Merge release/v2.9.35 into master

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

.github/workflows/03.1.agentic_v2_metadata.yml

@@ -66,8 +66,12 @@ jobs:
             echo "No changes in inventory to commit."
           else
             git commit -m "chore: update inventory stars and licenses [skip ci]"
-            git pull origin develop --rebase
-            git push origin develop
+            # Retry rebase+push to survive concurrent bot pushes to develop.
+            for i in {1..5}; do
+              git pull origin develop --rebase && git push origin develop && exit 0
+              echo "Push attempt $i/5 rejected — retrying..."; sleep $((i * 3))
+            done
+            echo "::error::Inventory metadata push failed after 5 attempts."; exit 1
           fi
 
       - name: Persist Incremental Inventory to Cache

.github/workflows/03.2.agentic_v2_ai.yml

@@ -80,8 +80,12 @@ jobs:
             echo "No changes in AI analysis to commit."
           else
             git commit -m "chore: update inventory AI analysis"
-            git pull origin develop --rebase
-            git push origin develop
+            # Retry rebase+push to survive concurrent bot pushes to develop.
+            for i in {1..5}; do
+              git pull origin develop --rebase && git push origin develop && exit 0
+              echo "Push attempt $i/5 rejected — retrying..."; sleep $((i * 3))
+            done
+            echo "::error::Inventory AI-analysis push failed after 5 attempts."; exit 1
           fi
 
       - name: Persist Incremental Inventory to Cache

.github/workflows/03.3.agentic_v2_videos.yml

@@ -90,8 +90,12 @@ jobs:
             echo "No automated changes to commit."
           else
             git commit -m "docs: update Video Hub with high-fidelity metadata"
-            git pull origin develop --rebase
-            git push origin develop
+            # Retry rebase+push to survive concurrent bot pushes to develop.
+            for i in {1..5}; do
+              git pull origin develop --rebase && git push origin develop && exit 0
+              echo "Push attempt $i/5 rejected — retrying..."; sleep $((i * 3))
+            done
+            echo "::error::Video Hub push failed after 5 attempts."; exit 1
           fi
 
       - name: Persist Incremental Inventory Cache

.github/workflows/04.1.agentic_v2_publish.yml

@@ -124,37 +124,49 @@ jobs:
           python -m src.safety_readme
 
       - name: Commit and Push V2 Elite Updates
+        env:
+          PYTHONPATH: ${{ github.workspace }}
         run: |
           git config --global user.name "Nubenetes Bot"
           git config --global user.email "bot@nubenetes.com"
           git add -A
           if git diff --staged --quiet; then
             echo "No automated changes to commit."
-          else
-            git commit -m "feat: sync V2 elite curated edition and README metrics [skip ci]"
-            # Pull, rebase, and push with automatic resolution of README.md conflicts
-            for i in {1..5}; do
-              if git pull origin develop --rebase; then
-                if git push origin develop; then
-                  exit 0
-                fi
-              else
-                echo "Rebase conflict detected, attempting self-healing..."
-                # Discard local conflicting changes to README.md and accept remote
-                git checkout --ours README.md || git checkout --theirs README.md
-                git add README.md
-                # Continue rebase
-                GIT_EDITOR=true git rebase --continue || { git rebase --abort; git pull origin develop; }
-                # Re-run README sync to update metrics with remote state incorporated
-                python -m src.readme_updater
-                python -m src.safety_readme
-                git add README.md
-                git commit --amend --no-edit
-              fi
-              sleep 5
-            done
-            git push origin develop
+            exit 0
           fi
+          git commit -m "feat: sync V2 elite curated edition and README metrics [skip ci]"
+          OUR=$(git rev-parse HEAD)
+          # Deterministic publish loop (replaces the fragile rebase + --ours/--theirs
+          # self-healing that could hang on a conflict and discard the bot's metrics).
+          # The render is authoritative for its generated surface, so each attempt:
+          #   1. hard-resets to the freshest remote tip (no conflict possible),
+          #   2. overlays our generated outputs verbatim (docs/, v2-docs/, inventory,
+          #      news_digest) — source configs in data/ are left untouched,
+          #   3. regenerates README.md (a pure function of the inventory) on top,
+          #   4. commits and pushes; on rejection it retries from the new tip.
+          GENERATED="docs v2-docs data/inventory.yaml data/inventory.sql data/news_digest.json"
+          for i in {1..5}; do
+            echo "Publish attempt $i/5..."
+            git fetch origin develop
+            git reset --hard origin/develop
+            git checkout "$OUR" -- $GENERATED
+            python -m src.readme_updater
+            python -m src.safety_readme
+            git add -A
+            if git diff --staged --quiet; then
+              echo "Remote already matches this render. Nothing to push."
+              exit 0
+            fi
+            git commit -m "feat: sync V2 elite curated edition and README metrics [skip ci]"
+            if git push origin develop; then
+              echo "Push succeeded on attempt $i."
+              exit 0
+            fi
+            echo "Attempt $i rejected — remote advanced, retrying from fresh tip..."
+            sleep $((i * 3))
+          done
+          echo "::error::V2 publish push failed after 5 attempts (persistent write contention on develop)."
+          exit 1
 
