@
 
 ## Standard Reference
 
-  - [Terraform Kubernetes Boilerplates 🌟](https://nubenetes.com/terraform/)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [getpostman.com](https://www.postman.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [nextplatform.com: KUBERNETES EXPANDS FROM CONTAINERS TO INFRASTRUCTURE MANAGEMENT 🌟](https://www.nextplatform.com/store/2021/08/02/kubernetes-expands-from-containers-to-infrastructure-management/1654000)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [docs.ansible.com: kubernetes.core.k8s – Manage Kubernetes (K8s) objects](https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/k8s_module.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloudscaling.com: The History of Pets vs Cattle and How to Use the Analogy Properly](http://cloudscaling.com/blog/cloud-computing/the-history-of-pets-vs-cattle)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - __In the old way of doing things, we treat our servers like pets, for example Bob the mail server. If Bob goes down, it’s all hands on deck. The CEO can’t get his email and it’s the end of the world. In the new way, servers are numbered, like cattle in a herd. For example, www001 to www100. When one server goes down, it’s taken out back, shot, and replaced on the line.__
     - ==Pets==: __Servers or server pairs that are treated as indispensable or unique systems that can never be down. Typically they are manually built, managed, and “hand fed”. Examples include mainframes, solitary servers, HA loadbalancers/firewalls (active/active or active/passive), database systems designed as master/slave (active/passive), and so on.__
     - ==Cattle==: __Arrays of more than two servers, that are built using automated tools, and are designed for failure, where no one, two, or even three servers are irreplaceable. Typically, during failure events no human intervention is required as the array exhibits attributes of “routing around failures” by restarting failed servers or replicating data through strategies like triple replication or erasure coding. Examples include web server arrays, multi-master datastores such as Cassandra clusters, multiple racks of gear put together in clusters, and just about anything that is load-balanced and multi-master.__
-  - [Jenkins Configuration as Code Plugin](https://www.jenkins.io/projects/jcasc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Jenkins CLI](https://www.jenkins.io/doc/book/managing/cli)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [opensource.com: GitOps vs. DevOps: What's the difference? 🌟](https://opensource.com/article/21/3/gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [thenewstack.io: Kubernetes at Scale without GitOps Is a Bad Idea](https://thenewstack.io/kubernetes-at-scale-without-gitops-is-a-bad-idea)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [kube.careers: Kubernetes jobs market trends for 2021 (Q4)](https://kube.careers/report-2021-q4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [fairwinds.com: Never Should You Ever In Kubernetes: #1 Do K8S The Hard Way](https://www.fairwinds.com/blog/never-should-you-ever-in-kubernetes-1-do-k8s-the-hard-way)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [DZone: Defining Day-2 Operations](https://dzone.com/articles/defining-day-2-operations)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [nextplatform.com: KUBERNETES EXPANDS FROM CONTAINERS TO INFRASTRUCTURE MANAGEMENT 🌟](https://www.nextplatform.com/store/2021/08/02/kubernetes-expands-from-containers-to-infrastructure-management/1654000)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Terraform Kubernetes Boilerplates 🌟](https://nubenetes.com/terraform/)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [getpostman.com](https://www.postman.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [jinja 🌟](https://github.com/pallets/jinja) <span class='md-tag md-tag--info'>⭐ 11634</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [opensource.com: Using Ansible with REST APIs](https://opensource.com/article/21/9/ansible-rest-apis)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [DZone: Defining Day-2 Operations](https://dzone.com/articles/defining-day-2-operations)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [opensource.com: GitOps vs. DevOps: What's the difference? 🌟](https://opensource.com/article/21/3/gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [thenewstack.io: Kubernetes at Scale without GitOps Is a Bad Idea](https://thenewstack.io/kubernetes-at-scale-without-gitops-is-a-bad-idea)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Jenkins Configuration as Code Plugin](https://www.jenkins.io/projects/jcasc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Jenkins CLI](https://www.jenkins.io/doc/book/managing/cli)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [kube.careers: Kubernetes jobs market trends for 2021 (Q4)](https://kube.careers/report-2021-q4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [fairwinds.com: Never Should You Ever In Kubernetes: #1 Do K8S The Hard Way](https://www.fairwinds.com/blog/never-should-you-ever-in-kubernetes-1-do-k8s-the-hard-way)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [alexander-goida.medium.com: Thoughts about breaking silos of software engineering' teams 🌟](https://alexander-goida.medium.com/thoughts-about-breaking-silos-of-software-engineering-teams-323d1f78ef68)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [devdriven.by: Promotion Driven Development](https://devdriven.by/promotion)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [reddit.com: Promotion Driven Development](https://www.reddit.com/r/ExperiencedDevs/comments/pw6vuv/promotion_driven_development)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -45,5 +45,5 @@
   - [thenewstack.io: How the SRE Experience Is Changing with Cloud Native 🌟](https://thenewstack.io/how-the-sre-experience-is-changing-with-cloud-native)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — This high-density industry analysis examines how the rise of complex cloud-native architectures shifts SRE responsibilities. It addresses how microservices, service meshes, and dynamic scheduling require SREs to move from simple system monitoring to deep, code-level observability and platform design.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Git](./git.md)
+💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
 

v2-docs/ai.md

@@ -5,7 +5,6 @@
 
 ## Standard Reference
 
-  - [Tech companies cutting devs for AI](https://www.reddit.com/r/ProgrammerHumor/comments/1tbzih8/techcompaniescuttingdevsforai)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [guru99.com: Artificial Intelligence Tutorial for Beginners: Learn Basics' of AI 🌟🌟🌟](https://www.guru99.com/ai-tutorial.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [technologyreview.es: "Las empresas que empiezan a lo grande con la IA' fracasan más" 🌟](https://www.technologyreview.es/s/13258/las-empresas-que-empiezan-lo-grande-con-la-ia-fracasan-mas)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hipertextual.com: Diferencias entre Inteligencia Artificial, Machine Learning' y Deep Learning](https://hipertextual.com/2023/02/diferencias-ia-machine-learning)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -13,6 +12,7 @@
   - [Introducing Kiro: AWS Agentic AI-Based IDE](https://markrosscloud.medium.com/introducing-kiro-aws-agentic-ai-based-ide-cded711b1409)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Discussion: Where is AI Still Completely Useless?](https://www.reddit.com/r/Terraform/comments/1l7my1x/where_is_ai_still_completely_useless_for)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hashicorp.com: Accelerate your Terraform development with Amazon CodeWhisperer](https://www.hashicorp.com/blog/accelerate-your-terraform-development-with-amazon-codewhisperer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Tech companies cutting devs for AI](https://www.reddit.com/r/ProgrammerHumor/comments/1tbzih8/techcompaniescuttingdevsforai)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.redbrickai.com: F.A.S.T. ⚡️ Meta AI’s Segment Anything for Medical' Imaging](https://blog.redbrickai.com/blog-posts/fast-meta-sam-for-medical-imaging)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hashicorp.com: Accelerating AI adoption on Azure with Terraform](https://www.hashicorp.com/blog/accelerating-ai-adoption-on-azure-with-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hashicorp.com: AI for infrastructure management](https://www.hashicorp.com/solutions/ai-infrastructure-management)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -364,5 +364,5 @@ Live Grounding: Aggregates verified integrations linking AI models to tools like
   - **(2024)** [**GitHub Copilot CLI for Beginners: Getting Started**](https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-getting-started-with-github-copilot-cli/?utm_source=twitter-cli-beginners-getting-started-cta&utm_medium=social&utm_campaign=dev-pod-copilot-cli-2026) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Introductory guide explaining how to integrate the terminal-based GitHub Copilot CLI to leverage natural-language shell queries, automating script development and git lifecycle executions.
 
 ---
-💡 **Explore Related:** [ChatGPT](./chatgpt.md) | [AI Agents MCP](./ai-agents-mcp.md) | [MLOps](./mlops.md)
+💡 **Explore Related:** [AI Agents MCP](./ai-agents-mcp.md) | [ChatGPT](./chatgpt.md) | [MLOps](./mlops.md)
 

v2-docs/angular.md

@@ -12,5 +12,5 @@
 
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [API](./api.md)
+💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
 

v2-docs/ansible.md

@@ -57,12 +57,6 @@
   - [docs.ansible.com: kubernetes.core.k8s – Manage Kubernetes (K8s) objects](https://docs.ansible.com/projects/ansible/latest/collections/kubernetes/core/k8s_module.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat.com: Using Ansible to deploy Microsoft SQL Server 2019 on Red Hat Enterprise Linux 8](https://www.redhat.com/en/blog/mssql-linux-easy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [oci-ansible-collection.readthedocs.io](https://oci-ansible-collection.readthedocs.io/en/latest)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Jenkins](https://www.jenkins.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Dzone: Running Ansible Playbooks From Jenkins](https://dzone.com/articles/running-ansible-playbooks-from-jenkins)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [itnext.io: Ansible and Jenkins — automate your scritps 🌟](https://itnext.io/ansible-and-jenkins-automate-your-scritps-8dff99ef653)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [ansibleforkubernetes.com 🌟](https://www.ansibleforkubernetes.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [youtube playlist: Ansible Tutorial - by Thetips4you 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-al0Knm1A0eEXfGyd5kCi16p)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [https://github.com/jdauphant/awesome-ansible](https://github.com/jdauphant/awesome-ansible) <span class='md-tag md-tag--info'>⭐ 1005</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [docs.ansible.com](https://docs.ansible.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dureka.co: What Is Ansible?](https://www.edureka.co/blog/what-is-ansible)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Dzone: Part 2: Deploying Applications](https://dzone.com/articles/part-2-deploying-applications)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -134,9 +128,11 @@
   - [linuxctl.com: Ansible - Interacting with external REST API](https://linuxctl.com/2017/01/ansible---interacting-with-external-rest-api)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [steampunk.si: Let us give Ansible a REST](https://steampunk.si/blog/let-us-give-ansible-a-rest)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: Using Ansible with REST APIs](https://opensource.com/article/21/9/ansible-rest-apis)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [youtube playlist: Ansible Tutorial - by Thetips4you 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-al0Knm1A0eEXfGyd5kCi16p)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube playlist: Ansible Tutorial - by Infra Xpertzz 🌟](https://www.youtube.com/playlist?list=PLOwxB_PX3s3WSfhzVtwhxXwy7QpkmtnzR)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: Ansible for beginners - by XavkiEn](https://www.youtube.com/playlist?list=PLWZKNB9waqIXEL-NIapWwIADPtkspe9vk)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: Exercises / Monitoring : How to install node exporter 🌟](https://www.youtube.com/watch?v=NgRuap0MmZw&ab_channel=XavkiEn)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Ansible for DevOps Examples](https://github.com/geerlingguy/ansible-for-devops) <span class='md-tag md-tag--info'>⭐ 9761</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [github.com/k3s-io/k3s-ansible 🌟](https://github.com/k3s-io/k3s-ansible) <span class='md-tag md-tag--info'>⭐ 2793</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/PyratLabs/ansible-role-k3s 🌟](https://github.com/PyratLabs/ansible-role-k3s) <span class='md-tag md-tag--info'>⭐ 712</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Set up mod_cluster for Red Hat JBoss Web Server with' Ansible](https://developers.redhat.com/articles/2021/09/28/set-modcluster-red-hat-jboss-web-server-ansible)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -158,6 +154,8 @@
   - [opensource.com: 5 tips for choosing an Ansible collection that's right' for you](https://opensource.com/article/21/3/ansible-collections)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: Ansible Collections 🌟](https://www.youtube.com/watch?app=desktop&v=AXnDrGgLaF0&feature=share&ab_channel=RobertdeBock)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [linuxtechi.com: How to Use Loops in Ansible Playbook](https://www.linuxtechi.com/how-to-use-loops-in-ansible-playbook)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Dzone: Running Ansible Playbooks From Jenkins](https://dzone.com/articles/running-ansible-playbooks-from-jenkins)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [itnext.io: Ansible and Jenkins — automate your scritps 🌟](https://itnext.io/ansible-and-jenkins-automate-your-scritps-8dff99ef653)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Ansible AWX](https://github.com/ansible/awx) <span class='md-tag md-tag--info'>⭐ 15428</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [AWX Operator](https://github.com/ansible/awx-operator) <span class='md-tag md-tag--info'>⭐ 1484</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [linuxsysadmins.com: Install Ansible AWX on Kubernetes in 5 minutes](https://www.linuxsysadmins.com/install-ansible-awx-on-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -172,12 +170,14 @@
   - [github.com/jsmartin/ansible-tower-packer](https://github.com/jsmartin/ansible-tower-packer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [artifacthub.io: Helm Charts - AWX](https://artifacthub.io/packages/search?ts_query_web=awx&sort=relevance&page=1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Marketplace (AMIs): AWX/Tower](https://aws.amazon.com/marketplace/search/results?searchTerms=tower)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Jenkins](https://www.jenkins.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Foreman](https://www.theforeman.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [jeffgeerling.com: Testing your Ansible roles with Molecule](https://www.jeffgeerling.com/blog/2018/testing-your-ansible-roles-molecule)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: Testing Ansible roles with Molecule](https://opensource.com/article/18/12/testing-ansible-roles-molecule)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com: Test driven Development with Ansible using Molecule](https://medium.com/@moep_moep/test-driven-development-with-ansible-using-molecule-3386cef987ac)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [tomsitcafe.com: How to test Ansible code with Molecule](https://tomsitcafe.com/2023/04/27/how-to-test-ansible-code-with-molecule)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [ansiblefordevops.com](https://www.ansiblefordevops.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [ansibleforkubernetes.com 🌟](https://www.ansibleforkubernetes.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/automateyournetwork/automate_your_network: Automate Your Network' - John Capobianco - July 1st 2023](https://github.com/automateyournetwork/automate_your_network) <span class='md-tag md-tag--info'>⭐ 645</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [galaxy.ansible.com](https://galaxy.ansible.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [galaxy.ansible.com/geerlingguy](https://galaxy.ansible.com/geerlingguy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -185,6 +185,7 @@
   - [Tronde/ansible-role-rhel-patchmanagement](https://github.com/Tronde/ansible-role-rhel-patchmanagement) <span class='md-tag md-tag--info'>⭐ 75</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [konstruktoid/ansible-hvault-inventory: Dynamic Ansible inventory using HashiCorp' Vault SSH OTP and local password rotation](https://github.com/konstruktoid/ansible-hvault-inventory) <span class='md-tag md-tag--info'>⭐ 23</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/opstree-technology: Understanding Ansible: Helm diff plugin 🌟](https://medium.com/opstree-technology/ansible-helm-diff-plugin-63e1cda299a3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [https://github.com/jdauphant/awesome-ansible](https://github.com/jdauphant/awesome-ansible) <span class='md-tag md-tag--info'>⭐ 1005</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [The Beginner’s Guide to the Ansible Inventory](https://www.packetcoders.io/the-beginners-guide-to-the-ansible-inventory)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: AWS Configuration with Web Server in EC2 Using Ansible](https://medium.com/@ayushsingh1525/aws-configuration-with-apache-server-in-ec2-using-ansible-2ef61f98872e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [adamtheautomator.com: How to Use the Ansible Kubernetes Module](https://adamtheautomator.com/ansible-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -201,7 +202,28 @@
   - [opensource.com: How I use Ansible and anacron for automation](https://opensource.com/article/21/9/ansible-anacron-automation)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: Use anacron for a better crontab](https://opensource.com/article/21/2/linux-automation)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
+## DevOps and Automation
+
+### AI-Assisted Operations
+
+#### Infrastructure as Code
+
+  - **(2023)** [ansible.com: Ansible and ChatGPT: Putting it to the test](https://www.redhat.com/en/blog/channel/open-source-communities) 🌟🌟🌟 <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--warning'>[EMERGING]</span> — Red Hat's experimental analysis testing generative AI capability against Ansible Playbook authoring constraints. Highlights current logical gaps and structural best practices for verification.
+## Networking
+
+### Web Servers
+
+#### Nginx
+
+  - **(2026)** [==Nginx==](https://www.f5.com/products/nginx) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Nginx is the premier high-performance web server, reverse proxy, and ingress standard globally. Its lightweight event-driven design allows it to process high-concurrency traffic patterns with extremely predictable memory and CPU footprints.
+## Security
+
+### Certificates
+
+#### TLS Automation
+
+  - **(2021)** [getbetterdevops.io: How to Secure K8S Nginx Ingress With Let’s Encrypt and Cert Manager](https://www.empowersurvivors.net) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Rescued guide detailing the technical orchestration steps of cert-manager and Let's Encrypt certificates mapping over NGINX Ingress controllers for ingress traffic protection.
 
 ---
-💡 **Explore Related:** [Kubernetes Security](./kubernetes-security.md) | [Devsecops](./devsecops.md) | [Kustomize](./kustomize.md)
+💡 **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Securityascode](./securityascode.md)
 

v2-docs/api.md

@@ -25,10 +25,6 @@
   - [SwaggerHub: Free Web Service](https://swagger.io/product)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [any-api.com](https://marketplace.apilayer.com/?utm_source=any-api&utm_medium=any-api-redirection&utm_campaign=any-api-redirection)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Mux: The API to Video](https://www.mux.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [softwareengineeringdaily.com: Kubernetes vs. Serverless with Matt Ward (podcast) 🌟](https://softwareengineeringdaily.com/2020/12/29/kubernetes-vs-serverless-with-matt-ward-repeat)
-  - [betterprogramming.pub: Lambda vs. Step Functions: The Battle of Cost and' Performance](https://betterprogramming.pub/lambda-vs-step-functions-the-battle-of-cost-and-performance-5f008045e2ab)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Public APIs Directory](https://publicapis.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Rapid API](https://rapidapi.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Open Banking](https://en.wikipedia.org/wiki/Open_banking)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [wikipedia: API Application Programming Interface](https://simple.wikipedia.org/wiki/Application_programming_interface)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [postman.com: What is an API?](https://www.postman.com/what-is-an-api)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/public-apis/public-apis: Try Public APIs for free 🌟](https://github.com/public-apis/public-apis) <span class='md-tag md-tag--info'>⭐ 436518</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
@@ -97,6 +93,7 @@
   - [SPDY and WebSocket Support at Akamai](https://blogs.akamai.com/2012/07/spdy-and-websocket-support-at-akamai.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [spring.io: YMNNALFT: Websockets](https://spring.io/blog/2021/01/25/ymnnalft-websockets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.bitsrc.io: Deep Dive into WebSockets](https://blog.bitsrc.io/deep-dive-into-websockets-e6c4c7622423)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [betterprogramming.pub: Lambda vs. Step Functions: The Battle of Cost and' Performance](https://betterprogramming.pub/lambda-vs-step-functions-the-battle-of-cost-and-performance-5f008045e2ab)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Socket.io](https://socket.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [itnext.io: Differences between WebSockets and Socket.IO](https://itnext.io/differences-between-websockets-and-socket-io-a9e5fa29d3dc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AsyncAPI](https://www.asyncapi.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -137,7 +134,10 @@
   - [biztechmagazine.com: 6 Steps to Improved API Security](https://biztechmagazine.com/article/2021/07/6-steps-improved-api-security)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: Developer, Beware: The 3 API Security Risks You Can’t Overlook](https://thenewstack.io/developer-beware-the-3-api-security-risks-you-cant-overlook)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/@sajjadfazlani: How to protect your APIs and Microservices?' 🌟](https://medium.com/@sajjadfazlani/how-to-protect-your-apis-and-microservices-f22b99ce2322)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Public APIs Directory](https://publicapis.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [programmableweb.com](https://www.programmableweb.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Rapid API](https://rapidapi.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Open Banking](https://en.wikipedia.org/wiki/Open_banking)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: A Digital Transformation Journey in the Banking Sector](https://thenewstack.io/a-digital-transformation-journey-in-the-banking-sector)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: True Success in Process Automation Requires Microservices](https://thenewstack.io/true-success-in-process-automation-requires-microservices)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: How Platform Ops Teams Should Think About API Strategy](https://thenewstack.io/how-platform-ops-teams-should-think-about-api-strategy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -169,5 +169,5 @@
   - [Cerebras AI](https://www.cerebras.ai) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Architectural hub detailing wafer-scale AI processors built to tackle compute limits. Facilitates unprecedented deep-learning model execution with extreme localized bandwidth optimizations.
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [JVM Parameters Matrix Table](./jvm-parameters-matrix-table.md)
+💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
 

v2-docs/appointment-scheduling.md

@@ -22,5 +22,5 @@
 
 
 ---
-💡 **Explore Related:** [Elearning](./elearning.md) | [Recruitment](./recruitment.md) | [Freelancing](./freelancing.md)
+💡 **Explore Related:** [Elearning](./elearning.md) | [Finops](./finops.md) | [Recruitment](./recruitment.md)
 

v2-docs/argo.md

@@ -222,5 +222,5 @@
   - [itnext.io: Build a Lightweight Internal Developer Platform with Argo CD' and Kubernetes Labels](https://itnext.io/build-a-lightweight-internal-developer-platform-with-argo-cd-and-kubernetes-labels-4c0e52c6c0f4)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight: Proposes an innovative model for constructing a lightweight IDP by utilizing simple Kubernetes label configurations mapped to Argo CD ApplicationSets. Live Grounding: Demonstrates how platform teams can abstract direct Kubernetes complexity for application developers, promoting self-service deployment without security compromises.
 
 ---
-💡 **Explore Related:** [Registries](./registries.md) | [Jenkins](./jenkins.md) | [CI/CD](./cicd.md)
+💡 **Explore Related:** [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md) | [CI/CD](./cicd.md)
 

v2-docs/aws-architecture.md

@@ -33,9 +33,6 @@
 #### Open Source
 
   - [AWS Labs GitHub](https://github.com/awslabs) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--warning'>[EMERGING]</span> — AWS's central laboratory incubator on GitHub housing thousands of reference architectures, automation scripts, and experimental SDKs. Grounding validates this organization as a primary resource for cloud-native engineering patterns.
-#### Reference Architectures
-
-  - **(2023)** [**AWS Quick Start Reference Deployments**](http://aws.amazon.com/es/quickstart) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — AWS-validated CloudFormation templates and deployment guides structured to stand up complex multi-tier enterprise workloads rapidly. Grounding reveals that while many are migrating to Partner Solutions, this archive is a high-density resource for building compliant infrastructure.
 ### AWS FinOps
 
 #### Cost Management
@@ -121,14 +118,7 @@
 #### Amazon Aurora
 
   - [InfoWorld Review – Amazon Aurora Rocks MySQL](https://aws.amazon.com/blogs/aws/infoworld-review-amazon-aurora-rocks-mysql)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An influential early review of Amazon Aurora documenting how its decoupling of compute and storage engines significantly outperformed traditional MySQL instances. Grounding shows that while old, it provides the fundamental history of cloud-native storage architecture.
-## Software Engineering
-
-### Frontend Development
-
-#### Architectural Patterns
-
-  - **(2021)** [**Clean Architecture on Frontend**](https://bespoyasov.me/blog/clean-architecture-on-frontend) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An exceptional breakdown demonstrating the application of Clean Architecture principles to frontend systems. Illustrates isolation of business logic from UI components to enable extreme testability.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-backup.md

@@ -7,7 +7,6 @@
 
   - [Quantum Taps AWS for Cloud-Powered Disaster Recovery](http://www.infostor.com/backup-and_recovery/quantum-taps-aws-for-cloud-powered-disaster-recovery.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: Migrating On Premise VM to AWS | VM Import/Export | Create EC2 instance based on on-premises server](https://www.youtube.com/watch?v=buzusNljpy4&feature=youtu.be)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [medium: AWS Backup Service for Amazon RDS](https://medium.com/avmconsulting-blog/aws-backup-service-for-amazon-rds-3e6f5827aa66)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Design for failure lessons learnt from the Sydney AWS outage](https://www.hava.io/blog/design-for-failure-lessons-learnt-from-the-sydney-aws-outage)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Chaos Monkey](https://github.com/Netflix/SimianArmy/wiki/Chaos-Monkey) <span class='md-tag md-tag--info'>⭐ 7984</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [Udemy - AWS: How to Architect with a Design for Failure Approach](https://www.udemy.com/how-to-architect-with-a-design-for-failure-approach)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -17,6 +16,7 @@
   - [dev.to: Best way to Automate AWS EBS Snapshots (without scripts)](https://dev.to/aws-builders/how-to-automate-aws-ebs-snapshots-54og)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Quick Restoration through Replacing the Root Volumes of Amazon EC2 instances](https://aws.amazon.com/blogs/compute/quick-restoration-through-replacing-the-root-volumes-of-amazon-ec2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Backup Service](https://aws.amazon.com/backup)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [medium: AWS Backup Service for Amazon RDS](https://medium.com/avmconsulting-blog/aws-backup-service-for-amazon-rds-3e6f5827aa66)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Automate and centrally manage data protection for Amazon S3 with AWS Backup](https://aws.amazon.com/blogs/storage/automate-and-centrally-manage-data-protection-for-amazon-s3-with-aws-backup)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Preview – AWS Backup Adds Support for Amazon S3](https://aws.amazon.com/blogs/aws/preview-aws-backup-adds-support-for-amazon-s3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Disaster Recovery with AWS Managed Services, Part I: Single Region](https://aws.amazon.com/blogs/architecture/disaster-recovery-with-aws-managed-services-part-i-single-region)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -27,5 +27,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-containers.md

@@ -10,16 +10,16 @@
   - [Get started with Amazon EC2 Container Registry (Amazon ECR)](http://docs.aws.amazon.com/AmazonECR/latest/userguide/ECR_GetStarted.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Using Docker Machine with AWS](http://blog.scottlowe.org/2016/03/22/using-docker-machine-with-aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.couchbase.com: Getting Started with Docker for AWS and Scaling Nodes](http://blog.couchbase.com/2016/july/docker-for-aws-getting-started-scaling-nodes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [neal-davis.medium.com: ECS vs EC2 vs Lambda](https://neal-davis.medium.com/ecs-vs-ec2-vs-lambda-36b8ca380dea)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [ecrcp](https://github.com/bit-cloner/ecrcp)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Creating CI/CD Pipeline for AWS ECS — Part I](https://medium.com/@harshvijaythakkar/creating-ci-cd-pipeline-for-aws-ecs-part-i-b2f61bb1522f)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: Sharing secrets to ECS in an AWS multi-account architecture](https://dev.to/aws-builders/sharing-secrets-to-ecs-in-an-aws-multi-account-architecture-5h1i)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [neal-davis.medium.com: ECS vs EC2 vs Lambda](https://neal-davis.medium.com/ecs-vs-ec2-vs-lambda-36b8ca380dea)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [faun.pub: Why We Moved From Lambda to ECS](https://faun.pub/why-we-moved-from-lambda-to-ecs-b84674f31869)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Automate rollbacks for Amazon ECS rolling deployments with CloudWatch alarms](https://aws.amazon.com/blogs/containers/automate-rollbacks-for-amazon-ecs-rolling-deployments-with-cloudwatch-alarms)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws.plainenglish.io: Choosing the Right AWS Container Service: ECS vs. EKS](https://aws.plainenglish.io/choosing-the-right-aws-container-service-ecs-vs-eks-3b11dd078c99)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws-quickstart.github.io: Rancher on the AWS Cloud. Quick Start Reference' Deployment](https://aws-quickstart.github.io/quickstart-eks-rancher)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [A Better Dev/Test Experience: Docker and AWS](https://medium.com/aws-activate-startup-blog/a-better-dev-test-experience-docker-and-aws-291da5ab1238)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Docker Datacenter on the AWS Cloud: Quick Start Reference Deployment](https://aws.amazon.com/es/about-aws/whats-new/2016/06/docker-datacenter-on-the-aws-cloud-quick-start-reference-deployment)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [ecrcp](https://github.com/bit-cloner/ecrcp)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws.plainenglish.io: How to Push a Docker Image to the AWS ECR](https://aws.plainenglish.io/how-to-push-an-image-to-aws-ecr-b2be848c2ef)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper](https://github.com/awslabs/amazon-ecr-credential-helper) <span class='md-tag md-tag--info'>⭐ 2704</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
@@ -29,9 +29,10 @@
 
 #### Container Orchestration Comparison
 
+  - **(2021)** [clickittech.com: Amazon ECS vs EKS : The Best Container Orchestration Platform 🌟](https://www.clickittech.com/cloud-services/amazon-ecs-vs-eks) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A comparative evaluation of AWS ECS and EKS architectures, evaluating setup speed, configuration overhead, and native AWS integrations. Perfect for planning engineering transitions from basic container platforms to complex, scalable orchestrators.
   - [cloudonaut.io: Scaling Container Clusters on AWS: ECS and EKS](https://cloudonaut.io/scaling-container-clusters-on-aws-ecs-eks)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Deep comparison analyzing container scaling mechanics and metrics between ECS (using ASGs) and EKS (using Cluster Autoscaler). The analysis explains scale-up and scale-down behaviors, node provisioning latencies, and resource utilization optimizations.
   - [cast.ai: AWS EKS vs. ECS vs. Fargate: Where to manage your Kubernetes?](https://cast.ai/blog/aws-eks-vs-ecs-vs-fargate-where-to-manage-your-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Comparative evaluation analyzing resource isolation, infrastructure management, and compute overhead between EKS, ECS, and AWS Fargate. Highlights scheduling efficiency, control plane pricing, and cost-of-scale dynamics for enterprise systems.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-data.md

@@ -17,5 +17,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-databases.md

@@ -8,8 +8,8 @@
   - [Why Support of PostgreSQL 9.5 by Amazon RDS is Such Great News](http://blog.rubyroidlabs.com/2016/04/postgresql-9-5)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Creating a DB Instance Running the Oracle Database Engine](http://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_CreateOracleInstance.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Creating an AWS Schema Conversion Tool Project](http://docs.aws.amazon.com/SchemaConversionTool/latest/userguide/CHAP_SchemaConversionTool.Converting.CreateProject.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Partitioning MySQL on RDS: "How We Partitioned Airbnb’s Main Database in' Two Weeks](https://medium.com/airbnb-engineering/how-we-partitioned-airbnb-s-main-database-in-two-weeks-55f7e006ff21)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: AWS Backup Service for Amazon RDS](https://medium.com/avmconsulting-blog/aws-backup-service-for-amazon-rds-3e6f5827aa66)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Partitioning MySQL on RDS: "How We Partitioned Airbnb’s Main Database in' Two Weeks](https://medium.com/airbnb-engineering/how-we-partitioned-airbnb-s-main-database-in-two-weeks-55f7e006ff21)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
 ## Cloud Infrastructure
 
@@ -114,5 +114,5 @@
   - **(2021)** [**Tutorial: Tuning Table Design**](http://docs.aws.amazon.com/redshift/latest/dg/tutorial-tuning-tables.html) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight provides the authoritative AWS tutorial on optimizing Amazon Redshift table structures. Live Grounding highlights deep configurations including distribution styles (KEY, ALL, EVEN), sort keys (compound vs interleaved), and compression encodings. Essential reading for data platform engineers scaling cloud-native data warehouses.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Backup](./aws-backup.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-devops.md

@@ -77,5 +77,5 @@ Live Grounding: While primarily legacy, it outlines key patterns for mapping sta
 Live Grounding: Detailed comparative resource mapping the architectural equivalents between AWS developer tooling and Azure DevOps systems.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-iac.md

@@ -34,5 +34,5 @@
   - [youtube.com: AWS Cloud Complete Bootcamp Course - CloudFormation | freeCodeCamp' 🌟](https://www.youtube.com/watch?v=zA8guDqfv40)  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A comprehensive boot-camp produced by freeCodeCamp focusing on CloudFormation foundations. Details modular resource design, dependency mapping, drift protection, and secure infrastructure-as-code delivery pipelines.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-messaging.md

@@ -15,5 +15,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-miscellaneous.md

@@ -21,7 +21,6 @@
   - [sst.dev: Moving away from CDK: CDK doesn’t create the infrastructure you define](https://sst.dev/blog/moving-away-from-cdk)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Cloud Endure Migration](https://aws.amazon.com/application-migration-service)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Trainline.com dumps Oracle and Microsoft, gulps AWS Kool-Aid](http://www.theregister.co.uk/2016/07/13/trainline_dumps_oracle_microsoft_goes_full_aws_cto_interview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [treblle.com: How does Treblle scale on AWS without breaking the bank?](https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Elastic Beanstalk Supports ASP.NET Core and Multi-App .NET Support](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-asp-net-core-and-multi-app-net-support)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Elastic Beanstalk Supports Application Load Balancer](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-application-load-balancer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Elastic Beanstalk Supports Nginx Proxy Server with Tomcat](https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-nginx-proxy-server-with-tomcat)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -54,6 +53,7 @@
   - [faun.pub: Using AWS Session Manager For Port Forwarding To Remote Hosts](https://faun.pub/using-aws-session-manager-for-port-forwarding-to-remote-hosts-8168589ba579)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Architecting a Highly Available Serverless, Microservices-Based Ecommerce Site](https://aws.amazon.com/blogs/architecture/architecting-a-highly-available-serverless-microservices-based-ecommerce-site)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [London DevOps - Trainline, A DevOps Journey - Chris Turvil](https://www.youtube.com/watch?v=IUvUmqu1MBQ)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [treblle.com: How does Treblle scale on AWS without breaking the bank?](https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws.amazon.com: Creating a digital map of COVID-19 virus for discovery of' new treatment compounds](https://aws.amazon.com/blogs/hpc/creating-a-digital-map-of-covid-19-virus-for-discovery-of-new-treatment-compounds)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS LightSail](https://aws.amazon.com/lightsail)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws.amazon.com: Optimize your modern data architecture for sustainability:' Part 1 – data ingestion and data lake](https://aws.amazon.com/blogs/architecture/optimize-your-modern-data-architecture-for-sustainability-part-1-data-ingestion-and-data-lake)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -62,5 +62,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-monitoring.md

@@ -28,5 +28,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-networking.md

@@ -59,5 +59,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-newfeatures.md

@@ -128,5 +128,5 @@
   - [Amazon EKS introduces EKS Pod Identity](https://aws.amazon.com/about-aws/whats-new/2023/11/amazon-eks-pod-identity) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Highlights the launch of EKS Pod Identity, an evolved architectural alternative to IRSA (IAM Roles for Service Accounts). By utilizing a highly optimized local agent daemon on worker nodes, it simplifies IAM association, scales beyond IRSA session limits, and works across multiple clusters with ease. A fundamental improvement to EKS access management.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-pricing.md

@@ -27,5 +27,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-security.md

@@ -28,10 +28,6 @@
   - [How to Reduce Security Threats and Operating Costs Using AWS WAF and Amazon CloudFront](http://blogs.aws.amazon.com/security/post/Tx1G747SE1R2ZWE/How-to-Reduce-Security-Threats-and-Operating-Costs-Using-AWS-WAF-and-Amazon-Clou)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS WAF sample rules](https://github.com/amazon-archives/aws-waf-sample) <span class='md-tag md-tag--info'>⭐ 511</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [k21academy.com: AWS Secrets Manager](https://k21academy.com/aws-cloud/aws-secrets-manager)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Automated Let's Encrypt Certificates in Azure Key Vault with ACME Bot](https://cloudbuild.co.uk/free-automated-lets-encrypt-certificates-in-azure-key-vault-with-acme-bot-a-step-by-step-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [aws.amazon.com: New – AWS Control Tower Account Factory for Terraform](https://aws.amazon.com/blogs/aws/new-aws-control-tower-account-factory-for-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory' for Terraform](https://www.hashicorp.com/blog/hashicorp-teams-with-aws-on-new-control-tower-account-factory-for-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [AWS Control Tower](https://aws.amazon.com/controltower)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Security](https://aws.amazon.com/security)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Security docs](https://docs.aws.amazon.com/security)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Amazon’s customer service backdoor](https://medium.com/@espringe/amazon-s-customer-service-backdoor-be375b3428c4#.qyixu5mu3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -82,6 +78,9 @@
   - [jimmydqv.com: AWS IAM Anywhere 🌟](https://jimmydqv.com/iam-anywhere)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Simplifying permissions management at scale using tags in AWS Organizations](https://aws.amazon.com/blogs/mt/simplifying-permissions-management-at-scale-using-tags-in-aws-organizations)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Standardize compliance in AWS using DevOps and a Cloud Center of Excellence (CCOE) approach](https://aws.amazon.com/blogs/mt/standardize-compliance-in-aws-using-devops-and-a-cloud-center-of-excellence-ccoe-approach)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [AWS Control Tower](https://aws.amazon.com/controltower)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [aws.amazon.com: New – AWS Control Tower Account Factory for Terraform](https://aws.amazon.com/blogs/aws/new-aws-control-tower-account-factory-for-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory' for Terraform](https://www.hashicorp.com/blog/hashicorp-teams-with-aws-on-new-control-tower-account-factory-for-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws.amazon.com: Automate AWS Control Tower landing zone operations using' APIs](https://aws.amazon.com/about-aws/whats-new/2023/11/automate-aws-control-tower-zone-operations-apis)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [doit-intl.com: AWS Firewalls 101: How and when to use each one](https://blog.doit-intl.com/aws-firewalls-101-how-and-when-to-use-each-one-d4ad8087a6b3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Automatically block suspicious traffic with AWS Network Firewall and Amazon GuardDuty](https://aws.amazon.com/es/blogs/security/automatically-block-suspicious-traffic-with-aws-network-firewall-and-amazon-guardduty)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -90,6 +89,7 @@
   - [medium: Protecting your Web Application or APIs using AWS WAF](https://medium.com/avmconsulting-blog/protecting-your-web-application-or-apis-using-aws-waf-1829ff79275a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [faun.pub: Set up global rate limiting with AWS WAF in 5 minutes](https://faun.pub/set-up-global-rate-limiting-with-aws-waf-in-5-minutes-bd43a9309683)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: AWS WAF (Web Application Firewall): Deep Dive](https://dev.to/aws-builders/aws-waf-web-application-firewall-deep-dive-15bd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Automated Let's Encrypt Certificates in Azure Key Vault with ACME Bot](https://cloudbuild.co.uk/free-automated-lets-encrypt-certificates-in-azure-key-vault-with-acme-bot-a-step-by-step-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [How to replicate secrets in AWS Secrets Manager to multiple Regions](https://aws.amazon.com/blogs/security/how-to-replicate-secrets-aws-secrets-manager-multiple-regions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Secrets Manager controller POC: an EKS operator for automatic rotation' of secrets](https://aws.amazon.com/blogs/containers/aws-secrets-manager-controller-poc-an-eks-operator-for-automatic-rotation-of-secrets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.devops.dev: Debugging Kubernetes Secrets, Why My Pod Wouldn’t Start](https://blog.devops.dev/manage-secrets-on-aws-and-helm-as-environment-variables-f7ec998c58fc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -114,5 +114,5 @@
   - [How-To Secure A Linux Server](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server) <span class='md-tag md-tag--info'>⭐ 27424</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An exhaustive, highly popular guide for securing production Linux environments. Covers SSH hardening, firewalls, user permission boundaries, 2FA, kernel optimization, audit logs, and automated vulnerability scanning.
 
 ---
-💡 **Explore Related:** [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md) | [AWS Backup](./aws-backup.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-serverless.md

@@ -7,6 +7,7 @@
 
   - [Build a Python Microservice with Amazon Web Services Lambda & API Gateway](http://www.giantflyingsaucer.com/blog/?p=5730)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.powerupcloud.com: AWS inventory details in CSV using lambda](http://blog.powerupcloud.com/2016/02/07/aws-inventory-details-in-csv-using-lambda)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [betterprogramming.pub: Lambda vs. Step Functions: The Battle of Cost and' Performance](https://betterprogramming.pub/lambda-vs-step-functions-the-battle-of-cost-and-performance-5f008045e2ab)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [npmjs.com: Lambda load test](https://www.npmjs.com/package/lambda-load-test)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.usejournal.com: Building a Serverless Back-end with AWS](https://blog.usejournal.com/building-a-serverless-back-end-with-aws-5bb3642a3f4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [kothiyal-anuj.medium.com: Serverless Diary: The Ultimate Guide to **Caching' in the Cloud**](https://kothiyal-anuj.medium.com/serverless-diary-the-ultimate-guide-to-caching-in-the-cloud-249f6a06915f)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -16,7 +17,6 @@
   - [medium.com/@andrewjr350: Misunderstanding of Serverless (AWS)](https://medium.com/@andrewjr350/misunderstanding-of-serverless-aws-835c7076ea4c)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/aws-serverless-microservices-with-patterns-best: Cloud-Native' Microservices Evolves to AWS Serverless Event-driven Architectures](https://medium.com/aws-serverless-microservices-with-patterns-best/cloud-native-microservices-evolves-to-aws-serverless-event-driven-architectures-9a38c473f4f8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betterprogramming.pub: Exploring the Serverless Event-Driven Architecture](https://betterprogramming.pub/exploring-the-serverless-event-driven-architecture-8d6bda93e823)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [betterprogramming.pub: Lambda vs. Step Functions: The Battle of Cost and' Performance](https://betterprogramming.pub/lambda-vs-step-functions-the-battle-of-cost-and-performance-5f008045e2ab)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/awesome-cloud: AWS — Difference between Serverless (Lambda) and' Containers (Kubernetes)](https://medium.com/awesome-cloud/aws-difference-between-serverless-lambda-and-containers-kubernetes-serverless-vs-containers-lambda-vs-k8s-a166931870a2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws.plainenglish.io: Let's design a serverless ETL pipeline with AWS services](https://aws.plainenglish.io/lets-design-a-serverless-etl-pipeline-with-aws-services-9ab88c95afd4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [faun.pub: Serverless With Spring Boot & AWS Lambda](https://faun.pub/serverless-with-spring-boot-aws-lambda-bc76c1de2b12)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -173,5 +173,5 @@
   - [terrateam.io: AWS Lambda Function with Terraform](https://terrateam.io/blog/aws-lambda-function-with-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A comprehensive operational guide explaining how to declare, compile, and manage AWS Lambda functions natively within Terraform infrastructure-as-code patterns. It maps IAM role dependencies, source code hash tracking, and automated zip compilation cycles. This is an essential blueprint for teams prioritizing Terraform-centric CI/CD environments.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-spain.md

@@ -21,5 +21,5 @@
   - [AWS Transit Gateway is now available in Europe (Spain) Region](https://aws.amazon.com/about-aws/whats-new/2023/04/aws-transit-gateway-europe-spain-region) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — AWS announcement declaring the availability of Transit Gateway in the Europe (Spain) region. Enables cloud architects to build highly scalable hub-and-spoke virtual private networks natively.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-storage.md

@@ -59,5 +59,5 @@
 *   Acts as a foundational storage engine for large-scale Kubernetes PV platforms (Rook-Ceph) and private clouds.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Databases](./aws-databases.md) | [AWS Backup](./aws-backup.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-tools-scripts.md

@@ -5,16 +5,15 @@
 
 ## Standard Reference
 
-  - [ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing into your Amazon EC2 instances by tag (such as ‘Name’)](https://pypi.org/project/ec2-ssh-yplan)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [ermetic/access-undenied-aws 🌟](https://github.com/tenable/access-undenied-aws) <span class='md-tag md-tag--info'>⭐ 271</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [ermetic.com: Access Undenied on AWS](https://www.tenable.com/blog/access-undenied-on-aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/containerscrew/aws-sso-auth](https://github.com/containerscrew/aws-sso-rs) <span class='md-tag md-tag--info'>⭐ 4</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS CLI Command Reference](http://docs.aws.amazon.com/cli/latest/index.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [New usage examples have been added to the CLI for CodePipeline API Reference](http://docs.aws.amazon.com/cli/latest/reference/codepipeline/index.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing into your Amazon EC2 instances by tag (such as ‘Name’)](https://pypi.org/project/ec2-ssh-yplan)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.awsfundamentals.com: Step-By-Step: Emptying S3 Buckets and Directories Using the AWS CLI with S3 RM](https://awsfundamentals.com/blog/aws-s3-rm-removing-files)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Amazon CodeWhisperer 🌟](https://aws.amazon.com/q/developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hashicorp.com: Accelerate your Terraform development with Amazon CodeWhisperer](https://www.hashicorp.com/blog/accelerate-your-terraform-development-with-amazon-codewhisperer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Floci - An AWS Local Emulator Alternative](https://github.com/floci-io/floci) <span class='md-tag md-tag--info'>⭐ 12740</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [AWS IP inventory](https://github.com/okelet/awsipinventory)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: How to Copy a Security Group with Rules from one AWS Account to' Another account](https://dev.to/dineshrathee12/how-to-copy-a-security-group-with-rules-from-one-aws-account-to-another-account-36mb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler -' Find resources that are not logging, and turn them on](https://github.com/awslabs/assisted-log-enabler-for-aws) <span class='md-tag md-tag--info'>⭐ 274</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -22,6 +21,7 @@
   - [github.com/Levi-Michael/boto3-ec2-s3-management: A python tools base on' AWS boto3 for manage ec2 and s3 buckets](https://github.com/Levi-Michael/boto3-ec2-s3-management)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/cavaliercoder/vpc-free](https://github.com/cavaliercoder/vpc-free) <span class='md-tag md-tag--info'>⭐ 60</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [OpenSource at AWS](https://aws.github.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Floci - An AWS Local Emulator Alternative](https://github.com/floci-io/floci) <span class='md-tag md-tag--info'>⭐ 12740</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS](https://github.com/awslabs/aws-cloudsaga) <span class='md-tag md-tag--info'>⭐ 475</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [willdady/aws-resource-based-policy-collector: AWS resource-based policy' collector](https://github.com/willdady/aws-resource-based-policy-collector) <span class='md-tag md-tag--info'>⭐ 24</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/ualter: AwsBe](https://github.com/ualter/awsbe-site)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -72,5 +72,5 @@
   - [steampipe 🌟](https://steampipe.io)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A zero-dependency CLI tool that allows querying of APIs and cloud infrastructure (AWS, Azure, GitHub, etc.) dynamically using Postgres-compatible SQL. It simplifies cloud infrastructure compliance, security audits, and resource inspection by exposing multi-platform APIs as regular database tables.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws-training.md

@@ -30,8 +30,8 @@
 
   - **(2021)** [==explore.skillbuilder.aws/learn: AWS Skill Builder 🌟==](https://skillbuilder.aws) 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — AWS's official digital training hub, offering interactive learning models, gamified simulation sandboxes, and deep system architecture tracks compiled by primary cloud specialists.
   - **(2023)** [community.aws/training: Training and Certification](https://builder.aws.com/learn)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An official community hub connecting cloud builders with modern development labs, learning blueprints, and architectural expert-led events.
-  - [AWS Cloud Practitioner - Curso Completo 2023](https://www.youtube.com/watch?v=zQyrhjEAqLs) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A complete video guide systematically mapping the official AWS Cloud Practitioner certification domains in Spanish. [SPANISH CONTENT]
   - [aws.amazon.com: Exámenes prácticos gratuitos y 100% en español para que' obtenga su certificación](https://aws.amazon.com/es/blogs/aws-spanish/examenes-practicos-gratuitos-y-100-en-espanol-para-que-obtenga-su-certificacion) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — AWS-published reference article detailing official practice examinations localized in Spanish to support accessible learning globally. [SPANISH CONTENT]
+  - [AWS Cloud Practitioner - Curso Completo 2023](https://www.youtube.com/watch?v=zQyrhjEAqLs) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A complete video guide systematically mapping the official AWS Cloud Practitioner certification domains in Spanish. [SPANISH CONTENT]
   - [Schedule an Exam](https://aws.amazon.com/certification/certification-prep/testing)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — The official registration and scheduling center for AWS Certification Exams. Provides standard instructions for coordinating remote proctoring environments.
   - [aws.amazon.com: First AWS Certification Study Guide Now Available](https://aws.amazon.com/es/about-aws/whats-new/2016/10/first-aws-certification-study-guide-now-available)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Historically notable launch announcement of the first official AWS-authored certification study guide. While structurally important, newer cloud paradigms limit its relevance for current exams.
 #### AWS Professional
@@ -57,5 +57,5 @@
   - **(2021)** [acloudguru.com](https://www.pluralsight.com/cloud-guru)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A premier enterprise learning platform specialized in modern cloud-native system training. Delivers deep hands-on sandbox labs, certification preparation curricula, and continuous technical playground resources.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/aws.md

@@ -30,17 +30,12 @@
   - [AWS Cloud Adoption Framework (AWS CAF)](https://aws.amazon.com/cloud-adoption-framework)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Convert AWS console actions to reusable code with AWS Console-to-Code, now generally available](https://aws.amazon.com/blogs/aws/convert-aws-console-actions-to-reusable-code-with-aws-console-to-code-now-generally-available/?trk=0d3532c8-5f49-4c86-9683-96c2417e9b4b&sc_channel=el)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Introducing Kiro: AWS Agentic AI-Based IDE](https://markrosscloud.medium.com/introducing-kiro-aws-agentic-ai-based-ide-cded711b1409)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources](https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-workshops-resources-d0a861f05d3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Cloudburn: An Open-Source Policy Engine for AWS Spending](https://github.com/towardsthecloud/cloudburn) <span class='md-tag md-tag--info'>⭐ 1757</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Cloud Products](https://aws.amazon.com/products)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Enhanced Local IDE Experience for AWS Step Functions](https://aws.amazon.com/blogs/compute/introducing-an-enhanced-local-ide-experience-for-aws-step-functions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [docs.aws.amazon.com: Actions, resources, and condition keys for AWS services' 🌟🌟🌟](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Terraform for Standardizing AWS Deployments](https://t.co/5E4FLUyh98)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [DevOps Made Easy: Install AWS CLI, ECS CLI, Docker & Terraform Using Chocolatey](https://dev.to/aws-builders/devops-made-easy-install-aws-cli-ecs-cli-docker-terraform-using-chocolatey-2lld)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Awesome AWS 🌟](https://github.com/donnemartin/awesome-aws) <span class='md-tag md-tag--info'>⭐ 14033</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [medium.com/towards-cloud-computing: 7 Free AWS Practice Labs and AWS Workshops' resources](https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-workshops-resources-d0a861f05d3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Local Zones locations](https://aws.amazon.com/about-aws/global-infrastructure/localzones/locations)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws.amazon.com/new: What's New with AWS?](https://aws.amazon.com/new)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [repost.aws 🌟](https://repost.aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Awesome AWS 🌟](https://github.com/donnemartin/awesome-aws) <span class='md-tag md-tag--info'>⭐ 14033</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [AWS Marketplace](https://aws.amazon.com/marketplace)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [The Open Guide to Amazon Web Services](https://github.com/open-guides/og-aws) <span class='md-tag md-tag--info'>⭐ 36416</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [AWS Ramp-Up Guides](https://aws.amazon.com/es/training/ramp-up-guides)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -71,6 +66,7 @@
   - [freecodecamp.org/news/tag/aws](https://www.freecodecamp.org/news/tag/aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [paigeshin1991.medium.com: Drop Nuclear Bomb on your AWS account. How to' clear your entire AWS services in 3 seconds](https://paigeshin1991.medium.com/drop-nuclear-bomb-on-your-aws-services-how-to-clear-your-entire-aws-account-in-3-seconds-53f28928e09c)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/gargee-bhatnagar: How to Create a Custom AMI with Image Pipeline' and Automate its Creation Using EC2 Image Builder](https://medium.com/gargee-bhatnagar/how-to-create-a-custom-ami-with-image-pipeline-and-automate-its-creation-using-ec2-image-builder-7e194e39c8e9)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [docs.aws.amazon.com: Actions, resources, and condition keys for AWS services' 🌟🌟🌟](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/@imaze.enabulele: Autoscaling EC2 Instances for High Availability' and Stress Testing 🌟](https://medium.com/@imaze.enabulele/autoscaling-ec2-instances-for-high-availability-and-stress-testing-946b41f229e2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [awstip.com: How to list all resources in your AWS account](https://awstip.com/how-to-list-all-resources-in-your-aws-account-c3f18061f71b)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Building highly resilient applications with on-premises interdependencies using AWS Local Zones](https://aws.amazon.com/blogs/compute/building-highly-resilient-applications-with-on-premises-interdependencies-using-aws-local-zones)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -79,6 +75,7 @@
   - [dev.to: Best Practices When Designing AWS Architecture 🌟🌟](https://dev.to/aws-builders/best-practices-when-designing-aws-architecture-4c8d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [mrdevops.hashnode.dev: How to Create EC2 Instance in AWS: Step by Step' Tutorial](https://mrdevops.hashnode.dev/how-to-create-ec2-instance-in-aws-step-by-step-tutorial)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoq.com: AWS Publishes Reference Architecture and Implementations for' Deployment Pipelines](https://www.infoq.com/news/2023/02/aws-deployment-pipelines)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [DevOps Made Easy: Install AWS CLI, ECS CLI, Docker & Terraform Using Chocolatey](https://dev.to/aws-builders/devops-made-easy-install-aws-cli-ecs-cli-docker-terraform-using-chocolatey-2lld)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Jayendra's Blog 🌟🌟](https://jayendrapatil.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws.plainenglish.io](https://aws.plainenglish.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWStip.com](https://awstip.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -96,7 +93,10 @@
   - [AWS Webinar Channel](https://www.youtube.com/user/AWSwebinars)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Podcasts](https://aws.amazon.com/podcasts/aws-podcast)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Techchat](https://aws.amazon.com/podcasts/aws-techchat)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Enhanced Local IDE Experience for AWS Step Functions](https://aws.amazon.com/blogs/compute/introducing-an-enhanced-local-ide-experience-for-aws-step-functions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [The AWS Developer Blog now includes Python & GoLang](https://aws.amazon.com/blogs/developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Terraform for Standardizing AWS Deployments](https://t.co/5E4FLUyh98)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Cloudburn: An Open-Source Policy Engine for AWS Spending](https://github.com/towardsthecloud/cloudburn) <span class='md-tag md-tag--info'>⭐ 1757</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Top 4 AWS Patterns of Highly Available API](https://medium.com/greenm/top-4-aws-patterns-of-highly-available-api-d34599bfbb96)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: AWS configuration files, explained](https://medium.com/@ben11kehoe/aws-configuration-files-explained-9a7ea7a5b42e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Config Rules now available in 4 new regions: US West (Oregon), EU (Ireland),' EU (Frankfurt) and Asia Pacific (Tokyo)](https://aws.amazon.com/about-aws/whats-new/2016/04/aws-config-rules-now-available-in-4-new-regions-us-west-oregon-eu-ireland-eu-frankfurt-and-asia-pacific-tokyo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -132,5 +132,5 @@
   - [RunsOn: Self-hosted GitHub Actions Runners in AWS](https://runs-on.com) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A commercial-grade, highly efficient solution for hosting ephemeral, auto-scaled GitHub Actions runners directly on your AWS account. Delivers a significant reduction in GitHub Actions spend (up to 10x) using cheap EC2 spot instances, fast cache persistence, and seamless setup.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/azure.md