       - name: Create or Update Promotion PR to Master
         env:

.github/workflows/05.1.readme_sync.yml

@@ -59,38 +59,33 @@ jobs:
           git config --global user.name "Nubenetes Bot"
           git config --global user.email "bot@nubenetes.com"
           export PYTHONPATH=$PYTHONPATH:.
-          # Pull latest before committing to shrink the conflict window
-          git pull --no-rebase origin develop
-          # Re-run updater so metrics reflect the latest remote state
-          python src/readme_updater.py
-          python src/safety_readme.py
-          git add README.md
-          if git diff --staged --quiet; then
-            echo "No changes in README.md to commit."
-            exit 0
-          fi
-          git commit -m "docs: automated README metric synchronization [skip ci]"
-          # Push-first loop: try push, then merge-pull on rejection (not rebase)
-          # Using merge avoids --ours/--theirs confusion that plagued the rebase approach
+          # README.md is a *pure function* of the inventory, so we never need to
+          # preserve a local README state: each attempt hard-resets to the freshest
+          # remote tip, regenerates, commits and pushes. This eliminates the two
+          # failure classes that previously broke this job:
+          #   1. Dirty-tree abort — the earlier steps modify README.md, then
+          #      `git pull` aborted with "local changes would be overwritten by merge".
+          #   2. Merge/rebase --ours/--theirs confusion under concurrent bot pushes.
+          # A push can now only be rejected if the remote advanced between reset and
+          # push; we simply retry from the new tip. No conflict resolution required.
           for i in {1..5}; do
-            echo "Push attempt $i/5..."
+            echo "README sync attempt $i/5..."
+            git fetch origin develop
+            git reset --hard origin/develop
+            python src/readme_updater.py
+            python src/safety_readme.py
+            git add README.md
+            if git diff --staged --quiet; then
+              echo "README already in sync with inventory. Nothing to commit."
+              exit 0
+            fi
+            git commit -m "docs: automated README metric synchronization [skip ci]"
             if git push origin develop; then
               echo "Push succeeded on attempt $i."
               exit 0
             fi
-            echo "Attempt $i rejected — integrating remote changes via merge..."
-            git fetch origin develop
-            if ! git merge --no-edit -X ours origin/develop; then
-              # Merge could not auto-resolve; keep bot's README and continue
-              git checkout --ours README.md
-              git add README.md
-              GIT_EDITOR=true git merge --continue
-            fi
-            # Re-compute metrics on the merged state (idempotent)
-            python src/readme_updater.py
-            python src/safety_readme.py
-            git add README.md
-            git diff --staged --quiet || git commit --amend --no-edit
+            echo "Attempt $i rejected — remote advanced, retrying from fresh tip..."
             sleep $((i * 3))
           done
-          git push origin develop
+          echo "::error::README sync failed after 5 attempts (persistent write contention on develop)."
+          exit 1