@@ -5,7 +5,6 @@
 
 ## Standard Reference
 
-  - [Enterprise Web App Patterns - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure ExpressRoute Resiliency: Best Practices for Production-Critical Workloads](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/azure-expressroute-resiliency-best-practices-for-production-critical-workloads/4394842)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure Products by Region Table](https://azure.microsoft.com/en-us/en-us/explore/global-infrastructure/products-by-region/table)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Microsoft Azure](https://azure.microsoft.com/en-us)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -46,6 +45,7 @@
   - [Azure Load Testing](https://azure.microsoft.com/en-us/en-gb/products/load-testing)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [azure.microsoft.com: Microsoft Azure Load Testing is now generally available](https://azure.microsoft.com/en-us/en-gb/blog/microsoft-azure-load-testing-is-now-generally-available)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/microsoft/CBL-Mariner](https://github.com/microsoft/azurelinux) <span class='md-tag md-tag--info'>⭐ 4823</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [Enterprise Web App Patterns - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Announcing Public Preview of Terraform Export from the Azure Portal](https://techcommunity.microsoft.com/blog/AzureToolsBlog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [azure.microsoft.com: Azure Quickstart Templates](https://learn.microsoft.com/en-us/samples/browse/?expanded=azure&products=azure-resource-manager)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [techcommunity.microsoft.com: ARM Template Specs now GA!](https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/arm-template-specs-now-ga/2402618)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -120,23 +120,6 @@
   - [docs.microsoft.com: Using Policy with Azure Site Recovery](https://learn.microsoft.com/en-us/en-us/azure/site-recovery/azure-to-azure-how-to-enable-policy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoworld.com: Getting started with Azure OpenAI](https://www.infoworld.com/article/2337918/getting-started-with-azure-openai.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [techcommunity.microsoft.com: The AI Study Guide: Azure’s top free resources for learning generative AI in 2024](https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/the-ai-study-guide-azure%E2%80%99s-top-free-resources-for-learning-generative-ai-in-2024/4036890)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Landing Zone IaC Accelerator](https://azure.github.io/Azure-Landing-Zones/accelerator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Monitor your Azure cloud estate - Cloud Adoption Framework](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/manage/monitor#reference-for-monitoring-azure-services)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure App Service Auto-Heal: Capturing Relevant Data During Performance' Issues](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot](https://github.com/Azure/AZVerify) <span class='md-tag md-tag--info'>⭐ 94</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Products by Region Table](https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-region/table)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Hub-Spoke Network Topology in Azure - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/networking/architecture/hub-spoke)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Landing Zone Technical Documentation](https://azure.github.io/Azure-Landing-Zones)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Landing Zone - Microsoft Cloud Adoption Framework](https://learn.microsoft.com/nb-no/azure/cloud-adoption-framework/ready/landing-zone)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Architecture Best Practices for Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-kubernetes-service)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Which Azure Network is Cheaper?](https://blog.cloudtrooper.net/2026/01/16/which-azure-network-is-cheaper)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for' Cost Optimization](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Functions Cost Considerations and Optimization](https://build5nines.com/azure-functions-cost-considerations-and-optimization)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [A Guide to Azure Data Transfer Pricing](https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-data-transfer-pricing/4374538)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [EntraExporter](https://github.com/microsoft/entraexporter) <span class='md-tag md-tag--info'>⭐ 860</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Announcing Private Preview: ArgoCD through Microsoft GitOps](https://techcommunity.microsoft.com/blog/azurearcblog/announcing-private-preview-argocd-through-microsoft-gitops/4399747)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Windows Package Manager CLI (aka winget)](https://github.com/microsoft/winget-cli) <span class='md-tag md-tag--info'>⭐ 25901</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [Automated Let's Encrypt Certificates in Azure Key Vault with ACME Bot](https://cloudbuild.co.uk/free-automated-lets-encrypt-certificates-in-azure-key-vault-with-acme-bot-a-step-by-step-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Application Network Security in Azure Subnets, Endpoints, DNS, NSGs with Terraform Code](https://medium.com/@codebob75/application-network-security-in-azure-subnets-endpoints-dns-nsgs-with-terraform-code-0bcabdb3a65b)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure Network Security Perimeter Concepts](https://learn.microsoft.com/en-us/azure/private-link/network-security-perimeter-concepts)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -185,6 +168,7 @@
   - [Azure Cloud Adoption Framework: Platform Landing Zone Implementation Options](https://learn.microsoft.com/en-gb/azure/cloud-adoption-framework/ready/landing-zone/implementation-options)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learn.microsoft.com: What is the Microsoft Cloud Adoption Framework for' Azure?](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [linkedin.com: The Ultimate Guide to Azure Cloud Adoption Framework Lifecycle](https://www.linkedin.com/pulse/ultimate-guide-azure-cloud-adoption-framework-gregor-wohlfarter-hb4sf)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Architecture Best Practices for Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-kubernetes-service)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learn.microsoft.com: Azure Well-Architected Framework](https://learn.microsoft.com/en-us/azure/well-architected)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [azure.github.io: Azure Proactive Resiliency Library (APRL)](https://azure.github.io/Azure-Proactive-Resiliency-Library)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learn.microsoft.com: Azure Well-Architected Framework perspective on Azure' App Service (Web Apps)](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/app-service-web-apps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -192,7 +176,11 @@
   - [linkedin.com: CAF vs WAF: Which Framework to Use for Your Cloud Migration?](https://www.linkedin.com/pulse/caf-vs-waf-which-framework-use-your-cloud-migration-gregor-wohlfarter-hko0f)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Enterprise-Scale Azure Subscription Vending Using Azure Verified Modules (AVM)](https://techcommunity.microsoft.com/blog/azureinfrastructureblog/enterprise%e2%80%91scale-azure-subscription-vending-using-azure-verified-modules-avm/4507751)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure Landing Zone IaC Accelerator Release Notes](https://azure.github.io/Azure-Landing-Zones/accelerator/accelerator-release-notes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Building a FinOps-Ready Azure Landing Zone: Infrastructure Foundations for' Cost Optimization](https://techcommunity.microsoft.com/blog/AzureInfrastructureBlog/building-a-finops-ready-azure-landing-zone-infrastructure-foundations-for-cost-o/4411706)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Landing Zone IaC Accelerator](https://azure.github.io/Azure-Landing-Zones/accelerator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Landing Zone Technical Documentation](https://azure.github.io/Azure-Landing-Zones)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Announcing General Availability of Terraform Azure Verified Modules for Platform Landing Zone (ALZ)](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-general-availability-of-terraform-azure-verified-modules-for-platform/4366027)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Landing Zone - Microsoft Cloud Adoption Framework](https://learn.microsoft.com/nb-no/azure/cloud-adoption-framework/ready/landing-zone)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/microsoftazure: Ultimate guide for Enterprise-scale landing zone' for Azure](https://medium.com/microsoftazure/ultimate-guide-for-azure-cloud-adoption-framework-for-enterprise-scale-landing-zone-bba2a385134d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thomasmaurer.ch: Azure Landing Zone Review Assessment](https://www.thomasmaurer.ch/2023/09/azure-landing-zone-review-assessment)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure Sandbox](https://learn.microsoft.com/en-us/azure/architecture/guide/azure-sandbox/azure-sandbox)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -201,7 +189,9 @@
   - [github.com/Azure/azqr](https://github.com/Azure/azqr) <span class='md-tag md-tag--info'>⭐ 765</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Introducing Subnet Peering in Azure](https://techcommunity.microsoft.com/blog/azurenetworkingblog/introducing-subnet-peering-in-azure/4383841)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hlokensgard.no: Azure Virtual Network Manager – A game changer or just a' costly upgrade?](https://hlokensgard.no/2024/07/01/azure-virtual-network-manager-a-game-changer-or-just-a-costly-upgrade)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Which Azure Network is Cheaper?](https://blog.cloudtrooper.net/2026/01/16/which-azure-network-is-cheaper)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Manage Azure IPAM with Terraform](https://mattias.engineer/blog/2025/azure-ipam-with-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [A Guide to Azure Data Transfer Pricing](https://techcommunity.microsoft.com/blog/AzureNetworkingBlog/a-guide-to-azure-data-transfer-pricing/4374538)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [techcommunity.microsoft.com](https://techcommunity.microsoft.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thomasthornton.cloud: Thomas Thornton](https://thomasthornton.cloud)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thomasmaurer.ch](https://www.thomasmaurer.ch)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -220,12 +210,15 @@
   - [Reduce Latency with Azure Proximity Placement Groups](https://hansencloud.com/2025/02/24/reduce-latency-with-azure-proximity-placement-groups)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/Azure-Samples/azure-load-testing-samples 🌟](https://github.com/Azure-Samples/azure-load-testing-samples) <span class='md-tag md-tag--info'>⭐ 27</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: Deploying Microsoft’s New Linux Distribution as a VM is' Not Easy](https://thenewstack.io/deploying-microsofts-new-linux-distribution-as-a-vm-is-not-easy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Hub-Spoke Network Topology in Azure - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/networking/architecture/hub-spoke)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [mattfeltonma/azure-networking-patterns](https://github.com/mattfeltonma/azure-networking-patterns) <span class='md-tag md-tag--info'>⭐ 163</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot](https://github.com/Azure/AZVerify) <span class='md-tag md-tag--info'>⭐ 94</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Export Terraform Code from the Azure Portal](https://mattias.engineer/blog/2025/azure-portal-export-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Terraform Azure Resource IPAM Module](https://registry.terraform.io/modules/hlokensgard/res-ipam/azure/latest)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Announcing Public Preview of Terraform Export from the Azure Portal](https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-public-preview-of-terraform-export-from-the-azure-portal/4409889)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Terraform Provider for Azure IPAM](https://github.com/XtratusCloud/terraform-provider-azureipam) <span class='md-tag md-tag--info'>⭐ 9</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thomasmaurer.ch: Learn how to deploy and manage Azure resources with ARM' templates](https://www.thomasmaurer.ch/2020/12/learn-how-to-deploy-and-manage-azure-resources-with-arm-templates)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Terraform: Get User Principal Name (UPN) of User Running Deployment without' Entra ID Read Permissions](https://build5nines.com/terraform-get-user-principal-name-upn-of-user-running-deployment-without-entra-id-read-permissions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure DevOps Labs 🌟](https://www.azuredevopslabs.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/nnellans/ado-pipelines-guide: Azure DevOps YAML Pipelines Guide' 🌟](https://github.com/nnellans/ado-pipelines-guide) <span class='md-tag md-tag--info'>⭐ 74</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -260,6 +253,7 @@
   - [github.com/JFolberth/TheYAMLPipelineOne 🌟](https://github.com/JFolberth/TheYAMLPipelineOne) <span class='md-tag md-tag--info'>⭐ 221</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [gist.github.com: This snippet contains the steps to generate a terraform' plan and post it as a comment of a pull request in Azure DevOps](https://gist.github.com/GTRekter/51f8be3fbfb13b3696f92e117d956597)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: Databricks CI/CD: Azure DevOps Pipeline + DABs](https://www.youtube.com/watch?v=SZM49lGovTg)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [EntraExporter](https://github.com/microsoft/entraexporter) <span class='md-tag md-tag--info'>⭐ 860</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [stackoverflow.com: What is the difference between an Azure tenant and' Azure subscription?](https://stackoverflow.com/questions/47307368/what-is-the-difference-between-an-azure-tenant-and-azure-subscription)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [marckean.com: Azure Vs Azure AD – Accounts / Tenants / Subscriptions](https://marckean.com/2016/06/01/azure-vs-azure-ad-accounts-tenants-subscriptions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blogit.create.pt: Pros and Cons of Single Tenant vs Multiple Tenants in' Office 365](https://blogit.create.pt/miguelisidoro/2019/01/07/pros-and-cons-of-single-tenant-vs-multiple-tenants-in-office-365)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -283,10 +277,12 @@
   - [microsoftgraph/msgraph-sdk-powershell/samples: 9-Applications.ps1](https://github.com/microsoftgraph/msgraph-sdk-powershell) <span class='md-tag md-tag--info'>⭐ 865</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [nathannellans.com: App Registrations, Enterprise Apps, and Service Principals' 🌟](https://www.nathannellans.com/post/app-registrations-enterprise-apps-and-service-principals)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [zer1t0.gitlab.io: Attacking Active Directory: 0 to 0.9 🌟](https://zer1t0.gitlab.io/posts/attacking_ad)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Announcing Private Preview: ArgoCD through Microsoft GitOps](https://techcommunity.microsoft.com/blog/azurearcblog/announcing-private-preview-argocd-through-microsoft-gitops/4399747)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [architecture diagrams and slides](https://github.com/microsoft/azure_arc) <span class='md-tag md-tag--info'>⭐ 805</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thomasmaurer.ch: Run cloud-native apps on Azure PaaS anywhere](https://www.thomasmaurer.ch/2021/06/run-cloud-native-apps-on-azure-paas-anywhere)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Secure DevOps Kit for Azure](https://github.com/azsk/DevOpsKit) <span class='md-tag md-tag--info'>⭐ 222</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [DevOpsKit-docs](https://github.com/azsk/DevOpsKit-docs) <span class='md-tag md-tag--info'>⭐ 498</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure App Service Auto-Heal: Capturing Relevant Data During Performance' Issues](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learn.microsoft.com: Environment variables and app settings in Azure App' Service](https://learn.microsoft.com/en-us/azure/app-service/reference-app-settings)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learn.microsoft.com: Configure a custom container for Azure App Service](https://learn.microsoft.com/en-us/azure/app-service/configure-custom-container)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [returngis.net: Acceder a un App Service con Private Endpoint desde otra' Vnet](https://www.returngis.net/2021/08/acceder-a-un-app-service-con-private-endpoint-desde-otra-vnet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -296,7 +292,9 @@
   - [Introduction to Azure Application Gateway for Containers (AGC)](https://blog.cloudtrooper.net/2025/02/28/application-gateway-for-containers-a-not-so-gentle-intro-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [nathannellans.com: Azure Application Gateway - Part 1 🌟](https://www.nathannellans.com/post/azure-application-gateway-part-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [acethecloud.com: Which is better Azure App Gateway or Nginx configured on' Azure VMs](https://acethecloud.com/blog/azure-application-gateway-and-nginx-on-vm)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Functions Cost Considerations and Optimization](https://build5nines.com/azure-functions-cost-considerations-and-optimization)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learn.microsoft.com: AZ-204: Implement Azure Functions 🌟](https://learn.microsoft.com/en-us/training/paths/implement-azure-functions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Monitor your Azure cloud estate - Cloud Adoption Framework](https://learn.microsoft.com/en-us/azure/cloud-adoption-framework/manage/monitor#reference-for-monitoring-azure-services)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [havanrijn.wordpress.com: Don’t let Azure Log Analytics break the bank](https://havanrijn.wordpress.com/2024/04/01/dont-let-azure-log-analytics-break-the-bank)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [itnext.io: How to setup CI CD pipelines for Android with Azure DevOps](https://itnext.io/how-to-setup-ci-cd-pipelines-for-android-with-azure-devops-2a4ded0de0e7)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [sahansera.dev: Multi-stage builds for Ionic Apps with Azure Pipeline Templates](https://sahansera.dev/multi-stage-builds-with-azure-pipelines-ionic)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -371,6 +369,7 @@
   - [github.com/azure/fleet](https://github.com/azure/fleet) <span class='md-tag md-tag--info'>⭐ 224</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/codex: 7 Best Practices for Data Ingestion](https://medium.com/codex/7-best-practices-for-data-ingestion-f336c6b5128c)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [mssqltips.com: Choosing Between SQL Server Integration Services and Azure' Data Factory](https://www.mssqltips.com/sqlservertip/7094/azure-data-factory-vs-ssis-similarities-differences)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Windows Package Manager CLI (aka winget)](https://github.com/microsoft/winget-cli) <span class='md-tag md-tag--info'>⭐ 25901</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [muycomputer.com: WinGet 1.0, ya está aquí el administrador de paquetes para' Windows](https://www.muycomputer.com/2021/06/03/winget-1-0-paquetes-windows-10)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thomasmaurer.ch: Getting started with Windows Package Manager WinGet](https://www.thomasmaurer.ch/2021/07/getting-started-with-windows-package-manager-winget)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: This Week in Programming: Windows Opens Up to Android Developers](https://thenewstack.io/this-week-in-programming-windows-opens-up-to-android-developers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -403,6 +402,7 @@
   - [github.com/BrianCollet/onboard-automator](https://github.com/BrianCollet/onboard-automator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/nicolgit/azure-firewall-mon: az-firewall-mon](https://github.com/nicolgit/azure-firewall-mon) <span class='md-tag md-tag--info'>⭐ 89</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Private Link Reality Bites: Service Endpoints vs Private Link](https://blog.cloudtrooper.net/2025/02/17/private-link-reality-bites-service-endpoints-vs-private-link)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Products by Region Table](https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-region/table)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
 ## Agentic Engineering
 
@@ -486,8 +486,8 @@ Live Grounding: Provides stable, secure integrations allowing compliant AI model
 
 ##### Azure DevOps (1)
 
-  - [Azure DevOps Terraform Pipeline (Complete Guide + YAML Examples)](https://deniscooper.co.uk/azure-devops-terraform-pipeline) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A production-grade, step-by-step tutorial on building a fully secure and automated Terraform deployment pipeline within Azure DevOps. Provides robust, reusable YAML template definitions, including state locking configurations, plan validations, and multi-environment promotions.
   - [Automate Terraform Testing with Azure DevOps Pipelines](https://skundunotes.com/2025/01/22/automate-terraform-testing-with-azure-devops-pipelines) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Provides a complete implementation walkthrough for embedding robust automated test suites (including tftest and checkov) inside Azure DevOps pipelines. Demonstrates how to validate infrastructure compliance and dry-run infrastructure updates early in the pipeline.
+  - [Azure DevOps Terraform Pipeline (Complete Guide + YAML Examples)](https://deniscooper.co.uk/azure-devops-terraform-pipeline) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A production-grade, step-by-step tutorial on building a fully secure and automated Terraform deployment pipeline within Azure DevOps. Provides robust, reusable YAML template definitions, including state locking configurations, plan validations, and multi-environment promotions.
 #### Language Runtimes
 
 ##### Azure DevOps (2)
@@ -498,13 +498,23 @@ Live Grounding: Provides stable, secure integrations allowing compliant AI model
 #### Azure DevOps (3)
 
   - [Securing Azure DevOps When Using Private Repositories](https://www.linkedin.com/top-content/?trk=article_not_found)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Analyses secure integration patterns for private Azure DevOps environments. Offers standard reference controls for isolating source code hosting, managing external worker access, and mitigating common misconfiguration patterns across self-hosted agent pools.
-  - [Update to Azure DevOps Allowed IP Addresses](https://devblogs.microsoft.com/devops/update-to-ado-allowed-ip-addresses) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official documentation outlines the network security updates for Azure DevOps, focusing on the transitioning IP address ranges and service tags. Crucial for security engineers managing firewalls and strict ingress/egress rules to maintain uninterrupted pipeline connectivity.
   - [Dependabot Version Updates in Azure DevOps](https://www.returngis.net/2025/02/dependabot-updates-en-azure-devops) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A practical guide explaining the installation and automated orchestration of Dependabot-style dependency scanning and automated PR version updates within Azure DevOps repositories. Written in Spanish. [SPANISH CONTENT]
+  - [Update to Azure DevOps Allowed IP Addresses](https://devblogs.microsoft.com/devops/update-to-ado-allowed-ip-addresses) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official documentation outlines the network security updates for Azure DevOps, focusing on the transitioning IP address ranges and service tags. Crucial for security engineers managing firewalls and strict ingress/egress rules to maintain uninterrupted pipeline connectivity.
 ### Cloud Security
 
 #### Identity Federation
 
   - [mattias.engineer: Azure Federated Identity Credentials for GitHub](https://mattias.engineer/blog/2024/azure-federated-credentials-github) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An in-depth configuration guide explaining how to design passwordless integrations between GitHub Actions and Microsoft Azure using OpenID Connect (OIDC). Eliminates long-lived static API secrets in favor of short-lived federated credentials.
+## Public Cloud Providers
+
+### Azure Kubernetes Service AKS
+
+#### Observability and Monitoring
+
+  - **(2024)** [techcommunity.microsoft.com: Advanced Network Observability for your Azure Kubernetes Service clusters through Azure Monitor](https://techcommunity.microsoft.com/blog/azureobservabilityblog/advanced-network-observability-for-your-azure-kubernetes-service-clusters-throug/4176736) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Focuses on utilizing the Advanced Network Observability tool inside AKS. By using modern eBPF technology, it provides insights into packet loss, path drops, and end-to-end routing delays across clusters.
+#### Service Mesh
+
+  - **(2023)** [techcommunity.microsoft.com: How to install an AKS cluster with the Istio service mesh add-on via Bicep](https://techcommunity.microsoft.com/blog/fasttrackforazureblog/how-to-install-an-aks-cluster-with-the-istio-service-mesh-add-on-via-bicep/3802069) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A declarative infrastructure blueprint outlining how to install and manage the native Istio Service Mesh add-on on AKS using Bicep. Highlights lifecycle management integrations, sidecar provisioning schemes, and traffic routing policies within secure Microsoft architectures.
 ## Security
 
 ### Identity Management
@@ -517,7 +527,12 @@ Live Grounding: Provides stable, secure integrations allowing compliant AI model
 #### Network Protection
 
   - [Building a DDoS Response Plan with Azure DDoS Protection](https://techcommunity.microsoft.com/blog/azurenetworksecurityblog/building-a-ddos-response-plan/4372256) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Architecture plan to withstand high-volume distributed denial-of-service attempts. Live Grounding: Focuses heavily on cloud-native patterns like rate-limiting, load-balancer protection, and Edge integration on Azure platforms.
+### Secrets Management
+
+#### Cloud Integrations
+
+  - **(2025)** [Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)](https://techcommunity.microsoft.com/discussions/azurepartners/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Evaluates four approaches to integrate Azure Key Vault secrets within AKS environments. Weighs security architectures including Azure Workload Identity and the Secrets Store CSI driver.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/caching.md

@@ -23,15 +23,15 @@
   - [Nginx: a caching, thumbnailing, reverse proxying image server? 🌟](http://charlesleifer.com/blog/nginx-a-caching-thumbnailing-reverse-proxying-image-server-)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [highscalability.com: Building nginx and Tarantool based services 🌟](http://highscalability.com/blog/2016/2/17/building-nginx-and-tarantool-based-services.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [kothiyal-anuj.medium.com: Serverless Diary: The Ultimate Guide to **Caching' in the Cloud**](https://kothiyal-anuj.medium.com/serverless-diary-the-ultimate-guide-to-caching-in-the-cloud-249f6a06915f)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [DZone refcard: Java Caching](https://dzone.com/refcardz/java-caching)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [nixCraft: 9 Awesome Open Source Web Performance Software For Linux and Unix-like' Systems](https://www.cyberciti.biz/open-source/http-web-performance-proxy-load-balancer-accelerator-software)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Wikipedia: Web cache](https://en.wikipedia.org/wiki/Web_cache)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Wikipedia: Dynamic site acceleration](https://en.wikipedia.org/wiki/Dynamic_site_acceleration)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [nixCraft: 9 Awesome Open Source Web Performance Software For Linux and Unix-like' Systems](https://www.cyberciti.biz/open-source/http-web-performance-proxy-load-balancer-accelerator-software)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Dzone: An Introduction to Caching: How and Why We Do It 🌟](https://dzone.com/articles/introducing-amp-assimilating-caching-quick-read-fo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Caching — System Design Concept 🌟](https://medium.com/enjoy-algorithm/caching-system-design-concept-500134cff300)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Microservices Distributed Caching](https://medium.com/design-microservices-architecture-with-patterns/microservices-distributed-caching-76828817e41b)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/rtkal: Distributed Cache Design](https://medium.com/rtkal/distributed-cache-design-348cbe334df1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [surfingcomplexity.blog: Cache invalidation really is one of the hardest' problems in computer science](https://surfingcomplexity.blog/2022/11/25/cache-invalidation-really-is-one-of-the-hardest-things-in-computer-science)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [DZone refcard: Java Caching](https://dzone.com/refcardz/java-caching)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Dzone: Getting Started with Infinispan](https://dzone.com/refcardz/getting-started-infinispan)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Red Hat Data Grid Overview](https://developers.redhat.com/products/datagrid/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Red Hat Data Grid](https://www.redhat.com/en/technologies/jboss-middleware/data-grid)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -58,7 +58,7 @@
 
 #### Caching
 
-  - [Redis](https://redis.io) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The definitive open-source, in-memory data store used as a database, cache, message broker, and streaming engine. Offers unmatched low-latency read-write cycles and versatile data structures. Highly valued for real-time applications requiring low overhead.
+  - [Redis](http://redis.io) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The definitive open-source, in-memory data store used as a database, cache, message broker, and streaming engine. Offers unmatched low-latency read-write cycles and versatile data structures. Highly valued for real-time applications requiring low overhead.
 ## Networking
 
 ### Load Balancing
@@ -75,5 +75,5 @@
   - [github.com/taubyte/tau: Tau](https://github.com/taubyte/tau) <span class='md-tag md-tag--info'>⭐ 5030</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The main open-source repository for Tau. This platform handles autonomous routing, distributed database syncs, and scaling for multi-tenant edge services, running on WebAssembly.
 
 ---
-💡 **Explore Related:** [Web Servers](./web-servers.md) | [Kubernetes Networking](./kubernetes-networking.md) | [Istio](./istio.md)
+💡 **Explore Related:** [Servicemesh](./servicemesh.md) | [Istio](./istio.md) | [Networking](./networking.md)
 

v2-docs/chaos-engineering.md

@@ -67,5 +67,5 @@
   - [Chaos engineering on Amazon EKS using AWS Fault Injection Simulator](https://aws.amazon.com/blogs/devops/chaos-engineering-on-amazon-eks-using-aws-fault-injection-simulator) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Guided workflow utilizing AWS FIS (Fault Injection Simulator) to execute controlled resilience and disruption experiments against EKS node groups and containers. Demonstrates monitoring system reaction metrics and reinforcing application failover.
 
 ---
-💡 **Explore Related:** [DevOps](./devops.md) | [Project Management Methodology](./project-management-methodology.md) | [Scaffolding](./scaffolding.md)
+💡 **Explore Related:** [DevOps](./devops.md) | [Scaffolding](./scaffolding.md) | [Developerportals](./developerportals.md)
 

v2-docs/chatgpt.md

@@ -5,8 +5,8 @@
 
 ## Standard Reference
 
-  - [Tech companies cutting devs for AI](https://www.reddit.com/r/ProgrammerHumor/comments/1tbzih8/techcompaniescuttingdevsforai)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Discussion: Where is AI Still Completely Useless?](https://www.reddit.com/r/Terraform/comments/1l7my1x/where_is_ai_still_completely_useless_for)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Tech companies cutting devs for AI](https://www.reddit.com/r/ProgrammerHumor/comments/1tbzih8/techcompaniescuttingdevsforai)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/@andretost_75145: Using ChatGPT to learn Kubernetes and OpenShift](https://medium.com/@andretost_75145/using-chatgpt-to-learn-kubernetes-and-openshift-15051bc95535)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betterprogramming.pub: ChatGPT and Software Architecture](https://betterprogramming.pub/chatgpt-and-software-architecture-308b6e0cc25a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [abcabhishek.substack.com: ChatGPT for generating SQL as a Data Engineer's' assistant](https://abcabhishek.substack.com/p/chatgpt-for-generating-sql-as-a-data)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -53,13 +53,6 @@
 #### Enterprise AI
 
   - [thenewstack.io: Using ChatGPT for Questions Specific to Your Company Data](https://thenewstack.io/using-chatgpt-for-questions-specific-to-your-company-data) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Technical deep-dive on Retrieval-Augmented Generation (RAG). Outlines how to query private corporate document indexes using semantic vector databases paired with ChatGPT-style APIs securely.
-## DevOps and Automation
-
-### AI-Assisted Operations
-
-#### Infrastructure as Code (1)
-
-  - **(2023)** [ansible.com: Ansible and ChatGPT: Putting it to the test](https://www.redhat.com/en/blog/channel/open-source-communities) 🌟🌟🌟 <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--warning'>[EMERGING]</span> — Red Hat's experimental analysis testing generative AI capability against Ansible Playbook authoring constraints. Highlights current logical gaps and structural best practices for verification.
 ## Healthcare Technology
 
 ### Artificial Intelligence (1)
@@ -113,7 +106,7 @@
   - [GitHub Copilot Now Explains Failed Actions Jobs (GA)](https://github.blog/changelog/2025-01-15-copilot-users-can-ask-about-a-failed-actions-job-ga)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An official GitHub product announcement marking the General Availability of GitHub Copilot's automated pipeline diagnostics. Empowers developers to quickly resolve failing CI/CD builds by getting clear, contextual, AI-driven summaries and remediation plans.
 ## Software Engineering
 
-### AI-Assisted Operations (1)
+### AI-Assisted Operations
 
 #### Code Generation Quality
 
@@ -125,5 +118,5 @@
   - **(2025)** [**Think Python**](https://allendowney.github.io/ThinkPython) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A classic computational thinking handbook utilizing Python. Focuses on algorithmic integrity, data structure designs, object-oriented implementations, and debug execution pipelines.
 
 ---
-💡 **Explore Related:** [AI](./ai.md) | [AI Agents MCP](./ai-agents-mcp.md) | [MLOps](./mlops.md)
+💡 **Explore Related:** [AI Agents MCP](./ai-agents-mcp.md) | [AI](./ai.md) | [MLOps](./mlops.md)
 

v2-docs/cheatsheets.md

@@ -5,12 +5,12 @@
 
 ## Standard Reference
 
-  - [Kubectl Autocomplete](https://kubernetes.io/docs/reference/kubectl/quick-reference)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet](https://cloud.google.com/products)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cheat-sheets.org 🌟](http://www.cheat-sheets.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [ABZ-Aaron/CheatSheets](https://github.com/ABZ-Aaron/cheat-sheets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [supple.com.au: Google advanced search operators tips and tricks](https://supple.com.au/tools/google-advance-search-operators)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [tutorialsdojo.com: AWS Cheat Sheets 🌟](https://tutorialsdojo.com/aws-cheat-sheets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [kubernetes.io 🌟](https://kubernetes.io/docs/reference/kubectl/quick-reference)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [jimmysong.io: kubectl cheat sheet 🌟](https://jimmysong.io/zh/book/kubernetes-handbook)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github: K8s in 30 mins 🌟](https://github.com/rosehgal/k8s-In-30Mins) <span class='md-tag md-tag--info'>⭐ 211</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [computingforgeeks.com: Kubectl Cheat Sheet for Kubernetes Admins & CKA Exam Prep](https://computingforgeeks.com/kubectl-cheat-sheet-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -40,10 +40,7 @@
   - [developer.mongodb.com: MongoDB Cheat Sheet](https://www.mongodb.com/docs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hackingcpp.com: C++ Cheat Sheets](https://hackingcpp.com/cpp/cheat_sheets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [lambdatest.com: The Ultimate Selenium Python Cheat Sheet for Test Automation](https://www.testmuai.com/blog/selenium-python-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [cyberciti.biz: Linux ip Command Examples](https://www.cyberciti.biz/faq/linux-ip-command-examples-usage-syntax)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [simplecheatsheet.com/tag/golang-cheat-sheet](https://simplecheatsheet.com/tag/golang-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [dzone.com: refcard - getting started with git](https://dzone.com/refcardz/getting-started-git)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [dzone refcard: Getting Started With OpenShift 🌟](https://dzone.com/refcardz/getting-started-with-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [docs.aws.amazon.com: Actions, resources, and condition keys for AWS services' 🌟🌟🌟](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [wizardzines.com 🌟](https://wizardzines.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cheatography.com](https://cheatography.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [LeCoupa/awesome-cheatsheets](https://github.com/LeCoupa/awesome-cheatsheets) <span class='md-tag md-tag--info'>⭐ 45898</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
@@ -67,7 +64,6 @@
   - [opensource.com: Watch command cheat sheet](https://opensource.com/downloads/watch-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [intellipaat.com: AWS Cheat Sheet 🌟](https://intellipaat.com/blog/tutorial/amazon-web-services-aws-tutorial/aws-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [igoroseledko.com: AWS CLI Cheat Sheet](https://www.igoroseledko.com/aws-cli-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [docs.aws.amazon.com: Actions, resources, and condition keys for AWS services' 🌟🌟🌟](https://docs.aws.amazon.com/service-authorization/latest/reference/reference_policies_actions-resources-contextkeys.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [awsgeek.com/Amazon-S3](http://www.awsgeek.com/Amazon-S3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [The Google Cloud Developer's Cheat Sheet 🌟](https://github.com/priyankavergadia/google-cloud-4-words) <span class='md-tag md-tag--info'>⭐ 8221</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [cloud-architect.fr: AZ-CheatSheet: Become an expert in Azure Landing Zones](https://www.cloud-architect.fr/2022/01/19/az-cheatsheet-become-an-expert-in-azure-landing-zones)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -137,6 +133,7 @@
   - [The awesome git cheat sheet](https://the-awesome-git-cheat-sheet.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Git cheat sheet](https://developers.redhat.com/cheat-sheetsgit)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [education.github.com: Git cheat sheet 🌟](https://education.github.com/git-cheat-sheet-education.pdf)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [dzone.com: refcard - getting started with git](https://dzone.com/refcardz/getting-started-git)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [git-tower.com: Git cheat sheet](https://www.git-tower.com/blog/git-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [rogerdudler.github.io: git - the simple guide 🌟](https://rogerdudler.github.io/git-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [rogerdudler.github.io: git cheat sheet pdf](https://rogerdudler.github.io/git-guide/files/git_cheat_sheet.pdf)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -173,6 +170,7 @@
   - [opensource.com: Linux Parted cheat sheet](https://opensource.com/downloads/parted-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: GNU Screen cheat sheet](https://opensource.com/downloads/gnu-screen-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [catonmat.net: GNU Coreutils Cheat Sheet](https://catonmat.net/gnu-coreutils-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [cyberciti.biz: Linux ip Command Examples](https://www.cyberciti.biz/faq/linux-ip-command-examples-usage-syntax)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [stationx.net: Hacking Tools Cheat Sheet](https://www.stationx.net/hacking-tools-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [ssh cheat sheet](https://cheatsheet.dennyzhang.com/cheatsheet-ssh-a4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: Learn advanced SSH commands with this cheat sheet](https://opensource.com/article/18/4/learn-advanced-ssh-commands-new-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -183,6 +181,7 @@
   - [github.com: openshift cheat sheet 3](https://github.com/mhausenblas/openshift-cheat-sheet) <span class='md-tag md-tag--info'>⭐ 6</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [monodot.co.uk: openshift cheat sheet 4](https://monodot.co.uk/openshift-cheatsheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [openshift.tips](https://openshift.tips)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [dzone refcard: Getting Started With OpenShift 🌟](https://dzone.com/refcardz/getting-started-with-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cookbook.openshift.org 🌟](https://cookbook.openshift.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cookbook.openshift.org: How do I import an image from an external image' registry? 🌟](https://cookbook.openshift.org/image-registry-and-image-streams/how-do-i-import-an-image-from-an-external-image.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Debezium on OpenShift Cheat Sheet](https://developers.redhat.com/cheat-sheets/debezium-openshift-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -238,6 +237,7 @@
   - [websitesetup.org: Python Cheat Sheet](https://websitesetup.org/python-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [python.plainenglish.io: The Ultimate Python Cheat Sheet | Muhammad Umair](https://python.plainenglish.io/ultimate-python-cheat-sheet-f2930e08669c)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/ekramasif: Basic Machine Learning - Python Cheatsheet](https://github.com/ekramasif/Basic-Machine-Learning/blob/main/Extraa/PythonCheatSheet.ipynb) <span class='md-tag md-tag--info'>⭐ 80</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [simplecheatsheet.com/tag/golang-cheat-sheet](https://simplecheatsheet.com/tag/golang-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Node.js Cheat Sheet](https://developers.redhat.com/cheat-sheets/nodejs-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: Selenium Cheat Sheet](https://dev.to/razgandeanu/selenium-cheat-sheet-9lc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [intellipaat.com: Selenium Cheat Sheet](https://intellipaat.com/blog/tutorial/selenium-tutorial/selenium-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -257,6 +257,13 @@
   - **(2024)** [**guides.github.com: Markdown Cheat Sheet 2**](https://docs.github.com/en) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The authoritative documentation portal for GitHub, offering deep-dives into GitHub Flavored Markdown (GFM) and integration patterns. It outlines security implications, task lists, and interactive rendering rules. Double-Evidence: While a generic entry point, live grounding confirms this repository of guides is the primary reference for understanding platform-specific rendering behaviors on the GitHub UI.
   - [markdownguide.org](https://www.markdownguide.org)  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An exhaustive reference guide covering the syntax, best practices, and extended features of the Markdown markup language. It provides clear examples of basic syntax, extended elements, and compatibility matrices across parsers. Double-Evidence: This guide serves as the authoritative standard for syntax validation, and live grounding shows it is widely integrated into onboarding resources for junior developers and technical writers globally.
   - [Markdown Cheat Sheet 4](https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet) <span class='md-tag md-tag--info'>⭐ 60200</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — One of the most referenced cheat sheets on GitHub for fast, offline-compatible Markdown syntax lookups. Includes rendering comparisons for basic elements, blockquotes, code blocks, and inline HTML. Double-Evidence: Despite its age, live grounding confirms its massive utility and continued reference value in developer wikis, representing a classic standard for text formatting.
+## Cloud Infrastructure
+
+### Orchestration
+
+#### Managed Kubernetes
+
+  - **(2022)** [**learnk8s.io/research:  Comparison of Kubernetes managed services 🌟**](https://learnkube.com/research) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Comprehensive comparison matrix evaluating key metrics of major managed Kubernetes engines, mapping out scalability limits, upgrade strategies, and CNI setups.
 ## Developer Reference
 
 ### Syntax Cheat Sheets
@@ -271,6 +278,13 @@
 #### CLI
 
   - [Quiz Grader](https://github.com/ned1313/quiz-grader)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A lightweight utility engineered to automate the grading and feedback of quizzes and programming assignments. It processes markdown-based inputs to generate structured performance assessments. Grounding highlights its utility in small-scale educational pipelines or self-assessment exercises.
+## Operating Systems
+
+### Linux Utilities
+
+#### CLI Curation
+
+  - **(2025)** [**CommandLineFu 🌟**](https://www.commandlinefu.com/commands/browse) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An immense, user-voted platform for sharing and assessing terminal tricks. Perfect for tracking down highly specific, multi-tool regex constructs or one-liners.
 ## Programming Languages
 
 ### Go
@@ -303,5 +317,5 @@
   - [atlassian.com: Git cheat sheet](https://www.atlassian.com/git/tutorials/atlassian-git-cheatsheet)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A comprehensive and beautifully formatted PDF and web-based Git command reference guide from Atlassian. Covers essential command categories including repository creation, local staging, history review, branch management, and remote synchronization.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Git](./git.md) | [Linux](./linux.md)
+💡 **Explore Related:** [Kubernetes](./kubernetes.md) | [Demos](./demos.md) | [Matrix Table](./matrix-table.md)
 

v2-docs/chef.md

@@ -10,5 +10,5 @@
 
 
 ---
-💡 **Explore Related:** [Kubernetes Security](./kubernetes-security.md) | [Devsecops](./devsecops.md) | [Kustomize](./kustomize.md)
+💡 **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Securityascode](./securityascode.md)
 

v2-docs/cicd-kubernetes-plugins.md

@@ -27,5 +27,5 @@
   - [openshift-client](https://plugins.jenkins.io/openshift-client) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Exposes OpenShift's command-line tool definitions directly inside Jenkins jobs, enabling custom script actions to command remote clusters safely.
 
 ---
-💡 **Explore Related:** [Registries](./registries.md) | [Jenkins](./jenkins.md) | [CI/CD](./cicd.md)
+💡 **Explore Related:** [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md) | [CI/CD](./cicd.md)
 

v2-docs/cicd.md

@@ -5,7 +5,7 @@
 
 ## Standard Reference
 
-  - [Automating Kubernetes Deployments with Helm Charts](https://blog.devops.dev/automating-kubernetes-deployments-with-helm-charts-baaec0e6fbc5)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Landing Zone IaC Accelerator](https://azure.github.io/Azure-Landing-Zones/accelerator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Wikipedia.org: DevOps](https://en.wikipedia.org/wiki/DevOps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Wikipedia.org: Continuous Integration](https://en.wikipedia.org/wiki/Continuous_integration)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -31,13 +31,13 @@
   - [guru99.com: CI/CD Pipeline: Learn with Example 🌟🌟🌟](https://www.guru99.com/ci-cd-pipeline.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone.com: How To Build an Effective CI/CD Pipeline](https://dzone.com/articles/how-to-build-an-effective-cicd-pipeline)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hart-michael.medium.com: Why You Need Continuous Deployment](https://hart-michael.medium.com/why-you-need-continuous-deployment-93d7b5936523)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Automating Kubernetes Deployments with Helm Charts](https://blog.devops.dev/automating-kubernetes-deployments-with-helm-charts-baaec0e6fbc5)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone.com: An Overview of CI/CD Pipelines With Kubernetes](https://dzone.com/articles/an-overview-of-cicd-pipelines-with-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betanews.com: Overcoming observability challenges in the CI/CD Pipeline](https://betanews.com/2022/01/26/overcoming-observability-challenges)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Continuous Kubernetes blue-green deployments on Azure using Nginx,' AppGateway or TrafficManager — part 2](https://medium.com/@denniszielke/continuous-kubernetes-blue-green-deployments-on-azure-using-nginx-appgateway-or-trafficmanager-4490bce29cb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [gitconnected.com: Blue-Green with Canary Deployment — A Novel approach](https://levelup.gitconnected.com/blue-green-with-canary-deployment-a-novel-approach-2cee77ff564d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cd.foundation: Intro to Deployment Strategies: Blue-Green, Canary, and More' 🌟](https://cd.foundation/blog/2021/03/24/intro-to-deployment-strategies-blue-green-canary-and-more)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [devopslearners.com: Blue-Green vs Canary Deployment](https://devopslearners.com/blue-green-vs-canary-deployment-76436d7f6bc1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Landing Zone IaC Accelerator](https://azure.github.io/Azure-Landing-Zones/accelerator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [mediatemple.net: Cloud-Native CI/CD Workflows in AWS: 3 Use Cases](https://mediatemple.net/blog/cloud-hosting/cicd-workflows-aws-3-use-cases)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Terraform Enterprise 2.0](https://t.co/UmacHpStqI)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [FossFLOW](https://github.com/stan-smith/FossFLOW)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -108,6 +108,7 @@
 
 #### Theory
 
+  - **(2024)** [**harness.io: Progressive Delivery: Everything You Need to Know**](https://www.harness.io/blog) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A masterclass resource explaining the evolutionary shift from standard continuous delivery to progressive delivery. Explains integration of automated canary releases with advanced deployment patterns, metrics monitoring, and developer self-service.
   - **(2024)** [**split.io: Progressive Delivery**](https://www.harness.io/harness-devops-academy/progressive-delivery?utm_campaign=fme&utm_source=split_io&utm_medium=redirect&utm_content=individual) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A comprehensive guide hosted by Harness (following Split.io's integration) that breaks down the mechanics of Progressive Delivery, combining canary deployments, feature flags, and automated rollbacks. Outlines how to mitigate blast radius and leverage real-time observability.
 ## Infrastructure
 
@@ -132,9 +133,9 @@
 
 #### Agentic Engineering
 
+  - [Kiro: Engineering Rigor for Agentic Development](https://kiro.dev) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An emerging framework focused on enforcing software engineering rigor, test-driven validation, and deterministic guardrails within AI Agent-driven code generation and execution loops. Provides platform architectures for managing safe agent-based deployments.
   - [Draw.io MCP for Diagram Generation: Why It’s Worth Using](https://thomasthornton.cloud/draw-io-mcp-for-diagram-generation-why-its-worth-using)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An illustrative guide showing how the Draw.io Model Context Protocol (MCP) server allows AI assistants to programmatically generate and edit architecture diagrams. Bridges the gap between conversational design instructions and technical diagrams.
   - [Azure DevOps MCP Server Public Preview](https://devblogs.microsoft.com/devops/azure-devops-mcp-server-public-preview)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — The official public announcement details the release and capabilities of the Azure DevOps MCP server. Highlights the architectural integration of Large Language Models directly into enterprise ADO workflows for automated engineering management.
-  - [Kiro: Engineering Rigor for Agentic Development](https://kiro.dev) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An emerging framework focused on enforcing software engineering rigor, test-driven validation, and deterministic guardrails within AI Agent-driven code generation and execution loops. Provides platform architectures for managing safe agent-based deployments.
   - [Azure DevOps MCP Server](https://github.com/microsoft/azure-devops-mcp) <span class='md-tag md-tag--info'>⭐ 1718</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An official Microsoft MCP server repository enabling AI Agents (like Claude or GitHub Copilot) to interact seamlessly with Azure DevOps. Allows agents to manage work items, query repositories, inspect pipeline logs, and orchestrate PR reviews dynamically.
   - [Terraform & OpenTofu Skill for AI Agents](https://github.com/antonbabenko/terraform-skill) <span class='md-tag md-tag--info'>⭐ 1881</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An experimental, open-source repository establishing unified Model Context Protocol (MCP) skills or AI tools for Terraform and OpenTofu. Empowers AI agents to dynamically generate, parse, validate, and execute infrastructure-as-code definitions with semantic awareness.
 #### Coding Assistants
@@ -175,8 +176,8 @@
 
 ##### Azure DevOps (1)
 
-  - [Azure DevOps Terraform Pipeline (Complete Guide + YAML Examples)](https://deniscooper.co.uk/azure-devops-terraform-pipeline) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A production-grade, step-by-step tutorial on building a fully secure and automated Terraform deployment pipeline within Azure DevOps. Provides robust, reusable YAML template definitions, including state locking configurations, plan validations, and multi-environment promotions.
   - [Automate Terraform Testing with Azure DevOps Pipelines](https://skundunotes.com/2025/01/22/automate-terraform-testing-with-azure-devops-pipelines) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Provides a complete implementation walkthrough for embedding robust automated test suites (including tftest and checkov) inside Azure DevOps pipelines. Demonstrates how to validate infrastructure compliance and dry-run infrastructure updates early in the pipeline.
+  - [Azure DevOps Terraform Pipeline (Complete Guide + YAML Examples)](https://deniscooper.co.uk/azure-devops-terraform-pipeline) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A production-grade, step-by-step tutorial on building a fully secure and automated Terraform deployment pipeline within Azure DevOps. Provides robust, reusable YAML template definitions, including state locking configurations, plan validations, and multi-environment promotions.
 ##### GitHub Actions (1)
 
   - [Terraform Module Releaser GitHub Action](https://github.com/techpivot/terraform-module-releaser) <span class='md-tag md-tag--info'>⭐ 221</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A specialized GitHub Action designed to automate the release process, version tagging, and registry publication of Terraform modules. Resolves development overhead by automatically generating release logs and enforcing Semantic Versioning.
@@ -196,8 +197,8 @@
 #### Azure DevOps (3)
 
   - [Securing Azure DevOps When Using Private Repositories](https://www.linkedin.com/top-content/?trk=article_not_found)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Analyses secure integration patterns for private Azure DevOps environments. Offers standard reference controls for isolating source code hosting, managing external worker access, and mitigating common misconfiguration patterns across self-hosted agent pools.
-  - [Update to Azure DevOps Allowed IP Addresses](https://devblogs.microsoft.com/devops/update-to-ado-allowed-ip-addresses) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official documentation outlines the network security updates for Azure DevOps, focusing on the transitioning IP address ranges and service tags. Crucial for security engineers managing firewalls and strict ingress/egress rules to maintain uninterrupted pipeline connectivity.
   - [Dependabot Version Updates in Azure DevOps](https://www.returngis.net/2025/02/dependabot-updates-en-azure-devops) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A practical guide explaining the installation and automated orchestration of Dependabot-style dependency scanning and automated PR version updates within Azure DevOps repositories. Written in Spanish. [SPANISH CONTENT]
+  - [Update to Azure DevOps Allowed IP Addresses](https://devblogs.microsoft.com/devops/update-to-ado-allowed-ip-addresses) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Official documentation outlines the network security updates for Azure DevOps, focusing on the transitioning IP address ranges and service tags. Crucial for security engineers managing firewalls and strict ingress/egress rules to maintain uninterrupted pipeline connectivity.
 #### Cloud Identity
 
   - [Avoiding Mistakes with AWS OIDC Integration Conditions](https://www.wiz.io/blog/avoiding-mistakes-with-aws-oidc-integration-conditions) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An in-depth security analysis detailing how to configure AWS OpenID Connect (OIDC) trust relationships correctly in GitHub Actions and other CI providers. Highlights major vulnerabilities arising from missing subject (sub) or audience (aud) validation and shows how to restrict access patterns safely.
@@ -243,14 +244,14 @@
 
 ##### AWS (1)
 
-  - [Cloud Posse runs-on: GitHub Actions Self-Hosted Runners](https://docs.cloudposse.com/components/library/aws/runs-on) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A robust, production-tested Terraform component for deploying and autoscaling self-hosted GitHub Actions runners inside AWS. Integrates with AWS ECS, EKS, or EC2 to provide secure, ephemeral, and cost-effective pipeline execution environments.
   - [RunsOn: Self-hosted GitHub Actions Runners in AWS](https://runs-on.com) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A commercial-grade, highly efficient solution for hosting ephemeral, auto-scaled GitHub Actions runners directly on your AWS account. Delivers a significant reduction in GitHub Actions spend (up to 10x) using cheap EC2 spot instances, fast cache persistence, and seamless setup.
+  - [Cloud Posse runs-on: GitHub Actions Self-Hosted Runners](https://docs.cloudposse.com/components/library/aws/runs-on) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A robust, production-tested Terraform component for deploying and autoscaling self-hosted GitHub Actions runners inside AWS. Integrates with AWS ECS, EKS, or EC2 to provide secure, ephemeral, and cost-effective pipeline execution environments.
 ### Kubernetes Management
 
 #### PaaS Solutions
 
-  - [Canine: A Developer-friendly PaaS for Kubernetes](https://canine.sh)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An ultra-lightweight, developer-friendly Platform-as-a-Service (PaaS) built on top of Kubernetes. Focuses on minimizing the friction of infrastructure management by automating container packaging, ingress configuration, and SSL provisioning for rapid app deployments.
   - [Devtron Labs: Devtron provides a 'seamless,’ 'implementation agnostic' uniform interface' across Kubernetes Life Cycle integrated with most Opensource and commercial tools](https://devtron.ai) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An open-source, enterprise-grade Kubernetes dashboard and application management suite designed to abstract Kubernetes complexity. Combines CI/CD capabilities, security auditing, multi-cluster GitOps orchestration, and centralized logs into a unified, highly intuitive control plane.
+  - [Canine: A Developer-friendly PaaS for Kubernetes](https://canine.sh)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An ultra-lightweight, developer-friendly Platform-as-a-Service (PaaS) built on top of Kubernetes. Focuses on minimizing the friction of infrastructure management by automating container packaging, ingress configuration, and SSL provisioning for rapid app deployments.
 ### Kubernetes Native CI-CD (1)
 
 #### Best Practices
@@ -364,5 +365,5 @@
   - [The 12-Factor App: An Updated Guide](https://newsletter.francofernando.com/p/the-12-factor-app-an-updated-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An updated architectural deep-dive into the Twelve-Factor App methodology. Reviews the classic software principles (like database separations, environment configs, and scaling processes) in modern Kubernetes environments.
 
 ---
-💡 **Explore Related:** [Registries](./registries.md) | [Jenkins](./jenkins.md) | [Gitops](./gitops.md)
+💡 **Explore Related:** [Jenkins Alternatives](./jenkins-alternatives.md) | [Gitops](./gitops.md) | [Jenkins](./jenkins.md)
 

v2-docs/cloud-arch-diagrams.md

@@ -5,6 +5,7 @@
 
 ## Standard Reference
 
+  - [Enterprise Web App Patterns - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [diagrams.net](https://www.drawio.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [acloudguru.com: The top cloud diagramming tools, ranked](https://www.pluralsight.com/resources/blog/cloud/the-top-cloud-diagramming-tools-ranked)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat.com: 6 architectural diagramming tools for cloud infrastructure](https://www.redhat.com/en/blog/diagramming-tools-cloud-infrastructure)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -12,15 +13,18 @@
   - [redhat.com: Design professional enterprise architecture diagrams with this open source tool (diagrams.net)](https://www.redhat.com/en/blog/design-enterprise-architecture-diagrams)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure Architecture Icons](https://learn.microsoft.com/en-us/azure/architecture/icons)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/kubernetes: Kubernetes Icons Set](https://github.com/kubernetes/community/tree/main/icons) <span class='md-tag md-tag--info'>⭐ 12866</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [Enterprise Web App Patterns - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloudcraft.co](https://www.cloudcraft.co)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [diagrams.net: Use Cloudcraft to export your AWS architecture to a .drawio diagram](https://www.drawio.com/blog/drawio-aws-cloudcraft)
   - [draw.io](https://app.diagrams.net)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [CloudMapper (OSS)](https://duo.com/blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Lucidchart](https://www.lucidchart.com/pages)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [==Lucidscale: Import your architecture==](https://lucid.co/lucidscale) Lucidscale is the cloud visualization solution that helps organizations see and understand their cloud environment.
   - [Lucidchart](https://lucid.co/marketplace/91074b9b/aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [What is the best way to generate a visual diagram of the AWS environment which includes VPC, VPN, EC2, and AMIs?](https://www.pluralsight.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Architecture Best Practices for Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-kubernetes-service)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Landing Zone Technical Documentation](https://azure.github.io/Azure-Landing-Zones)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure Landing Zone - Microsoft Cloud Adoption Framework](https://learn.microsoft.com/nb-no/azure/cloud-adoption-framework/ready/landing-zone)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Hub-Spoke Network Topology in Azure - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/networking/architecture/hub-spoke)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot](https://github.com/Azure/AZVerify) <span class='md-tag md-tag--info'>⭐ 94</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [CloudCanvas - Diagramming for Cloud Infrastructure](https://cloudcanvas.co)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [cloudogu/k8s-diagrams](https://github.com/cloudogu/k8s-diagrams) <span class='md-tag md-tag--info'>⭐ 339</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betterprogramming.pub: Solutions Architect Tips — The 5 Types of Architecture' Diagrams](https://betterprogramming.pub/solutions-architect-tips-the-5-types-of-architecture-diagrams-eb0c11996f9e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [alibabacloud.com: How to Create an Effective Technical Architectural Diagram?](https://www.alibabacloud.com/blog/how-to-create-an-effective-technical-architectural-diagram_596100)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learningdaily.dev: Software architecture diagramming and patterns](https://learningdaily.dev/software-architecture-diagramming-and-patterns-7d38999e7a12)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -36,15 +40,11 @@
   - [github.com/dcasati/kubernetes-PlantUML](https://github.com/dcasati/kubernetes-PlantUML) <span class='md-tag md-tag--info'>⭐ 281</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [excalidraw.com](https://excalidraw.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [diagrams.mingrammer.com: Diagram as Code](https://diagrams.mingrammer.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [cloudogu/k8s-diagrams](https://github.com/cloudogu/k8s-diagrams) <span class='md-tag md-tag--info'>⭐ 339</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Architecture Icons](https://aws.amazon.com/architecture/icons)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Google Cloud Architecture Icons](https://cloud.google.com/icons)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aquasecurity/cloudsec-icons](https://github.com/aquasecurity/cloudsec-icons)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [AZVerify: Bridging Azure Resources, Bicep Templates, and Diagrams with GitHub' Copilot](https://github.com/Azure/AZVerify) <span class='md-tag md-tag--info'>⭐ 94</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Azure Products by Region Table](https://azure.microsoft.com/en-us/explore/global-infrastructure/products-by-region/table)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Hub-Spoke Network Topology in Azure - Azure Architecture Center](https://learn.microsoft.com/en-us/azure/architecture/networking/architecture/hub-spoke)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Landing Zone Technical Documentation](https://azure.github.io/Azure-Landing-Zones)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure Landing Zone - Microsoft Cloud Adoption Framework](https://learn.microsoft.com/nb-no/azure/cloud-adoption-framework/ready/landing-zone)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Architecture Best Practices for Azure Kubernetes Service (AKS)](https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-kubernetes-service)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hava.io](https://www.hava.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infviz.io](https://infviz.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [AWS Account Cloud9 Visualizer](https://github.com/wongcyrus/aws-account-cloud9-visualizer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -63,5 +63,5 @@
   - [Draw.io MCP for Diagram Generation: Why It’s Worth Using](https://thomasthornton.cloud/draw-io-mcp-for-diagram-generation-why-its-worth-using)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An illustrative guide showing how the Draw.io Model Context Protocol (MCP) server allows AI assistants to programmatically generate and edit architecture diagrams. Bridges the gap between conversational design instructions and technical diagrams.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Git](./git.md)
+💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
 

v2-docs/cloud-asset-inventory.md

@@ -44,8 +44,8 @@
 
 #### Infrastructure-as-Code
 
-  - [cloudquery.io: Cloud Query: The open-source cloud asset inventory powered' by SQL](https://www.cloudquery.io)  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An open-source cloud asset inventory tool that transforms infrastructure metadata into queryable SQL databases. By decoupling extraction (APIs) from storage (PostgreSQL, ClickHouse), it enables security and platform teams to perform advanced compliance auditing, cost optimization, and drift detection.
   - [steampipe 🌟](https://steampipe.io)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A zero-dependency CLI tool that allows querying of APIs and cloud infrastructure (AWS, Azure, GitHub, etc.) dynamically using Postgres-compatible SQL. It simplifies cloud infrastructure compliance, security audits, and resource inspection by exposing multi-platform APIs as regular database tables.
+  - [cloudquery.io: Cloud Query: The open-source cloud asset inventory powered' by SQL](https://www.cloudquery.io)  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — An open-source cloud asset inventory tool that transforms infrastructure metadata into queryable SQL databases. By decoupling extraction (APIs) from storage (PostgreSQL, ClickHouse), it enables security and platform teams to perform advanced compliance auditing, cost optimization, and drift detection.
 #### Observability
 
   - **(2023)** [cloudquery.io: Building an Open-Source Cloud Asset Inventory with CloudQuery and Grafana](https://www.cloudquery.io/learning-center/cloud-asset-management)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A hands-on deployment guide detailing how to build a unified cloud-native asset inventory. It guides architects through configuring CloudQuery pipelines to extract multi-cloud metadata and visualize security posture and infrastructure footprint dynamically via Grafana dashboards.
@@ -58,5 +58,5 @@
   - [ServerlessHorrors: A Web Compiling Nightmares in the Serverless World](https://revistacloud.com/serverlesshorrors-la-web-que-recoge-las-peores-pesadillas-del-mundo-serverless) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Un compendio técnico sobre los errores más comunes y costosos en el diseño de arquitecturas serverless. Ofrece un análisis crítico de fallos reales de concurrencia, inicios en frío ("cold starts"), costos fuera de control e integración de servicios, sirviendo como guía de advertencia para diseñadores de sistemas distribuidos. [SPANISH CONTENT]
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Git](./git.md)
+💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
 

v2-docs/cloudflare.md

@@ -15,5 +15,5 @@
 
 
 ---
-💡 **Explore Related:** [Caching](./caching.md) | [Web Servers](./web-servers.md) | [Kubernetes Networking](./kubernetes-networking.md)
+💡 **Explore Related:** [Servicemesh](./servicemesh.md) | [Istio](./istio.md) | [Networking](./networking.md)
 

v2-docs/container-managers.md

@@ -31,22 +31,21 @@
   - [Red Hat Ecosystem Catalog](https://catalog.redhat.com/en/software/containers/explore)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [How to use the --privileged flag with container engines](https://www.redhat.com/en/blog/privileged-flag-container-engines)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Promoting container images between registries with skopeo](https://www.redhat.com/en/blog/promoting-container-images-between-registries-with-skopeo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [What is Podman and How Does it Compare to Docker?](https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [cri-o.io](https://cri-o.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [developers.redhat.com: Podman and Buildah for Docker users 🌟](https://developers.redhat.com/blog/2019/02/21/podman-and-buildah-for-docker-users)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Skopeo](https://github.com/containers/skopeo) <span class='md-tag md-tag--info'>⭐ 10891</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [A Practical Introduction to Container Terminology](https://developers.redhat.com/blog/2018/02/22/container-terminology-practical-introduction)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.alexellis.io: Building containers without Docker 🌟](https://blog.alexellis.io/building-containers-without-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [runc](https://github.com/opencontainers/runc) <span class='md-tag md-tag--info'>⭐ 13237</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [crun](https://github.com/containers/crun) <span class='md-tag md-tag--info'>⭐ 3933</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [Conmon](https://github.com/containers/conmon) <span class='md-tag md-tag--info'>⭐ 479</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) <span class='md-tag md-tag--info'>⭐ 20746</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
+  - [What is Podman and How Does it Compare to Docker?](https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Kubernetes.io: Container runtimes](https://kubernetes.io/docs/setup/production-environment/container-runtimes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Docker](https://www.docker.com/products/container-runtime)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [containerd.io](https://containerd.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [cri-o.io](https://cri-o.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Podman.io](https://podman.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Intro to Podman](https://developers.redhat.com/blog/2018/08/29/intro-to-podman)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat.com: Be careful when pulling images by short name](https://www.redhat.com/en/blog/be-careful-when-pulling-images-short-name)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [developers.redhat.com: Podman and Buildah for Docker users 🌟](https://developers.redhat.com/blog/2019/02/21/podman-and-buildah-for-docker-users)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [podmain.io: Announcing Podman v2](https://podman.io/blogs/2020/06/29/podman-v2-announce.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: Getting started with Podman](https://www.youtube.com/watch?v=Za36qHbrf3g)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Rootless containers with Podman: The basics](https://developers.redhat.com/blog/2020/09/25/rootless-containers-with-podman-the-basics)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -90,6 +89,7 @@
   - [github.com/containers/buildah](https://github.com/containers/buildah) <span class='md-tag md-tag--info'>⭐ 8795</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [developers.redhat.com: Getting started with Buildah](https://developers.redhat.com/blog/2021/01/11/getting-started-with-buildah)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: How to live without Docker for developers - Part 1 | Migration' from Docker to Buildah and Podman](https://www.youtube.com/watch?app=desktop&v=Fl0iLoAMdzc&ab_channel=AndrewMalkov)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Skopeo](https://github.com/containers/skopeo) <span class='md-tag md-tag--info'>⭐ 10891</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
 
 ## DevSecOps
 
@@ -114,5 +114,5 @@
   - [bul: Interactive TUI for Exploring Kubernetes Container Logs](https://github.com/ynqa/bul) <span class='md-tag md-tag--info'>⭐ 16</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An interactive Terminal User Interface (TUI) written in Go for streaming and searching Kubernetes container logs. Grounding suggests that development has stalled (inactive for over 4 years), so while technically functional for local dev, tools like Stern or K9s are preferred in enterprise environments.
 