.github/workflows/06.deploy_final.yml

@@ -25,6 +25,9 @@ jobs:
         uses: actions/checkout@v6
         with:
           submodules: true
+          # Full history so mkdocs-git-revision-date-localized can compute the
+          # real per-page "last updated" date (shallow clone => all build-date).
+          fetch-depth: 0
 
       - name: Setup Python
         uses: actions/setup-python@v6

.github/workflows/07.1.pr_guardian.yml

@@ -10,6 +10,11 @@ on:
         required: false
         type: string
 
+# Cancel superseded Guardian runs when a PR is updated (saves CI minutes + Gemini calls).
+concurrency:
+  group: pr-guardian-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
 jobs:
   agentic-presubmit:
     runs-on: ubuntu-latest
@@ -35,6 +40,11 @@ jobs:
           pip install --no-cache-dir pydantic PyGithub httpx fake-useragent pytz python-dotenv pyyaml tenacity
 
       - name: Run PR Guardian Analysis
+        # Advisory gate: the Guardian is an AI heuristic that can misattribute
+        # pre-existing lines or mischaracterize a PR. It always posts its findings
+        # as a PR comment, but a non-zero exit must NOT show the PR as a blocking
+        # red ❌. continue-on-error keeps the check green while preserving the comment.
+        continue-on-error: true
         env:
           GEMINI_API_KEY_1: ${{ secrets.GEMINI_API_KEY_1 }}
           GEMINI_API_KEY_2: ${{ secrets.GEMINI_API_KEY_2 }}
@@ -49,7 +59,10 @@ jobs:
         run: |
           git config --global user.name "nubenetes-bot"
           git config --global user.email "bot@nubenetes.com"
-          git add docs/ v2-docs/ README.md data/inventory.yaml data/inventory.sql src/memory/
+          # NOTE: v2-docs/ is deliberately excluded. It is generated by
+          # src/v2_optimizer.py (single source of truth); re-formatting it here
+          # caused a perpetual cosmetic develop<->master drift (see pr_guardian.py).
+          git add docs/ README.md data/inventory.yaml data/inventory.sql src/memory/
           if ! git diff --cached --quiet; then
             git commit -m "style(cleaner): auto-correcting formatting & URL normalization"
             git push origin HEAD:${{ github.event.pull_request.head.ref }} || echo "⚠️ Push failed (likely fork permission limit)."

.github/workflows/07.2.markdown_linter.yml

@@ -10,6 +10,11 @@ on:
     paths:
       - '**/*.md'
 
+# Supersede in-flight lint runs for the same PR/branch on new commits.
+concurrency:
+  group: md-linter-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
 jobs:
   lint:
     runs-on: ubuntu-latest

CHANGELOG.md

@@ -5,6 +5,161 @@ 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).
 
+## [[2.9.35]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.35) - 2026-06-20
+
+### Added
+- **Kubernetes provider hub**: A fragmentation audit found only two prefix clusters — `aws` (fixed in v2.9.34) and `kubernetes`. Unlike AWS, Kubernetes is well-classified (rich parent at 157 links + substantial distinct children: tools 144, networking 64, security 52, monitoring 24, …), so nothing is merged. This adds a "Deep-Dive Topic Pages" hub to `kubernetes.md` indexing its 14 substantial sub-pages (Tools · Networking · Security · Monitoring · Storage · Autoscaling · Operators · Alternatives · Big Data · Tutorials · Backup & Migrations · Client Libraries · Local Dev · On-Premise) — purely additive navigation, no merging or pruning. Other small pages (pulumi, kustomize, registries, …) are legitimate distinct topics and were intentionally left alone. Generator-only (`src/v2_optimizer.py`); republished on the next curation run.
+
+## [[2.9.34]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.34) - 2026-06-20
+
+### Changed
+- **AWS page de-fragmentation + provider hub**: The AWS landing page rendered with only ~3 links because AWS content was split across ~20 granular pages (Azure/GCP use a single rich page each), many with just 1-5 links. Two generator changes in `src/v2_optimizer.py` fix this: (A) `aws.md` now renders a "Deep-Dive Topic Pages" hub linking to the substantial sub-pages that remain (Serverless · Storage · Networking · Security · IaC · Backup · New Features) via a new `subpage_hubs` map; (B) the near-empty / junk-drawer AWS sub-pages (≤7 links + "miscellaneous": aws-pricing, aws-training, aws-data, aws-messaging, aws-tools-scripts, aws-monitoring, aws-architecture, aws-containers, aws-devops, aws-databases, aws-miscellaneous) merge into `aws.md` via the existing `merge_map`, with their slugs removed from `dimensions` so the pipeline prunes the orphans and auto-syncs the nav. Verified with `--render-only`: aws.md goes from 3 to 44 links plus the 7-child hub. V1 (`docs/`) is untouched by design (exhaustive archive + merge source). Generator-only; the AWS pages are republished on the next curation run.
+
+## [[2.9.33]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.33) - 2026-06-20
+
+### Added
+- **Quick-nav menu expansion — 38 destinations**: Data-driven expansion of the hybrid quick-nav (ranked by per-page link count + relevance). New 📊 Digest menu pairs both editions (Tech & Cloud Digest + Industry & Geo Digest); new 🧰 K8s menu surfaces the Kubernetes ecosystem (Kubernetes Tools · Helm · Managed K8s · OpenShift · Tutorials). Existing menus grew: ☁️ Cloud += Serverless · FinOps; 🌐 Network += Service Mesh (Istio emoji → ⛵); ⚙️ Ops += IaC · Developer Portals; ⋯ More += Technical Tags · Demos. 38 destinations total across 6 direct pills + 7 Popover menus; chip font trimmed to 0.62rem with tighter gap/padding so all 13 bar chips fit one row down to ~1280px. Verified in Chrome 148 (Playwright): every menu opens below its button, flips near the right edge, and closes on Esc. Cache-bust `?v=2.9.33`; V2-only.
+
+## [[2.9.32]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.32) - 2026-06-20
+
+### Fixed
+- **Quick-nav menus open below their button + fit one row**: Fixed two issues in the v2.9.31 hybrid quick-nav (verified in Chrome 148 via Playwright). (1) The Popover category menus did not visibly open on click — they used `position-area: bottom span-inline-end`, which mixes a physical keyword (`bottom`) with a logical one (`span-inline-end`); that is invalid CSS and silently computed to `none`, leaving the menu in its static position on top of the button. Fixed with a valid all-physical `position-area: bottom span-right` plus explicit `anchor-name` / `position-anchor` pairs per button↔menu, so each menu reliably drops below its trigger and auto-flips near the right edge. (2) The bar wrapped to a second row on common displays — reduced the chip font ~1pt (`0.7rem → 0.64rem`) and trimmed the column-gap/padding so all 7 pills + 5 menus fit a single row down to 1280px viewports. Cache-bust `?v=2.9.32`; V2-only, CSS-only.
+
+## [[2.9.31]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.31) - 2026-06-20
+
+### Changed