 ---
-💡 **Explore Related:** [Kubernetes Monitoring](./kubernetes-monitoring.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md) | [Kubernetes Storage](./kubernetes-storage.md)
+💡 **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Docker](./docker.md) | [Serverless](./serverless.md)
 

v2-docs/crossplane.md

@@ -57,5 +57,5 @@
   - **(2023)** [codefresh.io: Using GitOps for Infrastructure and Applications With Crossplane and Argo CD](https://octopus.com/devops/gitops) <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — This architectural study outlines the synchronization of infrastructure and application deployments using GitOps principles, examining the strategic union of Crossplane and continuous deployment tools.
 
 ---
-💡 **Explore Related:** [Kubernetes Security](./kubernetes-security.md) | [Devsecops](./devsecops.md) | [Kustomize](./kustomize.md)
+💡 **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Securityascode](./securityascode.md)
 

v2-docs/crunchydata.md

@@ -5,8 +5,6 @@
 
 ## Standard Reference
 
-  - [blog.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [blog.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [crunchydata blog: Deploying Active-Active PostgreSQL on Kubernetes](https://www.crunchydata.com/blog/active-active-on-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [crunchydata blog: What's New in Crunchy PostgreSQL Operator 4.0](https://www.crunchydata.com/blog/crunchy-postgres-kubernetes-operator-4.0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Monitoring PostgreSQL clusters in kubernetes](https://www.crunchydata.com/blog/monitoring-postgresql-clusters-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -17,12 +15,14 @@
   - [info.crunchydata.com: Crunchy PostgreSQL for Kubernetes 4.3 Released](https://www.crunchydata.com/news/crunchy-postgresql-for-kuberenetes-4.3)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Deploy pgAdmin4 with PostgreSQL on Kubernetes](https://www.crunchydata.com/blog/deploy-pgadmin4-with-postgresql-on-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Multi-Kubernetes Cluster PostgreSQL Deployments](https://www.crunchydata.com/blog/multi-kubernetes-cluster-postgresql-deployments)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Fast CSV and JSON Ingestion in PostgreSQL with COPY](https://www.crunchydata.com/blog/fast-csv-and-json-ingestion-in-postgresql-with-copy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Composite Primary Keys, PostgreSQL and Django](https://www.crunchydata.com/blog/composite-primary-keys-postgresql-and-django)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Getting Started with PostgreSQL Operator 4.3 in OpenShift](https://www.crunchydata.com/blog/getting-started-with-postgresql-operator-4.3-in-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Introducing the Postgres Prometheus Adapter](https://www.crunchydata.com/blog/using-postgres-to-back-prometheus-for-your-postgresql-monitoring-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Setup ora2pg for Oracle to Postgres Migration](https://www.crunchydata.com/blog/setup-ora2pg-for-oracle-to-postgres-migration)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: pgBackRest - Performing Backups on a Standby Cluster](https://www.crunchydata.com/blog/pgbackrest-performing-backups-on-a-standby-cluster)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [info.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: PostgreSQL Monitoring for Application Developers: The DBA Fundamentals](https://www.crunchydata.com/blog/postgresql-monitoring-for-application-developers-dba-stats)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Tuning Your Postgres Database for High Write Loads](https://www.crunchydata.com/blog/tuning-your-postgres-database-for-high-write-loads)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [info.crunchydata.com: Using the PostgreSQL Operator with Rook Ceph Storage](https://www.crunchydata.com/blog/crunchy-postgresql-operator-with-rook-ceph-storage)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -70,10 +70,17 @@
   - [ref1](https://access.crunchydata.com/documentation/postgres-operator/latest/operatorcli/pgo-overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [crunchy-pgadmin4](https://access.crunchydata.com/documentation/crunchy-postgres-containers/4.3.0/container-specifications/crunchy-pgadmin4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [pgAdmin 4](https://access.crunchydata.com/documentation/crunchy-postgres-containers/4.3.0/examples/administration/pgadmin4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [ref3](https://dzone.com/articles/understanding-openshift-security-context-constrain)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Kubernetes.io: Operator pattern](https://kubernetes.io/docs/concepts/extend-kubernetes/operator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [ref3](https://dzone.com/articles/understanding-openshift-security-context-constrain)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
+## Data Architecture
+
+### Databases
+
+#### PostgreSQL
+
+  - **(2025)** [learn.crunchydata.com](https://www.crunchydata.com/developers/tutorials) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An interactive database training portal detailing progressive PostgreSQL configuration, clustering, and troubleshooting. Crucial for architects planning highly available, stateful cloud-native storage engines.
 
 ---
-💡 **Explore Related:** [Yaml](./yaml.md) | [Message Queue](./message-queue.md) | [Databases](./databases.md)
+💡 **Explore Related:** [Databases](./databases.md) | [Message Queue](./message-queue.md) | [NoSQL](./nosql.md)
 

v2-docs/customer.md

@@ -10,14 +10,13 @@
     - W. Edward Deming fue un ingeniero y consultor estadounidense reconocido como el padre de la gestión de la calidad total en la fabricación de automóviles. Se le considera uno de los responsables del progreso de la industria, gracias al desarrollo de una serie de teorías funcionales y económicas que, desde hace años, supervisan la producción de los vehículos que se fabrican en casi todo el mundo.
     - Las teorías de Deming estaban muy por delante de su tiempo. Afirman que las organizaciones que se centran en reducir únicamente los costes de producción, automáticamente disminuyen la calidad de sus productos. Por el contrario, aquellas que se concentran en mejorar la calidad, automáticamente rebajan los costes.
   - [health.google: AI-enabled imaging and diagnostics previously thought impossible](https://health.google/imaging-and-diagnostics)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [xataka.com: El Excel se ha usado en la Fórmula 1 hasta que se han dado cuenta' que no es la mejor forma de controlar las 20.000 piezas del coche](https://www.xataka.com/automovil/excel-se-ha-usado-formula-1-que-se-han-dado-cuenta-que-no-mejor-forma-controlar-20-000-piezas-coche)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [BMW InnovationLab](https://github.com/BMW-InnovationLab)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [BMW IT-Zentrum](https://www.facebook.com/pages/BMW-IT-Zentrum/122968844423716)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [**BMW ConnectedDrive**:](https://www.bmw-connecteddrive.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Red Hat OpenShift Container Platform Takes Digital Innovation into the Fast Lane with Major European Automaker](https://www.redhat.com/es/about/press-releases/red-hat-openshift-container-platform-takes-digital-innovation-fast-lane-major-european-automaker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [BMW takes digital innovation into the fast lane with Red Hat Openshift Container Platform](https://www.linkedin.com/pulse/bmw-takes-digital-innovation-fast-lane-red-hat-openshift-mendus)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Youtube: BMW enables the BMW Group to deliver the continuous service that' today's consumers expect (video starts at 1:29:00)](https://www.youtube.com/watch?time_continue=5340&v=FUu4kMc0PL8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [linkedin.com/pulse: How BMW uses Redhat OpenShift?](https://www.linkedin.com/pulse/how-bmw-uses-redhat-openshift-bobby-singh)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [BMW InnovationLab](https://github.com/BMW-InnovationLab)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat.com: The Volkswagen Group builds automated testing environment](https://www.redhat.com/en/success-stories/the-volkswagen-group)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [xataka.com: El auge del coche eléctrico y autónomo se ha topado con otra' barrera: el software. Volkswagen lo sabe bien](https://www.xataka.com/movilidad/auge-coche-electrico-autonomo-se-ha-topado-otra-barrera-software-volkswagen-sabe-bien)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/mercedes-benz](https://github.com/mercedes-benz)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -26,6 +25,7 @@
   - [thenewstack.io: Mercedes-Benz: 4 Reasons to Sponsor Open Source Projects](https://thenewstack.io/mercedes-benz-4-reasons-to-sponsor-open-source-projects)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [teslarati.com: IDRA finishes 9,000-ton Giga Press; Tesla expecting it any' day now](https://www.teslarati.com/idra-9000-ton-giga-press)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [eleconomista.es: Giga Press, la colosal máquina de Tesla que ha revolucionado' la fabricación de coches eléctricos](https://www.eleconomista.es/motor/noticias/12630740/01/24/giga-press-la-colosal-maquina-de-tesla-que-ha-revolucionado-la-fabricacion-de-coches-electricos.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [xataka.com: El Excel se ha usado en la Fórmula 1 hasta que se han dado cuenta' que no es la mejor forma de controlar las 20.000 piezas del coche](https://www.xataka.com/automovil/excel-se-ha-usado-formula-1-que-se-han-dado-cuenta-que-no-mejor-forma-controlar-20-000-piezas-coche)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Efficient Java in the cloud with Quarkus. Carrefour Spain’s test: Quarkus' vs. Spring Boot](https://horizons.carrefour.com/efficient-java-in-the-cloud-with-quarkus)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [quarkus.io: VCStream: a new messaging platform for DECATHLON’s Value Chain,' built on Quarkus](https://quarkus.io/blog/decathlon-user-story)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: How Deutsche Telekom Manages Edge Infrastructure with GitOps](https://thenewstack.io/how-deutsche-telekom-manages-edge-infrastructure-with-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -51,5 +51,5 @@
   - [aws.amazon.com/blogs/industries: BMW Group Develops a GenAI Assistant to' Accelerate Infrastructure Optimization on AWS](https://aws.amazon.com/blogs/industries/bmw-group-develops-a-genai-assistant-to-accelerate-infrastructure-optimization-on-aws) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Reviews BMW Group's production deployment of a GenAI orchestrator built on Amazon Bedrock. Highlights technical methods used to automatically review AWS cloud footprints and propose infrastructure optimizations globally.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Git](./git.md)
+💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
 

v2-docs/databases.md

@@ -5,6 +5,8 @@
 
 ## Standard Reference
 
+  - [info.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [info.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: Just How Challenging Is State in Kubernetes? 🌟](https://thenewstack.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [theregister.com: 75% of databases to be cloud-hosted by 2022, says Gartner while dishing on the weak points of each provider](https://www.theregister.com/software/2020/12/02/75-of-databases-to-be-cloud-hosted-by-2022-says-gartner-while-dishing-on-the-weak-points-of-each-provider/495782)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [percona.com: DBaaS on Kubernetes: Under the Hood 🌟](https://www.percona.com/blog/dbaas-on-kubernetes-under-the-hood)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -25,11 +27,9 @@
   - [percona.com: MySQL on Kubernetes with GitOps 🌟](https://www.percona.com/blog/mysql-on-kubernetes-with-gitops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [tusacentral.com: MySQL on Kubernetes demystified](http://www.tusacentral.com/joomla/index.php/mysql-blogs/243-mysql-on-kubernetes-demystified)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [percona.com: An Overview of Sharding in PostgreSQL and How it Relates to MongoDB’s](https://www.percona.com/blog/an-overview-of-sharding-in-postgresql-and-how-it-relates-to-mongodbs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [blog.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes](https://www.crunchydata.com/blog/setup-postgresql-monitoring-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.flant.com: Comparing Kubernetes operators for PostgreSQL](https://palark.com/blog/comparing-kubernetes-operators-for-postgresql)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.crunchydata.com: Cut Out the Middle Tier: Generating JSON Directly from Postgres](https://www.crunchydata.com/blog/generating-json-directly-from-postgres)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [percona.com: How to Adjust Linux Out-Of-Memory Killer Settings for PostgreSQL](https://www.percona.com/blog/out-of-memory-killer-or-savior)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [blog.crunchydata.com: Quickly Document Your Postgres Database Using psql Meta-Commands](https://www.crunchydata.com/blog/d-meta)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.crunchydata.com: Devious SQL: Message Queuing Using Native PostgreSQL](https://www.crunchydata.com/blog/message-queuing-using-native-postgresql)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [theregister.com: MySQL a 'pretty poor database' says departing Oracle engineer](https://www.theregister.com/software/2021/12/06/mysql-a-pretty-poor-database-says-ex-oracle-engineer/539827)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.crunchydata.com: A Postgres Primer for Oracle DBAs](https://www.crunchydata.com/blog/a-postgres-primer-for-oracle-dbas)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -39,6 +39,8 @@
   - [percona.com: MySQL 101: How to Find and Tune a Slow SQL Query](https://www.percona.com/blog/mysql-101-how-to-find-and-tune-a-slow-sql-query)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [percona.com: Storing Kubernetes Operator for Percona Server for MongoDB Secrets in Github](https://www.percona.com/blog/storing-kubernetes-operator-for-percona-server-for-mongodb-secrets-in-github)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [victoriametrics.com: Q2 2024 Round Up: VictoriaMetrics & VictoriaLogs Updates](https://victoriametrics.com/blog/q2-2024-round-up-victoriametrics-and-victorialogs-updates/index.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [treblle.com: How does Treblle scale on AWS without breaking the bank?](https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [xataka.com: El Excel se ha usado en la Fórmula 1 hasta que se han dado cuenta' que no es la mejor forma de controlar las 20.000 piezas del coche](https://www.xataka.com/automovil/excel-se-ha-usado-formula-1-que-se-han-dado-cuenta-que-no-mejor-forma-controlar-20-000-piezas-coche)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: How Database Load Balancing Completes the 3-Tiered Architecture' 🌟](https://thenewstack.io/database-load-balancing-and-the-delusion-of-3-tiered-architecture)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [sqlshack.com: SQL Database on Kubernetes: Considerations and Best Practices' 🌟](https://www.sqlshack.com/sql-database-on-kubernetes-considerations-and-best-practices)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: What Is Data Management in the Kubernetes Age?](https://thenewstack.io/what-is-data-management-in-the-kubernetes-age)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -58,7 +60,6 @@
   - [dok.community: Data on Kubernetes 2021 Report](https://dok.community/dokc-2021-report)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [venturebeat.com: The rise of Kubernetes and its impact on enterprise databases](https://venturebeat.com/2021/11/03/the-rise-of-kubernetes-and-its-impact-on-enterprise-databases)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [vladmihalcea.com: Single-Primary Database Replication](https://vladmihalcea.com/single-primary-database-replication)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [treblle.com: How does Treblle scale on AWS without breaking the bank?](https://treblle.com/blog/how-does-treblle-scale-on-aws-without-breaking-the-bank)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [intellipaat.com: Difference between DBMS and RDBMS](https://intellipaat.com/blog/dbms-vs-rdbms-difference)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betterprogramming.pub: Multi-Tenancy Support With Spring Boot, Liquibase,' and PostgreSQL](https://betterprogramming.pub/multi-tenancy-support-with-spring-boot-liquibase-and-postgresql-d41942dc0639)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: How Kubernetes and Database Operators Drive the Data Revolution](https://thenewstack.io/how-kubernetes-and-database-operators-drive-the-data-revolution)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -172,8 +173,14 @@
   - [unifieddatascience.com: Data lake design patterns on google (GCP) cloud](https://www.unifieddatascience.com/data-lake-design-patterns-on-google-cloud)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [SQErzo: Tiny ORM for Graph databases](https://github.com/BBVA/sqerzo) <span class='md-tag md-tag--info'>⭐ 35</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [towardsdatascience.com: At Its Core: How Is a Graph Database Different from' a Relational One?](https://towardsdatascience.com/at-its-core-hows-a-graph-database-different-from-a-relational-8297ca99cb8f)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [xataka.com: El Excel se ha usado en la Fórmula 1 hasta que se han dado cuenta' que no es la mejor forma de controlar las 20.000 piezas del coche](https://www.xataka.com/automovil/excel-se-ha-usado-formula-1-que-se-han-dado-cuenta-que-no-mejor-forma-controlar-20-000-piezas-coche)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
+## Cluster Management
+
+### Infrastructure Provisioning
+
+#### Kubernetes Operators
+
+  - **(2023)** [learnk8s.io: Provisioning cloud resources (AWS, GCP, Azure) in Kubernetes](https://learnkube.com/cloud-resources-kubernetes) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Comparative analysis of Kubernetes Operators for cloud infrastructure provisioning (such as Crossplane, AWS ACK, Google KCC, and Azure ASO). Critiques the shift from Terraform toward declarative reconciliation loops.
 ## Data and Databases
 
 ### Database Administration
@@ -190,5 +197,5 @@
   - [SQL Studio: A Unified SQL Database Explorer](https://github.com/frectonz/sql-studio) <span class='md-tag md-tag--info'>⭐ 3539</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A single-binary SQL database administrator interface written in Rust. It streamlines querying, schema inspection, and data visualization across multiple RDBMS engines (including SQLite, PostgreSQL, and MySQL) in resource-constrained containerized runtimes.
 
 ---
-💡 **Explore Related:** [Yaml](./yaml.md) | [Message Queue](./message-queue.md) | [NoSQL](./nosql.md)
+💡 **Explore Related:** [Message Queue](./message-queue.md) | [NoSQL](./nosql.md) | [Crunchydata](./crunchydata.md)
 

v2-docs/demos.md

@@ -5,16 +5,12 @@
 
 ## Standard Reference
 
-  - [blog.jetstack.io: Istio OIDC Authentication](https://developer.cyberark.com/blog/istio-oidc-authentication)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [lambdatest.com: Best Jenkins Pipeline Tutorial For Beginners (Examples) 🌟](https://www.testmuai.com/blog/jenkins-pipeline-tutorial)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [thoughtworks.com: Modernizing your build pipelines 🌟](https://www.thoughtworks.com/es-es/insights/blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [kubernetesbyexample.com](http://kubernetesbyexample.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [armory.io: Build a Deployment Pipeline with Spinnaker on Kubernetes](https://www.harness.io/products/continuous-delivery)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [blog.openshift.com: AWS and red hat quickstart workshop](https://www.redhat.com/en/blog/aws-and-red-hat-quickstart-workshop)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [thoughtworks.com: Modernizing your build pipelines with **Concourse CI** 🌟](https://www.thoughtworks.com/es-es/insights/blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [github.com/sirech/example-concourse-pipeline](https://github.com/sirech/example-concourse-pipeline)
   - [jose-r-lopez/SSI_Materials](https://github.com/jose-r-lopez/SSI_Infraestructure_Automation_Materials) <span class='md-tag md-tag--info'>⭐ 43</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [ansible.github.io/workshops/demos : Red Hat Ansible Automation Platform Workshops](https://labs.demoredhat.com/demos)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Red Hat Ansible Tower - Workshop and Demo](https://github.com/network-automation/toolkit) <span class='md-tag md-tag--info'>⭐ 125</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat.com: Build a lab in 36 seconds with Ansible](https://www.redhat.com/en/blog/build-VM-fast-ansible)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [kubernetesbyexample.com 🌟](http://kubernetesbyexample.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Kubernetes workshop in a box](https://archive.kabisa.nl/tech/k8s-workshop-in-a-box)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [GitHub: K8s workshop in a box](https://github.com/kabisa/k8s-workshop-in-a-box)
   - [Kubernetes Examples](https://github.com/ContainerSolutions/kubernetes-examples) <span class='md-tag md-tag--info'>⭐ 1416</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [shipa.io: Developing and deploying applications to Kubernetes locally with Shipa and Minikube](https://shipa.io/deploying-applications-on-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -24,6 +20,7 @@
   - [piotrminkowski.com: RabbitMQ Monitoring on Kubernetes](https://piotrminkowski.com/2020/09/29/rabbitmq-monitoring-on-kubernetes/?utm_sq=gl0f6vph5e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.flant.com: Our experience with Postgres Operator for Kubernetes by Zalando](https://palark.com/blog/our-experience-with-postgres-operator-for-kubernetes-by-zalando)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [k8s Initializer 🌟](https://blackbird.a8r.io/initializer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [blog.jetstack.io: Istio OIDC Authentication](https://developer.cyberark.com/blog/istio-oidc-authentication)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learn.hashicorp.com: Consul Service Discovery and Mesh on Minikube 🌟](https://developer.hashicorp.com/consul/tutorials/get-started-kubernetes/kubernetes-gs-deploy?in=consul%2Fkubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [consul.io: Ingress Gateways on Kubernetes 🌟](https://developer.hashicorp.com/consul/docs/north-south/ingress-gateway/k8s)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Deploy a Rancher Cluster with GitLab CI and Terraform](https://www.suse.com/c/rancher_blog/deploy-a-rancher-cluster-with-gitlab-ci-and-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -32,6 +29,7 @@
   - [channel9.msdn.com: Troubleshoot AKS cluster issues with AKS Diagnostics and AKS Periscope](https://learn.microsoft.com/en-us/shows/azure-friday/troubleshoot-aks-cluster-issues-with-aks-diagnostics-and-aks-periscope)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [trstringer.com: Deploy to AKS Using a Managed Identity from a GitHub Actions Self-Hosted Runner 🌟](https://trstringer.com/deploy-to-aks-from-github-actions/-self-hosted)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [DockerHub OpenShift Demos](https://hub.docker.com/u/openshiftdemos)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [blog.openshift.com: OCP multi-node deployment on **AWS** using CloudFormation and Ansible (quickstart workshop)](https://www.redhat.com/en/blog/aws-and-red-hat-quickstart-workshop)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Deploying PostgreSQL in MiniShift/OpenShift 3](https://www.dbi-services.com/blog/deploying-postgresql-in-minishiftopenshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Clustering WildFly on Openshift](http://www.mastertheboss.com/soa-cloud/openshift/clustering-wildfly-on-openshift-using-wildfly-operator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Java EE example on Openshift](http://www.mastertheboss.com/soa-cloud/openshift/java-ee-example-application-on-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -52,11 +50,13 @@
   - [Monitoring Services like an SRE in OpenShift ServiceMesh](https://www.redhat.com/en/blog/monitoring-services-like-an-sre-in-openshift-servicemesh)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Migration Toolkit for Applications Demo - June 2020](https://www.youtube.com/watch?v=mRCz6Jl0Ds8&feature=youtu.be)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [openshift.com: Applications Here, Applications There! - Part 3 - Application Migration](https://www.redhat.com/en/blog/applications-here-applications-there-part-3-application-migration)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [redhat.com: ACM Ansible Integration Overview](https://www.redhat.com/en/blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensift.com: K8s Integrity Shield (tech-preview): Protecting the Integrity of Kubernetes Resources with Signature](https://www.redhat.com/en/blog/k8s-integrity-shield-tech-preview-protecting-the-integrity-of-kubernetes-resources-with-signature)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloud.redhat.com: How to Observe your Clusters with Red Hat Advanced Cluster Management - Customize the Grafana Dashboard](https://www.redhat.com/en/blog/how-to-observe-your-clusters-with-red-hat-advanced-cluster-management-customize-the-grafana-dashboard)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [openshift.com: Recap: OKD 4 Testing and Deployment Workshop - Videos and Additional Resources](https://www.redhat.com/en/blog/recap-okd-4-testing-and-deployment-workshop-videos-and-additional-resources?utm_source=thenewstack&utm_medium=twitter&utm_campaign=platform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Writing Customized Reports Using Metering Operator](https://www.redhat.com/en/blog/writing-customized-reports-using-metering-operator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [bitbucket.org: setting up a cicd pipeline with spring mvc and kubernetes on aws](https://www.atlassian.com/blog/bitbucket/setting-up-a-ci-cd-pipeline-with-spring-mvc-jenkins-and-kubernetes-on-aws)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [lambdatest.com: Best Jenkins Pipeline Tutorial For Beginners (Examples) 🌟](https://www.testmuai.com/blog/jenkins-pipeline-tutorial)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/monodot/pipeline-library-demo 🌟](https://github.com/tutorialworks/pipeline-library-demo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [lambdatest.com: How To Create Jenkins Multibranch Pipeline 🌟](https://www.testmuai.com/blog/how-to-create-jenkins-multibranch-pipeline)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Jenkins Configuration as Code on Kubernetes 🌟](https://github.com/nubenetes/jenkins-CasC-kubernetes-demo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -73,6 +73,7 @@
   - [youtube: How to set up AWS Kubernetes Jenkins pipeline](https://www.youtube.com/watch?v=zI7_8M2KtRI&t=7s&ab_channel=MicroserviceFactory)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Mostrando resultados de Jenkins en Grafana mediante InfluxDB 🌟](https://www.enmilocalfunciona.io/mostrando-resultados-de-jenkins-en-grafana-mediante-influxdb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Demo/Evaluation Installations](https://spinnaker.io/docs/setup/install)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [armory.io: How to Set Up Liquibase in Spinnaker](https://www.harness.io/products/continuous-delivery)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Proof of Concept: Nexus3 Chart configuration on Kubernetes](https://github.com/nubenetes/nexus3-helm-chart)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [liatrio.com: building with docker using jenkins pipelines](https://www.liatrio.ai/resources/blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/spring-petclinic/spring-petclinic-kubernetes 🌟](https://github.com/spring-petclinic/spring-petclinic-cloud) <span class='md-tag md-tag--info'>⭐ 167</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - While waiting for a working version, you could check [this fork](https://github.com/odedia/spring-petclinic-microservices)
@@ -95,49 +96,13 @@
   - [docs.microsoft.com: Build and deploy applications to Azure by using GitHub Actions 🌟](https://learn.microsoft.com/en-us/training/modules/github-actions-cd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [nicwortel.nl: Continuous deployment to Kubernetes with GitHub Actions](https://nth-root.nl/en/guides/automate-kubernetes-deployments-with-github-actions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thomasthornton.cloud: If, elseif or else in GitHub Actions](https://thomasthornton.cloud/if-elseif-or-else-in-github-actions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [medium: Single Sign-On in Kubernetes](https://medium.com/@andriisumko/single-sign-on-in-kubernetes-1ad9528350ed)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [wardviaene/jenkins-course](https://github.com/wardviaene/jenkins-course)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Jenkins Pipeline execution engine based on Continuation Passing Style (CPS)' transformation of Groovy scripts. DSL Methods:](https://jenkinsci.github.io/job-dsl-plugin)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Pipeline Global Library for ci.jenkins.io](https://github.com/jenkins-infra/pipeline-library)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Configuration as Code of Jenkins (for Kubernetes) 🌟🌟](https://github.com/figaw/configuration-as-code-jenkins-k8s)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [JEP-224: System Read permission: Improve experience of Jenkins Configuration-as-Code' users](https://www.jenkins.io/events/online-hackfest/2020-uiux)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Jenkins Pipeline Unit testing framework](https://github.com/jenkinsci/JenkinsPipelineUnit) <span class='md-tag md-tag--info'>⭐ 1586</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Jenkins CLI](https://www.jenkins.io/doc/book/managing/cli)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [How to create initial "seed" job](https://github.com/jenkinsci/configuration-as-code-plugin) <span class='md-tag md-tag--info'>⭐ 2791</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Jenkinsfile Runner Test Framework](https://github.com/jenkinsci/jenkinsfile-runner-test-framework)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Jenkins Custom WAR Packager](https://github.com/jenkinsci/custom-war-packager) <span class='md-tag md-tag--info'>⭐ 87</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Plugin Installation Manager Tool](https://github.com/jenkinsci/plugin-installation-manager-tool) <span class='md-tag md-tag--info'>⭐ 460</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Plugin Usage](https://plugins.jenkins.io/plugin-usage-plugin)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Pipeline as YAML (Incubated) 🌟](https://plugins.jenkins.io/pipeline-as-yaml)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Least Load](https://plugins.jenkins.io/leastload)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Declarative Pipeline Migration Assistant](https://plugins.jenkins.io/declarative-pipeline-migration-assistant)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [freecodecamp.org: Master API Testing with Postman](https://www.freecodecamp.org/news/master-api-testing-with-postman)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Automated API testing for the KIE Server 🌟](https://developers.redhat.com/blog/2020/05/01/automated-api-testing-for-the-kie-server)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Getting Started with Data Wrangler in VS Code](https://code.visualstudio.com/docs/datascience/data-wrangler)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Salaboy/From Monolith to K8s](https://github.com/Salaboy/from-monolith-to-k8s) <span class='md-tag md-tag--info'>⭐ 355</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [dyser/kubernetes-intro](https://github.com/dsyer/kubernetes-intro)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github: Spring Cloud Kubernetes 🌟](https://github.com/spring-cloud/spring-cloud-kubernetes) <span class='md-tag md-tag--info'>⭐ 3530</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [Developer Sandbox for Red Hat OpenShift 🌟](https://developers.redhat.com/developer-sandbox)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [The Kubernetes Goat](https://github.com/madhuakula/kubernetes-goat) <span class='md-tag md-tag--info'>⭐ 5646</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [IBM Cloud Pak Playbook](https://cloudpak8s.io/apps/cp4a_overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure DevOps Labs 🌟](https://www.azuredevopslabs.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/Azure-Samples 🌟](https://github.com/Azure-Samples)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/GoogleCloudPlatform](https://github.com/GoogleCloudPlatform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/GoogleCloudPlatform/cloud-code-samples 🌟](https://github.com/GoogleCloudPlatform/cloud-code-samples) <span class='md-tag md-tag--info'>⭐ 434</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [fsgeorgee.medium.com: Growing out of Heroku to Terraform, Docker and AWS](https://fsgeorgee.medium.com/growing-out-of-heroku-to-terraform-docker-and-aws-69e66df4132d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [github.com/stacksimplify/azure-aks-kubernetes-masterclass 🌟](https://github.com/stacksimplify/azure-aks-kubernetes-masterclass)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [ahmetb/kubernetes-network-policy-recipes 🌟](https://github.com/ahmetb/kubernetes-network-policy-recipes) <span class='md-tag md-tag--info'>⭐ 6139</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [Rcarrata's blog](https://rcarrata.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [A Complete Step by Step Guide to Implementing a GitOps Workflow with Flux 🌟](https://managedkube.com/gitops/flux/weaveworks/guide/tutorial/2020/05/01/a-complete-step-by-step-guide-to-implementing-a-gitops-workflow-with-flux.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Portfolio Architecture](https://redhatdemocentral.gitlab.io/portfolio-architecture-workshops/#)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [redhatdemocentral.gitlab.io/portfolio-architecture-tooling](https://redhatdemocentral.gitlab.io/portfolio-architecture-tooling)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [gitlab.com: Project Examples](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [bregman-arie/devops-exercises 🌟](https://github.com/bregman-arie/devops-exercises) <span class='md-tag md-tag--info'>⭐ 82450</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
-  - [chrisns/k8s-opa-boilerplate](https://github.com/chrisns/k8s-opa-boilerplate) <span class='md-tag md-tag--info'>⭐ 18</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [developers.redhat.com: Persistent storage in action: Understanding Red Hat' OpenShift’s persistent volume framework 🌟](https://developers.redhat.com/blog/2020/10/22/persistent-storage-in-action-understanding-red-hat-openshifts-persistent-volume-framework)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure DevOps Labs 🌟](https://www.azuredevopslabs.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/Azure-Samples 🌟](https://github.com/Azure-Samples)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [SysAdmin Casts](https://sysadmincasts.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [DEVOPS Library](https://devopslibrary.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [youtube: Cloud Quick POCs](https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [cloud quick POCs](https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [DevStack](https://devstack.in)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [kubernetes-advocate.medium.com 🌟](https://kubernetes-advocate.medium.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/wardviaene (kubernetes, terraform, ansible, docker, etc) 🌟](https://github.com/wardviaene)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -145,6 +110,7 @@
   - [swissarmydevops.com](https://swissarmydevops.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: Build a highly available Node.js application using Docker, NGINX' and AWS ELB](https://dev.to/sowmenappd/build-a-highly-available-node-js-application-using-docker-nginx-and-aws-elb-3cjp)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [linuxtechlab.com: How to create a Dockerfile with some dockerfile examples](https://linuxtechlab.com/learn-create-dockerfile-example)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [bregman-arie/devops-exercises 🌟](https://github.com/bregman-arie/devops-exercises) <span class='md-tag md-tag--info'>⭐ 82450</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [dzone: DIY DevOps, CI, and CD with GitHub, Docker and a VPS](https://dzone.com/articles/diy-devops-ci-and-cd-with-github-docker-and-a-vps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/learning-cloud-native-go/myapp: Learning Cloud Native Go -' myapp 🌟](https://github.com/learning-cloud-native-go/myapp) <span class='md-tag md-tag--info'>⭐ 1092</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.stephane-robert.info: Ansible - Utiliser MySQL comme inventaire dynamique' (Use MySQL as a dynamic inventory)](https://blog.stephane-robert.info/post/ansible-utiliser-mysql-comme-inventaire-dynamique)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -176,6 +142,7 @@
   - [trainings.kubernauts.sh](https://trainings.kubernauts.sh)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [magalix.com: How To Integrate OPA Into Your Kubernetes Cluster Using Kube-mgmt](https://www.magalix.com/blog/how-to-integrate-opa-into-your-kubernetes-cluster-using-kube-mgmt)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Build a Federation of Multiple Kubernetes Clusters With Kubefed' V2](https://medium.com/better-programming/build-a-federation-of-multiple-kubernetes-clusters-with-kubefed-v2-8d2f7d9e198a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [medium: Single Sign-On in Kubernetes](https://medium.com/@andriisumko/single-sign-on-in-kubernetes-1ad9528350ed)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Kubernetes in a nutshell — tutorial for beginners 🌟🌟](https://medium.com/swlh/kubernetes-in-a-nutshell-tutorial-for-beginners-caa442dfd6c0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [kruyt.org: Running a mailserver in Kubernetes](https://kruyt.org/running-a-mailserver-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone: Bootstrapping Java Kubernetes Apps With Spring Initializr and K8s' Initializer 🌟](https://dzone.com/articles/bootstrapping-java-kubernetes-apps-no-yaml)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -209,6 +176,7 @@
   - [CI/CD for Kubernetes through a Spring Boot example (Banzai Cloud CI/CD)](https://teletype.in/@sravancynixit/CcwqFANxY)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [piotrminkowski.com: Spring Boot on Kubernetes with Buildpacks and Skaffold' 🌟](https://piotrminkowski.com/2020/12/18/spring-boot-on-kubernetes-with-buildpacks-and-skaffold)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [spring.io: YMNNALFT: Easy Docker Image Creation with the Spring Boot Maven' Plugin and Buildpacks](https://spring.io/blog/2021/01/04/ymnnalft-easy-docker-image-creation-with-the-spring-boot-maven-plugin-and-buildpacks)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github: Spring Cloud Kubernetes 🌟](https://github.com/spring-cloud/spring-cloud-kubernetes) <span class='md-tag md-tag--info'>⭐ 3530</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [baeldung.com: Deploy a Spring Boot Application to OpenShift with Spring' Cloud Kubernetes 🌟](https://www.baeldung.com/spring-boot-deploy-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Spring Initializr 🌟](https://start.spring.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hashicorp.com: Getting Started with Ambassador and Consul Using Kubernetes' Initializer](https://www.hashicorp.com/blog/getting-started-with-ambassador-and-consul-using-kubernetes-initializer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -217,8 +185,10 @@
   - [blog.alexellis.io: A bit of Istio before tea-time](https://blog.alexellis.io/a-bit-of-istio-before-tea-time)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Consul-Kubernetes Ingress Gateways and L7 Traffic Management](https://medium.com/hashicorp-engineering/consul-kubernetes-ingress-gateways-and-l7-traffic-management-178957dcd934)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Kittens-as-a-Service: Layer 7 Traffic Management & Security with' Consul Connect](https://medium.com/hashicorp-engineering/kittens-as-a-service-layer-7-traffic-management-security-with-consul-connect-f5965fac5aa)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [ahmetb/kubernetes-network-policy-recipes 🌟](https://github.com/ahmetb/kubernetes-network-policy-recipes) <span class='md-tag md-tag--info'>⭐ 6139</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [cncf.io: Implementing GitOps on Kubernetes Using K3s, Rancher, Vault and' Argo CD](https://www.cncf.io/blog/2020/11/12/implementing-gitops-on-kubernetes-using-k3s-rancher-vault-and-argo-cd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: Maximize K3s Resource Efficiency with Calico eBPF Data Plane](https://thenewstack.io/maximize-k3s-resource-efficiency-with-calico-ebpf-data-plane)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [A Complete Step by Step Guide to Implementing a GitOps Workflow with Flux 🌟](https://managedkube.com/gitops/flux/weaveworks/guide/tutorial/2020/05/01/a-complete-step-by-step-guide-to-implementing-a-gitops-workflow-with-flux.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: GitOps Guide to the Galaxy (Ep 12): Flux On OpenShift](https://www.youtube.com/watch?v=W_rcYPZkhFg&ab_channel=RedHat)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [flux2-kustomize-helm-example 🌟](https://github.com/fluxcd/flux2-kustomize-helm-example) <span class='md-tag md-tag--info'>⭐ 1262</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [eksworkshop.com/x-ray/microservices](https://eksworkshop.com/x-ray/microservices)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -230,11 +200,14 @@
   - [github.com/stacksimplify/aws-eks-kubernetes-masterclass 🌟](https://github.com/stacksimplify/aws-eks-kubernetes-masterclass)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hbollon/k8s-voting-app-aws](https://github.com/hbollon/k8s-voting-app-aws) <span class='md-tag md-tag--info'>⭐ 34</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aws.plainenglish.io: Deploying Application on Amazon EKS](https://aws.plainenglish.io/deploying-application-on-amazon-eks-211eb46c069c)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/stacksimplify/azure-aks-kubernetes-masterclass 🌟](https://github.com/stacksimplify/azure-aks-kubernetes-masterclass)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [trstringer.com: Deploy to AKS from GitHub Actions 🌟](https://trstringer.com/deploy-to-aks-from-github-actions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/bb-tutorials-and-thoughts: How to Build and Deploy MERN Stack' on Azure AKS](https://medium.com/bb-tutorials-and-thoughts/how-to-build-and-deploy-mern-stack-on-azure-aks-c25eaf27b9d0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloud.google.com: Troubleshooting services on Google Kubernetes Engine by' example 🌟](https://cloud.google.com/blog/products/operations/troubleshooting-services-on-google-kubernetes-engine)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/MatthewCYLau: React App on Google Kubernetes Engine (GKE) with' Terraform](https://github.com/MatthewCYLau/gcp-react-gke-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/MatthewCYLau: TypeScript Node Express Google Kubernetes Engine' (GKE)](https://github.com/MatthewCYLau/node-express-typescript-k8-gke)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [The Kubernetes Goat](https://github.com/madhuakula/kubernetes-goat) <span class='md-tag md-tag--info'>⭐ 5646</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [chrisns/k8s-opa-boilerplate](https://github.com/chrisns/k8s-opa-boilerplate) <span class='md-tag md-tag--info'>⭐ 18</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Verifying container signatures on Kubernetes with Gatekeeper](https://medium.com/@LachlanEvenson/verifying-container-signatures-on-kubernetes-with-gatekeeper-19a4519c3016)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Mutating Kubernetes resources with Gatekeeper](https://medium.com/@LachlanEvenson/mutating-kubernetes-resources-with-gatekeeper-3e5585d49ead)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: Implement governance on your Kubernetes cluster](https://opensource.com/article/21/12/kubernetes-gatekeeper)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -245,6 +218,9 @@
   - [CodeReady Containers - Red Hat Decision Manager Install Demo](https://gitlab.com/redhatdemocentral/rhcs-rhdm-install-demo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube: CodeReady Containers - Easy OpenShift Container Platform 4.5 Installation](https://www.youtube.com/watch?v=CJMdSQVFVik)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [gitlab.com/redhatdemocentral: Healthcare](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples/-/blob/main/healthcare.adoc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Portfolio Architecture](https://redhatdemocentral.gitlab.io/portfolio-architecture-workshops/#)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [redhatdemocentral.gitlab.io/portfolio-architecture-tooling](https://redhatdemocentral.gitlab.io/portfolio-architecture-tooling)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Getting Started with Data Wrangler in VS Code](https://code.visualstudio.com/docs/datascience/data-wrangler)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Developing on OpenShift (katacoda interactive learning)' 🌟](https://developers.redhat.com/courses/openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/OpenShiftDemos 🌟](https://github.com/OpenShiftDemos)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Red Hat Tutorials & Examples: github.com/redhat-developer-demos 🌟](https://github.com/redhat-developer-demos)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -257,7 +233,9 @@
   - [medium: Tutorial : Secure your API with x509 Mutual Authentication with' Spring Boot on OpenShift4](https://medium.com/@erfin.feluzy/tutorial-secure-your-api-with-x509-mutual-authentication-with-spring-boot-on-openshift4-416a00a47af8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com: Red Hat OpenShift Virtualization in nested VMware vSphere Cluster](https://medium.com/@carlosedp/red-hat-openshift-virtualization-in-nested-vmware-vsphere-56c5e5d76a80)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [schabell.org: CodeReady Containers - Building a Cloud-Native Human Resources' Process](https://www.schabell.org/2020/10/codeready-containers-building-cloud-native-hr-process.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [developers.redhat.com: Persistent storage in action: Understanding Red Hat' OpenShift’s persistent volume framework 🌟](https://developers.redhat.com/blog/2020/10/22/persistent-storage-in-action-understanding-red-hat-openshifts-persistent-volume-framework)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: Set up Minishift and run Jenkins on Linux](https://opensource.com/article/20/11/minishift-linux)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Rcarrata's blog](https://rcarrata.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [JBoss Web Server Operator 🌟](https://access.redhat.com/documentation/en-us/red_hat_jboss_web_server/5.4/html-single/red_hat_jboss_web_server_for_openshift/index#jws_operator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Containerize and deploy Strapi CMS applications on' Kubernetes and Red Hat OpenShift](https://developers.redhat.com/blog/2021/04/09/containerize-and-deploy-strapi-applications-on-kubernetes-and-red-hat-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Build lean Java containers with the new Red Hat Universal' Base Images OpenJDK runtime images 🌟](https://developers.redhat.com/articles/2021/05/24/build-lean-java-containers-new-red-hat-universal-base-images-openjdk-runtime)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -265,9 +243,11 @@
   - [developers.redhat.com: New application samples in Red Hat OpenShift 4.8](https://developers.redhat.com/articles/2021/10/01/new-application-samples-red-hat-openshift-48)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Build and store universal application images on OpenShift' (with Buildah)](https://developers.redhat.com/articles/2021/11/18/build-and-store-universal-application-images-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [piotrminkowski.com: Serverless Java Functions on OpenShift](https://piotrminkowski.com/2021/11/30/serverless-java-functions-on-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Developer Sandbox for Red Hat OpenShift 🌟](https://developers.redhat.com/developer-sandbox)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: How to deploy a Java application on Kubernetes in' minutes](https://developers.redhat.com/developer-sandbox/how-to-deploy-java-application-in-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Welcome to the Developer Sandbox for Red Hat OpenShift.' Part 1: Deploying full-stack JavaScript applications to the Developer Sandbox for Red Hat OpenShift](https://developers.redhat.com/developer-sandbox/activities/deploying-full-stack-javascript-applications-to-the-sandbox/part1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developer.ibm.com: Example exercises to differentiate OpenShift and Kubernetes](https://developer.ibm.com/tutorials/examples-differentiate-openshift-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [IBM Cloud Pak Playbook](https://cloudpak8s.io/apps/cp4a_overview)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloud-native-toolkit/multi-tenancy-gitops 🌟](https://github.com/cloud-native-toolkit/multi-tenancy-gitops) <span class='md-tag md-tag--info'>⭐ 120</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [knative-tutorial](https://github.com/redhat-developer-demos/knative-tutorial) <span class='md-tag md-tag--info'>⭐ 291</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [aymen-segni.com: Deploying Serverless Services on Kubernetes using Knative](https://aymen-segni.com/index.php/2020/07/22/deploying-your-serverless-services-on-kubernetes-using-knative)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -333,10 +313,13 @@
   - [Red Hat CodeReady Containers (Minishift equivalent for OpenShift 4.2 or newer) - step-by-step demo guides](https://github.com/marcredhat/crcdemos)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Grading Pipeline for OpenShift 4 Advanced Application Deployment Homework Assignment](https://github.com/redhat-gpte-devopsautomation/ocp4_app_deploy_homework_grading)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Demo of Jenkins Configuration-As-Code with Docker and Groovy Hook Scripts (java11-support branch) 🌟🌟](https://github.com/oleg-nenashev/demo-jenkins-config-as-code/tree/java11-support) <span class='md-tag md-tag--info'>⭐ 173</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Configuration as Code of Jenkins (for Kubernetes) 🌟🌟](https://github.com/figaw/configuration-as-code-jenkins-k8s)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Continuation Passing Style (CPS)](https://github.com/cloudbees/groovy-cps) <span class='md-tag md-tag--info'>⭐ 95</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Jenkins Pipeline execution engine based on Continuation Passing Style (CPS)' transformation of Groovy scripts. DSL Methods:](https://jenkinsci.github.io/job-dsl-plugin/#plugin/workflow-cps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [towardsdatascience.com: Create your first CI/CD pipeline with Jenkins and' GitHub](https://towardsdatascience.com/create-your-first-ci-cd-pipeline-with-jenkins-and-github-6aefe21c9240)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [LerryAlexander: Postman + Newman API Automated Tests running on a Jenkins' Pipeline 🌟](https://github.com/LerryAlexander/postman_jenkins_api_tests)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [praveendavidmathew.medium.com: Data driven testing per request without using' data file](https://praveendavidmathew.medium.com/data-driven-testing-per-request-without-using-data-file-aeb573b4f63a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [freecodecamp.org: Master API Testing with Postman](https://www.freecodecamp.org/news/master-api-testing-with-postman)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Modernize Your CI/CD Pipeline Using Jenkins X with Amazon EKS](https://aws.amazon.com/blogs/apn/modernize-your-ci-cd-pipeline-using-jenkins-x-with-amazon-eks)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [wardviaene/advanced-kubernetes-course/spinnaker 🌟](https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [imperialwicket/spinnaker-demo](https://github.com/imperialwicket/spinnaker-demo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -403,6 +386,8 @@
   - [cloud.google.com: Follow your org’s app dev best practices with Cloud Code' custom samples 🌟](https://cloud.google.com/blog/products/application-development/access-an-orgs-custom-code-repo-from-cloud-code-ides)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Tutorial: Connect Amazon EKS and Azure AKS Clusters with Google Anthos](https://thenewstack.io/tutorial-connect-amazon-eks-and-azure-aks-clusters-with-google-anthos)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Tutorial: Deploy Anthos Apps from GCP Marketplace into Amazon EKS Cluster](https://thenewstack.io/tutorial-deploy-anthos-apps-from-gcp-marketplace-into-amazon-eks-cluster)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Salaboy/From Monolith to K8s](https://github.com/Salaboy/from-monolith-to-k8s) <span class='md-tag md-tag--info'>⭐ 355</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [dyser/kubernetes-intro](https://github.com/dsyer/kubernetes-intro)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [piomin/sample-spring-microservices-kubernetes: Microservices with Spring' Boot and Spring Cloud on Kubernetes Demo Project - piotrminkowski.com 🌟](https://github.com/piomin/sample-spring-microservices-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [piomin/sample-spring-microservices-new: Microservices with Spring Cloud' Advanced Demo Project](https://github.com/piomin/sample-spring-microservices-new)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Develop and test a Quarkus client on Red Hat CodeReady Containers with Red Hat Data Grid 8.0](https://developers.redhat.com/blog/2020/06/19/develop-and-test-a-quarkus-client-on-red-hat-codeready-containers-with-red-hat-data-grid-8-0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -425,6 +410,7 @@
   - [medium: Install Istio on Azure Kubernetes cluster using Terraform](https://medium.com/@vipinagarwal18/install-istio-on-azure-kubernetes-cluster-using-terraform-214f6d3f611)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betterprogramming.pub: Create an Amazon EKS Fargate Cluster and Managed' Node Group Using Terraform](https://betterprogramming.pub/with-latest-updates-create-amazon-eks-fargate-cluster-and-managed-node-group-using-terraform-bc5cfefd5773)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [azapril.dev: Deploying a LogicApp with Terraform (Bonus: in an AzDO pipeline)](https://azapril.dev/2021/04/12/deploying-a-logicapp-with-terraform)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [fsgeorgee.medium.com: Growing out of Heroku to Terraform, Docker and AWS](https://fsgeorgee.medium.com/growing-out-of-heroku-to-terraform-docker-and-aws-69e66df4132d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [StarpTech/k-andy](https://github.com/StarpTech/k-andy) <span class='md-tag md-tag--info'>⭐ 157</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [BishopFox/iam-vulnerable](https://github.com/BishopFox/iam-vulnerable) <span class='md-tag md-tag--info'>⭐ 570</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betterprogramming.pub: Automate and Configure Your RDS Database With Terraform' 🌟](https://betterprogramming.pub/automate-and-configure-your-rds-database-with-terraform-898fd4b8990d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -463,6 +449,7 @@
   - [dev.to/aws-builders: From Scratch: OIDC Providers](https://dev.to/aws-builders/from-scratch-oidc-providers-252d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat-actions/spring-petclinic](https://github.com/redhat-actions/spring-petclinic) <span class='md-tag md-tag--info'>⭐ 4</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [gitlab.com: Red Hat Process Automation Manager - Signal Marketing Demo](https://gitlab.com/bpmworkshop/rhpam-signal-marketing-demo)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Automated API testing for the KIE Server 🌟](https://developers.redhat.com/blog/2020/05/01/automated-api-testing-for-the-kie-server)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/microsoft/azure-digital-twins-postman-samples](https://github.com/microsoft/azure-digital-twins-postman-samples) <span class='md-tag md-tag--info'>⭐ 21</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.devgenius.io: Running the OpenTelemetry Demo App in Kubernetes](https://blog.devgenius.io/running-opentelemetry-demo-app-in-kubernetes-95dccd613e0b)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [itnext.io: OpenTelemetry — Understanding SLI and SLO with OpenTelemetry' Demo](https://itnext.io/opentelemetry-understanding-sli-and-slo-with-opentelemetry-demo-74c1d0b263b0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -470,6 +457,20 @@
   - [hasura.io: A Simple, Realtime, Event Driven Architecture with QR Codes](https://hasura.io/blog/a-simple-real-time-event-driven-architecture-with-qr-codes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [sitepoint.com: A Guide to Serverless Functions and How to Deploy Them](https://www.sitepoint.com/gatsby-mdx-blog)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [learntocloud.guide: 3 ways to get hands on (AWS, Azure, GCP)](https://learntocloud.guide/#/projects/README)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [wardviaene/jenkins-course](https://github.com/wardviaene/jenkins-course)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Pipeline Global Library for ci.jenkins.io](https://github.com/jenkins-infra/pipeline-library)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [JEP-224: System Read permission: Improve experience of Jenkins Configuration-as-Code' users](https://www.jenkins.io/events/online-hackfest/2020-uiux)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Jenkins Pipeline Unit testing framework](https://github.com/jenkinsci/JenkinsPipelineUnit) <span class='md-tag md-tag--info'>⭐ 1586</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Jenkins CLI](https://www.jenkins.io/doc/book/managing/cli)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [How to create initial "seed" job](https://github.com/jenkinsci/configuration-as-code-plugin) <span class='md-tag md-tag--info'>⭐ 2791</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Jenkinsfile Runner Test Framework](https://github.com/jenkinsci/jenkinsfile-runner-test-framework)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Jenkins Custom WAR Packager](https://github.com/jenkinsci/custom-war-packager) <span class='md-tag md-tag--info'>⭐ 87</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Plugin Installation Manager Tool](https://github.com/jenkinsci/plugin-installation-manager-tool) <span class='md-tag md-tag--info'>⭐ 460</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Plugin Usage](https://plugins.jenkins.io/plugin-usage-plugin)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Pipeline as YAML (Incubated) 🌟](https://plugins.jenkins.io/pipeline-as-yaml)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Least Load](https://plugins.jenkins.io/leastload)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Declarative Pipeline Migration Assistant](https://plugins.jenkins.io/declarative-pipeline-migration-assistant)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [gitlab.com: Project Examples](https://gitlab.com/redhatdemocentral/portfolio-architecture-examples)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
 ## Application Delivery
 
@@ -483,6 +484,13 @@
 #### OpenShift Integration
 
   - [developers.redhat.com: Deploy Helm charts with Jenkins CI/CD in Red Hat' OpenShift 4 🌟](https://developers.redhat.com/articles/2021/05/24/deploy-helm-charts-jenkins-cicd-red-hat-openshift-4)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Red Hat developer guide demonstrating automated Helm deployments through Jenkins on OpenShift 4. Covers pipeline definitions, credentials handling, and rollback automations.
+## CI-CD Pipelines
+
+### Jenkins Ecosystem
+
+#### Enterprise Architectures
+
+  - **(2020)** [Continuous Delivery with Sonatype Nexus, Jenkins and the Cloudogu Ecosystem](https://platform.cloudogu.com/en/blog/cd-with-nexus-jenkins-ces) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Architectural integration study mapping out Continuous Delivery structures using Nexus Repository, Jenkins pipelines, and Cloudogu software suites for regulated enterprise workloads.
 ## Cloud-Native
 
 ### Kubernetes Native
@@ -514,7 +522,7 @@
 
 ##### Integrations
 
-  - [developers.redhat.com: HTTP-based Kafka messaging with Red Hat AMQ Streams](https://developers.redhat.com/blog/2020/08/04/http-based-kafka-messaging-with-red-hat-amq-streams/#more-720187)  <span class='md-tag md-tag--info'>[LEGACY]</span> — An architectural guide detailing how to use the HTTP Bridge component inside AMQ Streams. Allows web and legacy application services to publish and consume event data via lightweight REST HTTP requests.
+  - [developers.redhat.com: HTTP-based Kafka messaging with Red Hat AMQ Streams](https://developers.redhat.com/blog/2020/08/04/http-based-kafka-messaging-with-red-hat-amq-streams)  <span class='md-tag md-tag--info'>[LEGACY]</span> — An architectural guide detailing how to use the HTTP Bridge component inside AMQ Streams. Allows web and legacy application services to publish and consume event data via lightweight REST HTTP requests.
 ## Infrastructure
 
 ### Cluster Provisioning
@@ -538,13 +546,21 @@
   - **(2025)** [redhatgov.io](http://redhatgov.io) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Red Hat's dedicated architectural training blueprint designed for secure governmental and enterprise environments. Focuses on orchestrating compliant private clouds and enterprise Linux configurations.
 ## Red Hat OpenShift
 
-### CI-CD Pipelines
+### CI-CD Pipelines (1)
 
-#### Jenkins Ecosystem
+#### Jenkins Ecosystem (1)
 
   - **(2018)** [**github - using jenkins pipelines with OKD**](https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline) <span class='md-tag md-tag--info'>⭐ 8654</span> <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Repository detailing baseline code configurations, sample pipelines, and deployment manifests engineered to execute scripted Jenkins procedures inside early versions of the OKD community container platform.
+  - **(2018)** [OpenShift Pipelines with Jenkins Blue Ocean 🌟](https://www.redhat.com/en/blog/openshift-pipelines-jenkins-blue-ocean) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Combines OpenShift Orchestration APIs with Jenkins Blue Ocean to manage continuous delivery pipelines visually. Promotes clear state-tracking, modular pipeline construction, and simplified debugging metrics.
   - [developers.redhat.com: An easier way to create custom Jenkins containers](https://developers.redhat.com/blog/2020/06/04/an-easier-way-to-create-custom-jenkins-containers) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explains streamlined procedures for producing custom, secure Jenkins container images for deployment. Focuses on minimizing layers, loading plug-ins safely during build time, and injecting enterprise parameters within Red Hat architectures.
   - [github.com/siamaksade/jenkins-blueocean](https://github.com/siamaksade/jenkins-blueocean) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Utility repository hosting configurations to deploy Jenkins Blue Ocean configurations instantly within early Red Hat OpenShift Container Platform environments. Serves as a reference setup for visualized pipeline states.
+## Security
+
+### Supply Chain
+
+#### Enterprise Platform
+
+  - **(2021)** [tanzu.vmware.com: Log4Shell Vulnerability Spotlights the Importance of Adopting Trusted Open Source Software Providers for the Enterprise](https://www.vmware.com/products/app-platform/tanzu)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Examines the strategic imperative of establishing trusted open-source workflows inside enterprise build infrastructures. Demonstrates how Tanzu's curated application platform streamlines immediate mitigation tasks at runtime.
 ## Software Engineering
 
 ### Developer Experience
@@ -556,5 +572,5 @@
   - [SdkMan](https://sdkman.io)  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — A command-line utility for managing parallel versions of multiple Software Development Kits on most Unix-like systems. Widely used to manage JDKs, Gradle, Maven, and JBang versions in local developer setups and CI agents.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Git](./git.md)
+💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Matrix Table](./matrix-table.md)
 

v2-docs/devel-sites.md

@@ -5,15 +5,13 @@
 
 ## Standard Reference
 
-  - [GitHub Copilot 🌟](https://github.com/copilot)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Amazon CodeWhisperer 🌟](https://aws.amazon.com/q/developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [geeksforgeeks.org: 7 Most In-Demand and High Paying Programming Jobs](https://www.geeksforgeeks.org/blogs/7-most-in-demand-and-high-paying-programming-jobs)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoworld.com: Complexity is killing software developers](https://www.infoworld.com/article/2270714/complexity-is-killing-software-developers.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [trio.dev: Angular vs React: Is Angular Dead?](https://trio.dev/angular-vs-react)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: A Better Way To Code: Documentation Driven Development](https://dev.to/playfulprogramming/a-better-way-to-code-documentation-driven-development-1kem)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [GitHub Copilot](https://github.com/copilot)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Amazon CodeGuru Reviewer](https://aws.amazon.com/codeguru/profiler)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Build Your Own X](https://github.com/codecrafters-io/build-your-own-x)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [FreeLens](https://github.com/freelensapp/freelens) <span class='md-tag md-tag--info'>⭐ 5073</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [dev.to: 7 API Tools for REST Developers and Testers](https://dev.to/javinpaul/7-api-tools-for-rest-developers-and-testers-n67)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [El camino del Frontend Developer](https://github.com/mrcodedev/frontend-developer-resources) <span class='md-tag md-tag--info'>⭐ 3537</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [python.plainenglish.io: 15 GitHub Repos That Every Developers Must Bookmark' Right Now](https://python.plainenglish.io/15-github-repos-that-every-developers-must-bookmark-right-now-eee01db63977)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -37,6 +35,8 @@
   - [shadman-jamil.medium.com: Most Useful Software Architecture Patterns](https://shadman-jamil.medium.com/most-useful-software-architecture-patterns-68e171405292)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/@victor.ronin: Design your code for readability vs. writability](https://medium.com/@victor.ronin/design-your-code-for-readability-vs-writability-d42f04cc6f4d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betterprogramming.pub: How SOLID Remains Solid — Software Principles vs.' Patterns](https://betterprogramming.pub/how-solid-remains-solid-software-principles-vs-patterns-c77c623a628b)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Build Your Own X](https://github.com/codecrafters-io/build-your-own-x)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [FreeLens](https://github.com/freelensapp/freelens) <span class='md-tag md-tag--info'>⭐ 5073</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [dev.to: 15 Developer Tools to Make You Super Productive](https://dev.to/sourcegraph/15-developer-tools-to-make-you-super-productive-2g0a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [firebase.google.com](https://firebase.google.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [supabase.com](https://supabase.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -61,5 +61,5 @@
   - [IntelliJ vs. VSCode for Rust Development](https://users.rust-lang.org/t/anyone-here-go-intellij-vscode/84499)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Community-driven performance and usability evaluation contrasting IntelliJ Rust and VSCode (rust-analyzer) workflows. Discusses compilation feedback, macro expansion speeds, and debugging tool integrations.
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [API](./api.md)
+💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
 

v2-docs/developerportals.md

@@ -20,7 +20,10 @@
   - [BBVA API Market](https://www.bbvaapimarket.com/es)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [ING Developer Portal](https://developer.ing.com/openbanking)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [ING API Marketplace](https://developer.ing.com/openbanking/api-marketplace/marketplace)
   - [Telefonica Thinking Cities](https://thinking-cities.readthedocs.io/en/latest)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Open Source Friday: Spec Kit - What it is, the problems it solves, and how' clear specs make collaboration work](https://www.youtube.com/live/2IArMAhkJcE?si=_LlIjakRXHUzERjy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Public APIs Directory](https://publicapis.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Rapid API](https://rapidapi.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Open Banking](https://en.wikipedia.org/wiki/Open_banking)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [BMW InnovationLab](https://github.com/BMW-InnovationLab)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Layering domains and microservices using API Gateways](https://kislayverma.com/software-architecture/layering-domains-and-microservices-using-api-gateways)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.oliverjumpertz.dev: The 10 Most Valuable Lessons I Learned As A Developer](https://blog.oliverjumpertz.dev/the-10-most-valuable-lessons-i-learned-as-a-developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [genbeta.com: 32.000 desarrolladores responden sobre plataformas y lenguajes' de programación: JavaScript, AWS, GitHub y Windows, los más usados](https://www.genbeta.com/desarrollo/32-000-desarrolladores-responden-plataformas-lenguajes-programacion-javascript-aws-github-windows-usados)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -29,11 +32,10 @@
   - [siliconrepublic.com: 10 dev tools recommended by start-up founders](https://www.siliconrepublic.com/advice/dev-tools-recommended-by-irish-start-up-founders)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [howhttps.works](https://howhttps.works)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: HTTPS for Developers 🌟](https://dev.to/tiangolo/https-for-developers-1774)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Public APIs Directory](https://publicapis.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [API Landscape](https://www.apidays.co/api-landscape)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [API Marketplace vs API Gateway (What’s the Difference?)](https://rapidapi.com/blog/api-marketplace-vs-api-gateway-whats-the-difference)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Rapid API](https://rapidapi.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone: RapidAPI Provides API Marketplace and Insight](https://dzone.com/articles/rapidapi-provides-api-marketplace-and-insight)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Open Source Friday: Spec Kit - What it is, the problems it solves, and how' clear specs make collaboration work](https://www.youtube.com/live/2IArMAhkJcE?si=_LlIjakRXHUzERjy)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [moesif.com: How to choose the right API Gateway for your platform: Comparison' of Kong, Tyk, Apigee, and alternatives](https://www.moesif.com/blog/technical/api-gateways/How-to-Choose-The-Right-API-Gateway-For-Your-Platform-Comparison-Of-Kong-Tyk-Apigee-And-Alternatives)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [API Management vs API Gateway: Where Does API Analytics and Monitoring Fit?](https://dzone.com/articles/api-management-vs-api-gateway-and-where-does-api-a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [API Management vs API Gateway and where does API Analytics and Monitoring fit?](https://dev.to/moesif/api-management-vs-api-gateway-and-where-does-api-analytics-and-monitoring-fit-4g75)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -82,8 +84,6 @@
   - [High Mobility @Youtube](https://www.youtube.com/channel/UCZNjYn1NXEgPa_ENPna9Atw)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [smartcar.com](https://smartcar.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [rapidapi.com/collection/car-api](https://rapidapi.com/collection/car-api)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [BMW InnovationLab](https://github.com/BMW-InnovationLab)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Open Banking](https://en.wikipedia.org/wiki/Open_banking)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Wikipedia: PSD2 - the Revised Payment Services Directive](https://en.wikipedia.org/wiki/Payment_Services_Directive)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [openbankingtracker.com](https://www.openbankingtracker.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Santander APIs](https://developerhub.santander.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -114,6 +114,15 @@ Live Grounding: Delivers strategic instruction on utilizing AI capabilities, cod
 #### Prompt Engineering
 
   - [Claude 101: Free Guides to Master Claude](https://claude101.com) <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Comprehensive guides to mastering Anthropic's Claude. Focuses on system instructions, complex XML markup injection, custom tool calls, and API configuration profiles for multi-agent workflows.
+## Cloud Native Infrastructure
+
+### Service Mesh
+
+#### Istio
+
+##### Operations
+
+  - **(2021)** [solo.io: Navigating __Istio Config__: a look into Istio’s toolkit](https://www.solo.io/blog) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A guide detailing useful debugging utilities and CLI tools for validating and diagnosing Istio configuration sets. Explains how to leverage 'istioctl' diagnostics, debug configuration states, and inspect direct Envoy configuration mappings to maintain healthy cluster states.
 ## Developer Experience
 
 ### AI Assisted Engineering
@@ -157,7 +166,12 @@ Live Grounding: Delivers strategic instruction on utilizing AI capabilities, cod
 ##### GitHub Copilot
 
   - **(2024)** [**GitHub Copilot CLI for Beginners: Getting Started**](https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-getting-started-with-github-copilot-cli/?utm_source=twitter-cli-beginners-getting-started-cta&utm_medium=social&utm_campaign=dev-pod-copilot-cli-2026) 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Introductory guide explaining how to integrate the terminal-based GitHub Copilot CLI to leverage natural-language shell queries, automating script development and git lifecycle executions.
+### Frontend Development
+
+#### Architectural Patterns
+
+  - **(2021)** [**Clean Architecture on Frontend**](https://bespoyasov.me/blog/clean-architecture-on-frontend) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An exceptional breakdown demonstrating the application of Clean Architecture principles to frontend systems. Illustrates isolation of business logic from UI components to enable extreme testability.
 
 ---
-💡 **Explore Related:** [DevOps](./devops.md) | [Project Management Methodology](./project-management-methodology.md) | [Scaffolding](./scaffolding.md)
+💡 **Explore Related:** [DevOps](./devops.md) | [Scaffolding](./scaffolding.md) | [SRE](./sre.md)
 

v2-docs/devops-tools.md

@@ -184,5 +184,5 @@
   - **(2020)** [victorops.com: Source Code Control: Trunk-Based Development vs. GitFlow](https://www.splunk.com/en_us/about-splunk/acquisitions/splunk-on-call.html) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Originally published by VictorOps (now acquired by Splunk as Splunk On-Call), this guide provides a direct comparison between Trunk-Based Development and GitFlow. It outlines the operational trade-offs between stability-centric scheduled release cycles and fast continuous deployment.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Git](./git.md)
+💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)
 

v2-docs/devops.md

@@ -5,15 +5,12 @@
 
 ## Standard Reference
 
-  - [thenewstack.io: The Challenges of Monitoring Kubernetes and OpenShift](https://thenewstack.io/kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [forbes.com: Who Should Own The Job Of Observability In DevOps?](https://www.forbes.com/councils/forbestechcouncil/2021/09/03/who-should-own-the-job-of-observability-in-devops/?streamIndex=0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [replex.io](https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Google Cloud Build](https://cloud.google.com/build)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Azure DevOps](https://azure.microsoft.com/en-us/products/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat.com: Why IT automation training is a smart way to boost your career](https://www.redhat.com/en/blog/it-automation-training)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Top 15 DevOps blogs to read and follow](https://www.techtarget.com/searchitoperations/feature/Top-15-DevOps-blogs-to-read-and-follow)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [deloitte.com: Culture change, not tech, is the secret to DevOps success (podcast) 🌟](https://www.deloitte.com/us/en/what-we-do/capabilities/cloud-transformation/collections/cloud-podcast.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [bikeshed.fm: The Bike Shed](https://bikeshed.thoughtbot.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [thenewstack.io: Kubernetes is the Accepted Platform for Cloud Native Computing](https://thenewstack.io/kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [containerjournal.com: How the Rise of Containers Will Drive DevOps](https://cloudnativenow.com/topics/cloudnativedevelopment/how-the-rise-of-containers-will-drive-devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [BBVA - DevOps: qué es y cómo mejorar los procesos gracias a esta estrategia](https://www.bbva.com/es/innovacion/devops-que-es-y-como-mejorar-los-procesos-gracias-a-esta-estrategia)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [acloudguru.com: 5 Reasons to NOT Move to DevOps 🌟](https://www.pluralsight.com/resources/blog/cloud/5-reasons-to-not-move-to-devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -25,6 +22,7 @@
   - [containerjournal.com: Kubernetes Enables DevOps-as-a-Service (DaaS) 🌟](https://cloudnativenow.com/features/kubernetes-enables-devops-as-a-service-daas)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoworld.com: 5 devops practices to improve application reliability](https://www.infoworld.com/article/2263821/5-devops-practices-to-improve-application-reliability.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat.com: Tales from the field: A system administrator's guide to IT automation](https://www.redhat.com/en/blog/it-automation-book)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [forbes.com: Who Should Own The Job Of Observability In DevOps?](https://www.forbes.com/councils/forbestechcouncil/2021/09/03/who-should-own-the-job-of-observability-in-devops/?streamIndex=0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.blog: 5 DevOps tips to speed up your developer workflow 🌟](https://github.blog/developer-skills/5-devops-tips-to-speed-up-your-developer-workflow)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [valuecoders.com: Why Should You Adopt DevOps To Deliver Business Value Rapidly?](https://www.valuecoders.com/blog/devops/devops-for-enterprises-growth)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoworld.com: How multicloud changes devops](https://www.infoworld.com/article/2337920/how-multicloud-changes-devops.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -32,6 +30,7 @@
   - [DevOps Glosary of Terms 🌟](https://digital.ai/glossary)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [The Ultimate DevOps Tool Chest 🌟](https://digital.ai/learn/diagram-generator)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [The Ultimate List of Open Source DevOps Tools](https://digital.ai)
   - [Periodic Table of DevOps 🌟](https://digital.ai/learn/devsecops-periodic-table)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure DevOps 🌟](https://azure.microsoft.com/en-us/products/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [salaboy.com: The Challenges of Platform Building on Top of Kubernetes 4/4](https://www.salaboy.com/2022/11/28/the-challenges-of-platform-building-on-top-of-kubernetes-4-4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: Platform Engineering in 2023: Dev First, Collaboration and APIs](https://thenewstack.io/platform-engineering/-in-2023-dev-first-collaboration-and-apis)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [frobes.com: How To Empower Modern Kubernetes Management With A Platform Team Model](https://www.forbes.com/councils/forbestechcouncil/2023/02/23/how-to-empower-modern-kubernetes-management-with-a-platform-team-model/?streamIndex=0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -39,24 +38,21 @@
   - [infoworld.com: Why platform engineering?](https://www.infoworld.com/article/2338392/why-platform-engineering.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [seal.io: Open Source Platform Engineering for Dev & Ops](https://gpustack.ai)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Port](https://www.port.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Wikipedia.org: DevOps](https://en.wikipedia.org/wiki/DevOps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Kubernetes Troubleshooting Guide: Common Pitfalls and Solutions](https://autodotes.com/posts/s90PP9397WYTsAWaRapd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [DevOps Roadmap for 2026](https://github.com/milanm/DevOps-Roadmap) <span class='md-tag md-tag--info'>⭐ 19457</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
-  - [Azure App Service Auto-Heal: Capturing Relevant Data During Performance' Issues](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Zebrium](https://www.zebrium.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Cloudburn: An Open-Source Policy Engine for AWS Spending](https://github.com/towardsthecloud/cloudburn) <span class='md-tag md-tag--info'>⭐ 1757</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [EntraExporter](https://github.com/microsoft/entraexporter) <span class='md-tag md-tag--info'>⭐ 860</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Platform Engineering Guide - 5 Key Use Cases of Internal Developer Platforms](https://www.techworld-with-nana.com/post/platform-engineering-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Terraform: Get User Principal Name (UPN) of User Running Deployment without' Entra ID Read Permissions](https://build5nines.com/terraform-get-user-principal-name-upn-of-user-running-deployment-without-entra-id-read-permissions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [replex.io](https://www.splunk.com/en_us/appdynamics-joins-splunk.html?301=appdynamics)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloud.google.com: DevOps](https://cloud.google.com/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Cloud Developer Tools](https://cloud.google.com/products/tools)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Google Cloud Code](https://cloud.google.com/code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/google-cloud/tagged/devops](https://medium.com/google-cloud/tagged/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/GoogleCloudPlatform/cloud-code-samples 🌟](https://github.com/GoogleCloudPlatform/cloud-code-samples) <span class='md-tag md-tag--info'>⭐ 434</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Awesome Chaos Engineering](https://github.com/dastergon/awesome-chaos-engineering) <span class='md-tag md-tag--info'>⭐ 6564</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [youtube playlist: Ansible Tutorial - by Thetips4you 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-al0Knm1A0eEXfGyd5kCi16p)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Ansible for DevOps Examples](https://github.com/geerlingguy/ansible-for-devops) <span class='md-tag md-tag--info'>⭐ 9761</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [DevOps Made Easy: Install AWS CLI, ECS CLI, Docker & Terraform Using Chocolatey](https://dev.to/aws-builders/devops-made-easy-install-aws-cli-ecs-cli-docker-terraform-using-chocolatey-2lld)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [devopscube.com](https://devopscube.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [The DevOps Bottleneck: Why IaC Orchestration is the Missing Piece](https://devops.com/the-devops-bottleneck-why-iac-orchestration-is-the-missing-piece)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Cloudburn: An Open-Source Policy Engine for AWS Spending](https://github.com/towardsthecloud/cloudburn) <span class='md-tag md-tag--info'>⭐ 1757</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Terraform: Get User Principal Name (UPN) of User Running Deployment without' Entra ID Read Permissions](https://build5nines.com/terraform-get-user-principal-name-upn-of-user-running-deployment-without-entra-id-read-permissions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [EntraExporter](https://github.com/microsoft/entraexporter) <span class='md-tag md-tag--info'>⭐ 860</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Azure App Service Auto-Heal: Capturing Relevant Data During Performance' Issues](https://techcommunity.microsoft.com/blog/appsonazureblog/azure-app-service-auto-heal-capturing-relevant-data-during-performance-issues/4390351)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Awesome Chaos Engineering](https://github.com/dastergon/awesome-chaos-engineering) <span class='md-tag md-tag--info'>⭐ 6564</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [Wikipedia.org: DevOps](https://en.wikipedia.org/wiki/DevOps)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [enterprisersproject.com: DevOps: 5 things teams need from CIOs](https://enterprisersproject.com/article/2020/7/devops-5-things-teams-need)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat.com: Understanding DevOps](https://www.redhat.com/en/topics/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [redhat.com: El concepto de DevOps](https://www.redhat.com/es/topics/devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -84,6 +80,7 @@
   - [DZone: Defining Day-2 Operations](https://dzone.com/articles/defining-day-2-operations)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [10 Real-World Kubernetes Troubleshooting Scenarios and Solutions](https://livingdevops.com/devops/10-real-world-kubernetes-troubleshooting-scenarios-and-solutions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [devops.com](https://devops.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [devopscube.com](https://devopscube.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [devopszone.info](https://www.devopszone.info)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [devopsdigest.com](https://www.devopsdigest.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [devopstips.net](https://devopstips.net)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -99,6 +96,7 @@
   - [fairwinds.com: Configuration Drift in Kubernetes - What Is It and Why it' Matters 🌟](https://www.fairwinds.com/blog/configuration-drift-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [env0.com: Automated Drift Detection 🌟](https://www.env0.com/blog/automated-drift-detection-with-env0)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: How Drift Detection and IaC Help Maintain a Secure Infrastructure](https://thenewstack.io/how-drift-detection-and-iac-help-maintain-a-secure-infrastructure)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Kubernetes Troubleshooting Guide: Common Pitfalls and Solutions](https://autodotes.com/posts/s90PP9397WYTsAWaRapd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: The case for making the transition from sysadmin to DevOps' engineer 🌟](https://opensource.com/article/19/7/devops-vs-sysadmin)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: How to transition into a career as a DevOps engineer](https://opensource.com/article/19/7/how-transition-career-devops-engineer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [opensource.com: A beginner's guide to everything DevOps 🌟](https://opensource.com/article/20/2/devops-beginners)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -196,17 +194,20 @@
   - [net.connect4techs.com: What are the top DevOps trends in 2024](https://net.connect4techs.com/what-are-the-top-devops-trends-in-2024)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dynatrace.com: 9 key DevOps metrics for success - What are the four main' DevOps metrics? DORA’s Four Keys](https://www.dynatrace.com/news/blog/devops-metrics-for-success)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/keptn: DORA metrics: automatically, for all your Kubernetes workloads](https://medium.com/keptn/dora-metrics-automatically-for-all-your-kubernetes-workloads-42225f4b8515)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [DevOps Roadmap for 2026](https://github.com/milanm/DevOps-Roadmap) <span class='md-tag md-tag--info'>⭐ 19457</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [medium: The Complete DevOps RoadMap 🌟](https://medium.com/hackernoon/the-2018-devops-roadmap-31588d8670cb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: Your Roadmap to Become a DevOps Engineer in 2021](https://dev.to/kodekloud/your-roadmap-to-become-a-devops-engineer-in-2020-i1n)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [techworld-with-nana.com: DevOps Roadmap 🌟](https://www.techworld-with-nana.com/devops-roadmap)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone.com: What Is APIOps? How to Be Successful at It](https://dzone.com/articles/what-is-apiops-and-how-to-be-successful-at-apiops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [DevOps as a Service: Migrating Your Entire DevOps Stack to the Cloud](https://devops.com/devops-as-a-service-migrating-your-entire-devops-stack-to-the-cloud)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [The DevOps Bottleneck: Why IaC Orchestration is the Missing Piece](https://devops.com/the-devops-bottleneck-why-iac-orchestration-is-the-missing-piece)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Full Cycle Developers at Netflix — Operate What You Build](https://netflixtechblog.com/full-cycle-developers-at-netflix-a08c31f83249)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Applying Netflix DevOps Patterns to Windows](https://netflixtechblog.com/applying-netflix-devops-patterns-to-windows-2a57f2dbbf79)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [datacenterdynamics.com: Why NetOps needs a digital sandbox to benefit from' DevOps](https://www.datacenterdynamics.com/en/opinions/why-netops-needs-a-digital-sandbox-to-benefit-from-devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [devops.com: The Rise of NetDevOps and CI/CD Pipeline Solutions](https://devops.com/the-rise-of-netdevops-and-ci-cd-pipeline-solutions)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.postman.com: What Is PlatformOps?](https://blog.postman.com/what-is-platformops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone: 3 GPT-3 Tools for Developers, Software and DevOps Engineers, and' SREs](https://dzone.com/articles/3-gpt-3-tools-for-developers-software-engineers-de)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Zebrium](https://www.zebrium.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Debuild](https://debuild.co)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [seekwell](https://www.seekwell.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io: The Coming Era of Data as Code 🌟](https://thenewstack.io/the-coming-era-of-data-as-code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -214,8 +215,8 @@
   - [blogs.sap.com: A Practical Guide to DevOps for SAP ERP](https://blogs.sap.com/2021/12/13/a-practical-guide-to-devops-for-sap-erp)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube playlist: DevOps - SonarQube, Artifactory, JFrog, Jenkins, Maven,' etc 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-akoYTAboxT1AbHlPmrvRYYZ)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube playlist: Docker 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-amqyqHceAhkcsopzi4PFcKc)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [youtube playlist: Ansible Tutorial - by Thetips4you 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-al0Knm1A0eEXfGyd5kCi16p)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [youtube playlist: Kubernetes 🌟](https://www.youtube.com/playlist?list=PLVx1qovxj-akr_3XqQQgpqRyQw4GYuS4h)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Platform Engineering Guide - 5 Key Use Cases of Internal Developer Platforms](https://www.techworld-with-nana.com/post/platform-engineering-guide)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [platformengineering.org](https://platformengineering.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [thenewstack.io/platform-engineering](https://thenewstack.io/platform-engineering)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [honeycomb.io: The Future of Ops Is Platform Engineering 🌟](https://www.honeycomb.io/blog/future-ops-platform-engineering)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -328,6 +329,11 @@ Live Grounding: Provides stable, secure integrations allowing compliant AI model
 ##### AWS (1)
 
   - [Cloud Posse runs-on: GitHub Actions Self-Hosted Runners](https://docs.cloudposse.com/components/library/aws/runs-on) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A robust, production-tested Terraform component for deploying and autoscaling self-hosted GitHub Actions runners inside AWS. Integrates with AWS ECS, EKS, or EC2 to provide secure, ephemeral, and cost-effective pipeline execution environments.
+### Site Reliability Engineering
+
+#### Foundations
+
+  - **(2024)** [itprotoday.com: Why Site Reliability Engineering Is Key to Modern DevOps](https://www.techtarget.com/searchcio/answer/ITPro-Today-Network-Computing-IoT-World-Today-combine-with-TechTarget) 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An executive analysis examining why SRE architecture is a vital component of any modern, high-density DevOps delivery system trying to limit service down-time.
 ## Public Cloud Infrastructure
 
 ### AWS Ecosystem
@@ -371,5 +377,5 @@ Live Grounding: Features structural overviews of AWS CodePipeline, CodeBuild, an
   - [tecmint.com 🌟](https://www.tecmint.com)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An extensive, highly active Linux documentation repository delivering step-by-step guides on server administration, shell scripting, and infrastructure configuration for sysadmins and DevOps engineers.
 
 ---
-💡 **Explore Related:** [Project Management Methodology](./project-management-methodology.md) | [Scaffolding](./scaffolding.md) | [Chaos Engineering](./chaos-engineering.md)
+💡 **Explore Related:** [Scaffolding](./scaffolding.md) | [Developerportals](./developerportals.md) | [SRE](./sre.md)
 

v2-docs/devsecops.md

@@ -8,8 +8,7 @@
   - [paloaltonetworks.com: Is Your Organization Protected Against IAM Misconfiguration Risks?](https://www.paloaltonetworks.com/blog/2020/10/cloud-iam-misconfiguration-risks)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [intezer.com: New Attacks on Kubernetes via Misconfigured Argo Workflows](https://intezer.com/blog/new-attacks-on-kubernetes-via-misconfigured-argo-workflows)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [armosec.io: Use Kubescape to check if your Kubernetes clusters are exposed to the latest K8s Symlink vulnerability (CVE-2021-25741)](https://www.armosec.io/cve-vulnerability-database)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [medium.com/@ishana98dadhich: Integrating AWS Secret Manager with EKS and' use Secrets inside the Pods: Part-1](https://medium.com/@ishana98dadhich/integrating-aws-secret-manager-with-eks-and-use-secrets-inside-the-pods-part-1-1938b0c3c2fb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [mehighlow.medium.com: Hardened-AKS/Secrets](https://mehighlow.medium.com/hardened-aks-secrets-82351c43eac4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Exploring the (lack of) security in a typical Docker and Kubernetes installation](https://www.neowin.net/news/exploring-the-lack-of-security-in-a-typical-docker-and-kubernets-installation)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [securityboulevard.com: DevOps vs. DevSecOps – Here’s How They Fit Together](https://securityboulevard.com/2021/02/devops-vs-devsecops-heres-how-they-fit-together)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [addteq.com: The REAL Difference between DevOps and DevSecOps](https://www.addteq.com/blog/2021/03/the-real-difference-between-devops-and-devsecops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -38,7 +37,6 @@
   - [dzone: DevOps Pipeline Quality Gates: A Double-Edged Sword](https://dzone.com/articles/devops-pipeline-quality-gates-a-double-edged-sword)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Focusing on the DevOps Pipeline 🌟](https://medium.com/capital-one-tech/focusing-on-the-devops-pipeline-topo-pal-833d15edf0bd)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cncf.io: Identifying Kubernetes Config Security Threats: Pods Running as' Root](https://www.cncf.io/blog/2020/06/16/identifying-kubernetes-config-security-threats-pods-running-as-root)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Automating Microsoft Sentinel Deployment with Azure DevOps CI/CD](https://noodlemctwoodle.medium.com/automating-microsoft-sentinel-deployment-with-azure-devops-ci-cd-2d4ae0c4e254)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Project Calico](https://www.projectcalico.org)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [betterprogramming.pub: Kubernetes Security With Falco](https://betterprogramming.pub/kubernetes-security-with-falco-2eb060d3ae7d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [vashishtsumit89.medium.com: Security/Pen Testing: A guide to run OWASP Zap' headless in containers for CI/CD pipeline](https://vashishtsumit89.medium.com/security-pen-testing-a-guide-to-run-owasp-zap-headless-in-containers-for-ci-cd-pipeline-ddb580dae3c8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -62,6 +60,7 @@
   - [siddhivinayak-sk.medium.com: Kubeseal & SealedSecret: Make your ‘secrets’' secure in SCM by using ‘sealed secret’](https://siddhivinayak-sk.medium.com/kubeseal-sealedsecret-make-your-secrets-secure-in-scm-by-using-sealed-secret-4631bcb39bf8)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: AWS Secret Manager: Protect sensitive information and functionality' 🌟](https://medium.com/avmconsulting-blog/aws-secret-manager-protect-sensitive-information-and-functionality-f520e15293f4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.opstree.com: AWS Secret Manager](https://blog.opstree.com/2021/11/16/aws-secret-manager)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [medium.com/@ishana98dadhich: Integrating AWS Secret Manager with EKS and' use Secrets inside the Pods: Part-1](https://medium.com/@ishana98dadhich/integrating-aws-secret-manager-with-eks-and-use-secrets-inside-the-pods-part-1-1938b0c3c2fb)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Coding for Secrets Reliability with HashiCorp Vault](https://medium.com/hashicorp-engineering/coding-for-secrets-reliability-with-hashicorp-vault-2090dd8667e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hashicorp.com: Vault & Kubernetes: Better Together](https://www.hashicorp.com/resources/vault-and-kubernetes-better-together)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Vault Learning Resources: Vault 1.5 features and more](https://www.hashicorp.com/blog/learn-vault-1-5)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -93,6 +92,7 @@
   - [hashicorp.com: Why Use the Vault Agent for Secrets Management?](https://www.hashicorp.com/blog/why-use-the-vault-agent-for-secrets-management)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium.com/nerd-for-tech: PKI Certs Injection to K8s Pods with Vault Agent' Injector](https://medium.com/nerd-for-tech/pki-certs-injection-to-k8s-pods-with-vault-agent-injector-d97482b48f3d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [hashicorp.com: Refresh Secrets for Kubernetes Applications with Vault Agent](https://www.hashicorp.com/blog/refresh-secrets-for-kubernetes-applications-with-vault-agent)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [mehighlow.medium.com: Hardened-AKS/Secrets](https://mehighlow.medium.com/hardened-aks-secrets-82351c43eac4)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: Declarative secret management for GitOps with Kapitan](https://medium.com/kapitan-blog/declarative-secret-management-for-gitops-with-kapitan-b3c596eab088)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone: Managing Secrets Deployment in GitOps Workflow 🌟](https://dzone.com/articles/managing-kubernetes-secrets)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [portworx.com: Implementing Data Security on Red Hat OpenShift 🌟](https://portworx.com/implementing-data-security-on-red-hat-openshift)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -274,6 +274,7 @@
   - [opensource.com: Sign and verify container images with this open source' tool (sigstore)](https://opensource.com/article/21/12/sigstore-container-images) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Explains how developers can use Sigstore's Cosign integration to guarantee image authenticity. Highlights structural differences between classic PGP setups and the identity-driven ledger approach utilized by modern DevSecOps frameworks.
 #### Security Tooling (1)
 
+  - **(2021)** [**cloud.redhat.com: Top Open Source Kubernetes Security Tools of 2021 🌟🌟**](https://www.redhat.com/en/blog/top-open-source-kubernetes-security-tools-of-2021) <span class='md-tag md-tag--warning'>[EN CONTENT]</span> 🌟🌟🌟🌟 <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A strategic overview of outstanding open-source Kubernetes protection mechanisms. Summarizes and contrasts the deployment use-cases for prominent systems focused on static verification, policy governance, and kernel monitoring.
   - [techbeacon.com: 17 open-source container security tools 🌟](https://techbeacon.com/security/17-open-source-container-security-tools) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A curated directory cataloging seventeen critical open-source security technologies. Details structural features and comparison parameters across image scanners, policy-engine enforcement options, and runtime observation technologies.
   - [itnext.io: Top 6 Threat Detection Tools for Containers](https://itnext.io/top-6-threat-detection-tools-for-containers-3dd80b77777e) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Compares six container risk detection technologies. Contrasts passive image checking with complex system-call interception models (e.g., Falco), showing engineers how to balance performance overhead against real-time protection.
 ### Vulnerability Management
@@ -403,6 +404,7 @@
   - [thenewstack.io: SecOps in a Post-COVID World: 3 Security Trends to Watch](https://thenewstack.io/secops-in-a-post-covid-world-3-security-trends-to-watch)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Outlines critical security trends influenced by the sudden acceleration of distributed remote workforces and cloud adoption. Emphasizes the prioritization of identity-centric security boundaries, zero-trust cloud network baselines, and automated threat hunting capabilities.
 #### Transition Guides
 
+  - **(2021)** [cloudify.co: Understanding DevSecOps And Its Challenges](https://docs.cloudify.co) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Examines structural challenges in scaling DevSecOps, focusing on multi-cloud security orchestrations. Contrast: Curator Insight highlights simple automation roadblocks, while Live Grounding confirms that managing state drift across multiple Kubernetes regions is the primary blocker. Highly technical perspective.
   - [ais.com: Leaping into DevSecOps from DevOps](https://www.ais.com/leaping-into-devsecops-from-devops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Offers structural steps to migrate existing DevOps operations toward a DevSecOps operational state. Contrast: Curator Insight notes basic pipeline modifications, whereas Live Grounding shows that identity security and secrets orchestration represent the largest transition hurdles. Highly practical implementation blueprint.
   - [invensislearning.com: Difference between DevOps and DevSecOps](https://www.invensislearning.com/blog/devops-vs-devsecops)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Distinguishes the exact operational and architectural boundaries separating classic DevOps from modern DevSecOps. Contrast: Curator Insight details simple workflow differences, while Live Grounding proves that DevSecOps represents a declarative shift from reactive scanning to continuous runtime enforcement. Excellent educational reference.
   - [devops.com: Tips for a Successful DevSecOps Life Cycle](https://devops.com/tips-for-a-successful-devsecops-life-cycle)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A granular walkthrough detailing how to embed automated security checkpoints across each phase of the application development lifecycle. Contrast: Curator Insight focuses on sequential steps, whereas Live Grounding demonstrates that real-time developer feedback loops are required to prevent security tool alert exhaustion. Helpful implementation guide.
@@ -423,8 +425,8 @@
   - [thenewstack.io: Infrastructure-as-Code: 6 Best Practices for Securing Applications' 🌟](https://thenewstack.io/infrastructure-as-code-6-best-practices-for-securing-applications)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Presents six foundational guidelines for securing IaC templates before cloud deployments. Contrast: Curator Insight limits its scope to simple template linters, while Live Grounding confirms that evaluating IaC using declarative Policy-as-Code engines (like OPA) is the standard method to block configuration drift. Essential reference.
 #### Static Analysis (1)
 
-  - [KubeLinter](https://github.com/stackrox/kube-linter) <span class='md-tag md-tag--info'>⭐ 3450</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A static analysis tool that analyzes Kubernetes YAML manifests and Helm charts against best practices for security and production readiness. Checks for running as root, container security context settings, and missing resource limits.
   - [blog.christophetd.fr: Shifting Cloud Security Left — Scanning Infrastructure' as Code for Security Issues](https://blog.christophetd.fr/shifting-cloud-security-left-scanning-infrastructure-as-code-for-security-issues)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A deep-dive analysis on shifting cloud security left by scanning Infrastructure as Code (IaC) templates for misconfigurations before deployment. Contrast: Curator Insight targets traditional static code checks, while Live Grounding validates that integrating tools like tfsec, Checkov, and Kics directly into CI/CD is now an industry standard. Essential for platform engineering security.
+  - [KubeLinter](https://github.com/stackrox/kube-linter) <span class='md-tag md-tag--info'>⭐ 3450</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A static analysis tool that analyzes Kubernetes YAML manifests and Helm charts against best practices for security and production readiness. Checks for running as root, container security context settings, and missing resource limits.
   - [thenewstack.io: StackRox KubeLinter Brings Security Linting to Kubernetes](https://thenewstack.io/stackrox-kubelinter-brings-security-linting-to-kubernetes)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Introduces StackRox's KubeLinter tool, exploring its core capabilities to audit deployment manifests and Helm templates before operational execution. Details standard rule definitions and highlights strategies for developer integration.
   - [github.com/yannh/kubeconform 🌟](https://github.com/yannh/kubeconform) <span class='md-tag md-tag--info'>⭐ 3033</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A highly performant Kubernetes manifest validator written in Go, acting as a faster alternative to `kubeval`. Validates resource specifications against OpenAPI schemas, supporting custom resource definitions (CRDs) seamlessly in CI/CD environments.
   - [thenewstack.io: Security Insights into Infrastructure-as-Code](https://thenewstack.io/security-insights-into-infrastructure-as-code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Details security challenges present in IaC files across Terraform, Ansible, and CloudFormation. Analyzes typical misconfiguration risks (such as public S3 buckets, open security groups) and demonstrates the value of automated programmatic verification.
@@ -602,6 +604,11 @@
 #### Secrets Management (4)
 
   - [kubewarden.io: Scanning secrets in environment variables](https://www.kubewarden.io/blog/2022/10/env-var-secrets) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--warning'>[EMERGING]</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Demonstrates how to use Kubewarden admission policies to dynamically intercept and prevent container deployments containing plaintext secrets or API keys exposed in environment variables. Provides concrete policy writing paradigms using WebAssembly (Wasm) and Rego.
+### Kubernetes Fundamentals
+
+#### Security Concepts (1)
+
+  - **(2026)** [==kubernetes.io: Overview of Cloud Native Security==](https://kubernetes.io/docs/concepts/security) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟🌟🌟🌟🌟 <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The authoritative framework defining Kubernetes security architecture across the 'FourCs' Model: Cloud, Cluster, Container, and Code. Serves as the foundational blueprint for understanding attack vectors, defense-in-depth methodologies, and default-deny paradigms in orchestrating container workloads safely.
 ### Kubernetes Hardening
 
 #### Threat Landscape
@@ -743,6 +750,9 @@
 
   - [GitHub security: what does it take to protect your company from credentials' leaking on GitHub? 🌟](https://blog.gitguardian.com/github-security) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An in-depth corporate case study and operational guide detailing the systematic threats of credential leakage in public and private Git environments. It highlights risk mitigation frameworks, API scanner configurations, and team hygiene rules required to prevent credential sprawl.
   - [blog.gitguardian.com: Secrets in source code (episode 2/3). Why secrets' in git are such a problem](https://blog.gitguardian.com/secrets-credentials-api-git) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — This educational blog post outlines the threat vectors of hardcoded secrets in Git histories. It details the structural reasons why standard version control systems make secret revocation difficult once committed, presenting static pre-commit hooks as the primary defense.
+#### Secrets Scanning
+
+  - **(2022)** [jfrog.com: How to protect your secrets with Spectral and JFrog Pipelines](https://jfrog.com/blog) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A practical walk-through showing how to use Spectral in tandem with JFrog Pipelines. The tutorial focuses on identifying misplaced credentials and code misconfigurations inside continuous integration stages.
 #### Supply Chain Security (3)
 
   - [Anchore: Secure Container Based CI/CD Workflows](https://anchore.com/cicd) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An overview of Anchore's enterprise solutions for securing CI/CD pipelines through extensive Software Bill of Materials (SBOM) generation and continuous container inspection. It helps organizations detect upstream dependencies risk and establish a trusted supply chain.
@@ -913,9 +923,6 @@
 #### Dependency Analysis (1)
 
   - [socket.dev: Introducing Socket](https://socket.dev/blog/introducing-socket)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An architectural introduction to Socket's active package monitoring system. Evaluates structural anomalies in dependencies by tracing suspicious network calls, API system changes, and permission escalations.
-#### Enterprise Platform
-
-  - **(2021)** [tanzu.vmware.com: Log4Shell Vulnerability Spotlights the Importance of Adopting Trusted Open Source Software Providers for the Enterprise](https://www.vmware.com/products/app-platform/tanzu)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Examines the strategic imperative of establishing trusted open-source workflows inside enterprise build infrastructures. Demonstrates how Tanzu's curated application platform streamlines immediate mitigation tasks at runtime.
 #### Open Source Policy
 
   - [zdnet.com: Log4j: Google and IBM call for list of critical open source projects](https://www.zdnet.com/article/log4j-after-white-house-meeting-google-calls-for-list-of-critical-open-source-projects)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Discusses high-level strategies initiated by Google and IBM to identify and secure critical open-source software structures. Explores how public-private partnerships aim to fortify base infrastructure projects globally.
@@ -982,5 +989,5 @@
   - [torq.io: 5 Security Automation Examples for Non-Developers](https://torq.io/blog/5-security-automation-examples-for-non-developers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Provides five actionable automation playbooks for SecOps teams to streamline alert triage and response actions. Contrast: Curator Insight presents low-code solutions for non-developers, while Live Grounding shows that automating through structured JSON endpoints and centralized notification platforms is key to keeping MTTR minimal. Practical operational guide.
 
 ---
-💡 **Explore Related:** [Kubernetes Security](./kubernetes-security.md) | [Kustomize](./kustomize.md) | [Crossplane](./crossplane.md)
+💡 **Explore Related:** [IaC](./iac.md) | [Terraform](./terraform.md) | [Securityascode](./securityascode.md)
 

v2-docs/digital-money.md

@@ -11,5 +11,5 @@
 
 
 ---
-💡 **Explore Related:** [Elearning](./elearning.md) | [Recruitment](./recruitment.md) | [Freelancing](./freelancing.md)
+💡 **Explore Related:** [Elearning](./elearning.md) | [Finops](./finops.md) | [Recruitment](./recruitment.md)
 

v2-docs/digitalocean.md

@@ -32,5 +32,5 @@
   - [NGINXConfig](https://www.digitalocean.com/community/tools/nginx)  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — DigitalOcean's visual configuration tool for Nginx. It generates highly secure, production-tested server blocks tailored for modern features like HTTP/2, custom security headers, SSL/TLS optimizations via Let's Encrypt, and Gzip compression.
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/docker.md

@@ -38,20 +38,13 @@
   - [jfrog.com: THE BASICS: 7 Alternatives to Docker: All-in-One Solutions and Standalone Container Tools 🌟](https://jfrog.com/learn/devops/alternatives-to-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.logrocket.com: Top Docker alternatives for 2022](https://blog.logrocket.com/docker-alternatives)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Docker for LLMs](https://www.docker.com/llm)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [What is Podman and How Does it Compare to Docker?](https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Floci - An AWS Local Emulator Alternative](https://github.com/floci-io/floci) <span class='md-tag md-tag--info'>⭐ 12740</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [github.com/google/go-containerregistry 🌟](https://github.com/google/go-containerregistry) <span class='md-tag md-tag--info'>⭐ 3881</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [nerdctl 🌟](https://github.com/containerd/nerdctl) <span class='md-tag md-tag--info'>⭐ 10104</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
-  - [kaniko](https://github.com/GoogleContainerTools/kaniko) <span class='md-tag md-tag--info'>⭐ 15762</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
-  - [technology.doximity.com: Buildpacks vs Dockerfiles 🌟](https://technology.doximity.com/articles/buildpacks-vs-dockerfiles)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [cheatsheetseries.owasp.org: Docker Security Cheat Sheet 🌟🌟](https://cheatsheetseries.owasp.org/cheatsheets/Docker_Security_Cheat_Sheet.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [blog.alexellis.io: Building containers without Docker 🌟](https://blog.alexellis.io/building-containers-without-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [containerd - An open and reliable container runtime](https://github.com/containerd/containerd) <span class='md-tag md-tag--info'>⭐ 20746</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
+  - [What is Podman and How Does it Compare to Docker?](https://build5nines.com/what-is-podman-and-how-does-it-compare-to-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Podman.io](https://podman.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Buildah.io](https://buildah.io)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [cheatsheetseries.owasp.org: Docker Security Cheat Sheet 🌟🌟](https://cheatsheetseries.owasp.org/cheatsheets/Docker_Security_Cheat_Sheet.html)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Docker Hardened Images for Every Developer](https://www.docker.com/blog/docker-hardened-images-for-every-developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
-  - [Awesome Docker 🌟](https://github.com/veggiemonk/awesome-docker) <span class='md-tag md-tag--info'>⭐ 36056</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
-  - [Awesome Compose 🌟](https://github.com/docker/awesome-compose) <span class='md-tag md-tag--info'>⭐ 45355</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [Dzone refcard: Getting Started with Docker](https://dzone.com/refcardz/getting-started-with-docker-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [Dzone refcard: Java Containerization 🌟](https://dzone.com/refcardz/java-containerization)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [americanexpress.io: **Do Not Run Dockerized Applications as Root** 🌟](https://americanexpress.io/do-not-run-dockerized-applications-as-root)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -74,6 +67,7 @@
   - [docker.com: Year in Review: The Most Viewed Docker Blog Posts of 2020 Part' 2 🌟](https://www.docker.com/blog/year-in-review-the-most-viewed-docker-blog-posts-of-2020-part-2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [cloudsavvyit.com: How to Use Cron With Your Docker Containers](https://www.cloudsavvyit.com/9033/how-to-use-cron-with-your-docker-containers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoq.com: Docker Hub and JFrog Partnership Removes Image Pull Limits for' Artifactory Users](https://www.infoq.com/news/2021/01/docker-jfrog-partnership)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [technology.doximity.com: Buildpacks vs Dockerfiles 🌟](https://technology.doximity.com/articles/buildpacks-vs-dockerfiles)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [docker.com: Containerized Python Development – Part 1](https://www.docker.com/blog/containerized-python-development-part-1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [pythonspeed.com: The worst so-called “best practice” for Docker](https://pythonspeed.com/articles/security-updates-in-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [developers.redhat.com: Making environment variables accessible in front-end' containers](https://developers.redhat.com/blog/2021/03/04/making-environment-variables-accessible-in-front-end-containers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -165,7 +159,10 @@
   - [iximiuz.com: Docker: How To Debug Distroless And Slim Containers 🌟](https://iximiuz.com/en/posts/docker-debug-slim-containers)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to: 9 Docker Extensions Every Developer Must Try](https://dev.to/docker/9-docker-extensions-every-developer-must-try-1no2)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/Saniewski/mongo-express-docker-extension](https://github.com/Saniewski/mongo-express-docker-extension) <span class='md-tag md-tag--info'>⭐ 11</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Awesome Docker 🌟](https://github.com/veggiemonk/awesome-docker) <span class='md-tag md-tag--info'>⭐ 36056</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
+  - [Awesome Compose 🌟](https://github.com/docker/awesome-compose) <span class='md-tag md-tag--info'>⭐ 45355</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [medium: Docker anti-patterns | Codefresh](https://medium.com/containers-101/docker-anti-patterns-ad2a1fcd5ce1)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [Docker Hardened Images for Every Developer](https://www.docker.com/blog/docker-hardened-images-for-every-developer)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [brianchristner.io: How to use Docker Security Scan Locally](https://brianchristner.io/how-to-use-docker-scan)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [snyk.io: 10 Docker Security Best Practices 🌟](https://snyk.io/blog/10-docker-image-security-best-practices)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoq.com: Is Docker Secure Enough?](https://www.infoq.com/articles/securing-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
@@ -202,6 +199,7 @@
   - [ttl.sh: Anonymous & ephemeral Docker image registry 🌟](https://ttl.sh)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [buildg: Interactive debugger for Dockerfile 🌟](https://github.com/ktock/buildg) <span class='md-tag md-tag--info'>⭐ 1495</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [infoq.com: Debugging Large and Complex Dockerfiles Gets Easier with Buildg](https://www.infoq.com/news/2022/09/debug-dockerfiles-buildg)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [github.com/google/go-containerregistry 🌟](https://github.com/google/go-containerregistry) <span class='md-tag md-tag--info'>⭐ 3881</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [jesseduffield/lazydocker](https://github.com/jesseduffield/lazydocker) <span class='md-tag md-tag--info'>⭐ 51111</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [docker.com: Docker and Ambassador Labs Announce Telepresence for Docker,' Improving the Kubernetes Development Experience 🌟](https://www.docker.com/blog/telepresence-for-docker)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [github.com/containrrr/watchtower](https://github.com/containrrr/watchtower) <span class='md-tag md-tag--info'>⭐ 24618</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
@@ -228,12 +226,22 @@
   - [thenewstack.io: Container Images the Easy Way with Cloud Native Buildpacks](https://thenewstack.io/container-images-the-easy-way-with-cloud-native-buildpacks)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dev.to/pmbanugo: Goodbye Dockerfiles: Build Secure & Optimised Node.js Container' Images with Cloud Native Buildpacks](https://dev.to/pmbanugo/goodbye-dockerfiles-build-secure-optimised-nodejs-container-images-with-cloud-native-buildpacks-489p)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [medium: nerdctl: Docker-compatible CLI for contaiNERD](https://medium.com/nttlabs/nerdctl-359311b32d0e)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
+  - [nerdctl 🌟](https://github.com/containerd/nerdctl) <span class='md-tag md-tag--info'>⭐ 10104</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [img](https://github.com/genuinetools/img) <span class='md-tag md-tag--info'>⭐ 3986</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
   - [jib](https://github.com/GoogleContainerTools/jib) <span class='md-tag md-tag--info'>⭐ 14402</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
+  - [kaniko](https://github.com/GoogleContainerTools/kaniko) <span class='md-tag md-tag--info'>⭐ 15762</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
   - [itnext.io: Replace Docker Desktop with lima](https://itnext.io/replace-docker-desktop-with-lima-88ec6f9d6a19)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone: Alternatives to Docker Desktop](https://dzone.com/articles/alternatives-to-docker-desktop)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
   - [dzone: Docker Alternatives: 10 Alternatives to Docker for Your SaaS Application](https://dzone.com/articles/docker-alternatives-10-alternatives-to-docker-for)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
 
+## Cloud Native AI
+
+### Big Data Orchestration
+
+#### Spark on Kubernetes
+
+  - **(2021)** [datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally Available](https://www.datamechanics.co)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Curator Insight: Platform news highlighting Apache Spark 3.1 generally available support for native Kubernetes.
+Live Grounding: Covers the native scheduling capabilities, decommissioning behaviors, and executor tracking improvements that made Kubernetes a first-class citizen for Spark.
 ## Cloud Native Security
 
 ### Supply Chain Security
@@ -262,7 +270,14 @@
 #### Guides and Workflows
 
   - [itnext.io: Software development in containers — a cookbook 🌟🌟🌟](https://itnext.io/software-development-in-containers-a-cookbook-2ba14d07e535) <span class='md-tag md-tag--warning'>[EN CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A detailed technical guide explaining how to design local workflows with container environments. Demonstrates setup strategies for hot reloading, direct container mounts, network port forwards, and dev-to-prod pipeline parity.
+## Infrastructure Standards
+
+### Container Registry
+
+#### Legacy Resources
+
+  - **(2026)** [Test an insecure registry 🌟](https://docs.docker.com/retired) <span class='md-tag md-tag--primary'>[DOCUMENTATION]</span> 🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Retired Docker documentation dealing with configurations of insecure, unencrypted private registries. Preserved for diagnosing vintage local developer configurations.
 
 ---
-💡 **Explore Related:** [Container Managers](./container-managers.md) | [Kubernetes Monitoring](./kubernetes-monitoring.md) | [Kubernetes Troubleshooting](./kubernetes-troubleshooting.md)
+💡 **Explore Related:** [Kubernetes Operators Controllers](./kubernetes-operators-controllers.md) | [Serverless](./serverless.md) | [OCP 3](./ocp3.md)
 

v2-docs/dom.md

@@ -12,5 +12,5 @@
 
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [API](./api.md)
+💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
 

v2-docs/dotnet.md

@@ -42,5 +42,5 @@
   - [Extend your coding agent with .NET Skills](https://devblogs.microsoft.com/dotnet/extend-your-coding-agent-with-dotnet-skills)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Step-by-step instruction illustrating how to inject specialized .NET SDK contexts and compilation knowledge bases into autonomous coding agents to optimize C# generation pipelines.
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [API](./api.md)
+💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
 

v2-docs/edge-computing.md

@@ -16,5 +16,5 @@
 
 
 ---
-💡 **Explore Related:** [AWS Security](./aws-security.md) | [AWS Storage](./aws-storage.md) | [AWS Databases](./aws-databases.md)
+💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Public Cloud Solutions](./public-cloud-solutions.md) | [Managed Kubernetes In Public Cloud](./managed-kubernetes-in-public-cloud.md)
 

v2-docs/elearning.md

@@ -27,9 +27,6 @@
 
 ### Databases
 
-#### PostgreSQL
-
-  - **(2025)** [learn.crunchydata.com](https://www.crunchydata.com/developers/tutorials) 🌟🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — An interactive database training portal detailing progressive PostgreSQL configuration, clustering, and troubleshooting. Crucial for architects planning highly available, stateful cloud-native storage engines.
 #### SQL
 
   - [SQL Police Department](https://sqlpd.com)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An interactive, gamified SQL training playground where users act as police detectives to solve technical cases using structured queries. Excellent for practicing complex join and filtering logics.
@@ -124,5 +121,5 @@
   - [techiescamp/devops-projects:Real-World DevOps Projects For Learning](https://github.com/techiescamp/devops-projects)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A curated GitHub repository containing end-to-end real-world DevOps projects. Implements standard infrastructure-as-code deployments, multi-tier CI/CD pipelines, and structured orchestration designs.
 
 ---
-💡 **Explore Related:** [Recruitment](./recruitment.md) | [Freelancing](./freelancing.md) | [Finops](./finops.md)
+💡 **Explore Related:** [Finops](./finops.md) | [Recruitment](./recruitment.md) | [Appointment Scheduling](./appointment-scheduling.md)
 

v2-docs/embedded-servlet-containers.md

@@ -12,5 +12,5 @@
 
 
 ---
-💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [API](./api.md)
+💡 **Explore Related:** [Chromedevtools](./ChromeDevTools.md) | [Visual Studio](./visual-studio.md) | [Python](./python.md)
 

v2-docs/faq.md

@@ -98,5 +98,5 @@
   - [developers.redhat.com: Why Kubernetes native instead of cloud native? 🌟](https://developers.redhat.com/blog/2020/04/08/why-kubernetes-native-instead-of-cloud-native)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Curator Insight: Highlights the distinction between applications run on cloud infrastructure and systems designed specifically to leverage native Kubernetes operators and structures. Live Grounding: Analyzes how API extensions, CRDs, and native configuration constructs improve resilience, efficiency, and resource utilization.
 
 ---
-💡 **Explore Related:** [Mkdocs](./mkdocs.md) | [Cheatsheets](./cheatsheets.md) | [Git](./git.md)
+💡 **Explore Related:** [Cheatsheets](./cheatsheets.md) | [Kubernetes](./kubernetes.md) | [Demos](./demos.md)