+- **Hybrid quick-nav — direct pills + Popover category menus**: Collapsed the 25-destination quick-nav from 3 wrapped rows to a single slim row that stays one row regardless of how many destinations are added. The most-used flagships remain direct one-click pills (Topic Map · Digest · Kubernetes · Docker · GitOps · Terraform · AI & MCP); the long-tail clusters fold into five category menus — ☁️ Cloud, 🌐 Network, 🔐 Security, ⚙️ Ops, ⋯ More — built with the native HTML Popover API + CSS Anchor Positioning (Baseline 2026), zero JS. Menus drop below their button via `position-area` with flip fallbacks, animate in with `@starting-style`, rotate their caret via `:has()`, and inherit the Popover API's built-in Esc / click-outside dismissal and focus management (identical on touch and desktop); `prefers-reduced-motion` honored. All 25 destinations preserved. Touches `docs/overrides/main.html` + `docs/static/v2_elite.css` (cache-bust `?v=2.9.31`); V2-only, no page regeneration.
+
+## [[2.9.30]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.30) - 2026-06-20
+
+### Changed
+- **Quick-nav — networking cluster + DevSecOps**: Grew the quick-nav bar to 25 destinations. Added a new networking cluster after the cloud providers (🌐 Networking · 🕸️ Istio · 🔗 K8s Net) and DevSecOps alongside Security (🔐 Security · 🛡️ DevSecOps), keeping short labels and category grouping. Template-only change to `docs/overrides/main.html` reusing the existing `.nb-quicknav` pill styling — no CSS change, no page regeneration. V2-only.
+
+## [[2.9.29]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.29) - 2026-06-20
+
+### Changed
+- **Quick-nav redesign — centered category-grouped pill chips**: Grew the quick-nav bar to 21 destinations and restyled it as a modern, centered chip bar. Added CI/CD, Ansible, and the three hyperscalers (AWS, Azure, GCP), and reordered every tab into related category clusters with short labels: discovery (Topic Map · Digest · Videos) → platform (Kubernetes · Docker) → delivery (GitOps · CI/CD) → IaC (Terraform · Ansible) → cloud (AWS · Azure · GCP) → security → ops (Observability · SRE · DevOps) → data (Messaging) → AI/ML (AI & MCP · MLOps) → Methodology → V1 Archive (muted). Chip background/border/glow are derived from the theme accent via `color-mix(in srgb, …)` (Chrome 111+) so the bar restyles automatically with the palette; rows are centered (`justify-content: center`) for a balanced multi-row layout, with hover lift, `:focus-visible` outline, `prefers-reduced-motion` support, and a mobile single-row horizontal scroll. Touches `docs/overrides/main.html` + `docs/static/v2_elite.css` (cache-bust `?v=2.9.29`); V2-only, no page regeneration.
+
+## [[2.9.28]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.28) - 2026-06-20
+
+### Changed
+- **Expanded quick-nav bar**: Grew the slim quick-nav bar from 6 to 16 curated one-click destinations, surfacing the principal topics across all of Nubenetes from any page. Added the cloud-native pillars (Kubernetes · Docker · GitOps · Terraform · K8s Security · Observability), the ops disciplines (SRE · DevOps), data/messaging (Message Queue), and MLOps alongside the existing AI & MCP hub. Template-only change to `docs/overrides/main.html` (no CSS change, no page regeneration); reuses the existing `.nb-quicknav__link` styling with `flex-wrap` handling density on narrow viewports. Still under the 18-tab overflow line the bar was designed to avoid. V2-only.
+
+## [[2.9.27]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.27) - 2026-06-20
+
+### Added
+- **Slim quick-nav bar**: A thin horizontal bar below the header on every V2 page with six curated one-click destinations (Topic Map · Intelligence Digest · Video Hub · AI & MCP · Methodology · V1 Archive). These cross-cutting destinations previously only existed as badge cards on the home; the bar makes them persistently reachable from any depth. Implemented by overriding Material's `tabs` block (empty since `navigation.tabs` is disabled) plus `.nb-quicknav` CSS — so it adds persistent shortcuts WITHOUT reintroducing the 18-tab overflow and WITHOUT collapsing the full collapsible left navigation tree. Template/CSS-only (no page regeneration); V2-only.
+
+## [[2.9.26]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.26) - 2026-06-20
+
+### Changed
+- **Collapsible, nested left navigation**: After moving the sections to the left sidebar in 2.9.25, they rendered as a *flat* list of 18 labels with no expand/indent — `navigation.sections` made them non-collapsible group labels and `navigation.prune` stripped the inactive children. Disabled both so the sidebar is now a proper collapsible, nested, indented tree (14 toggles / chevrons, collapsed by default, click to expand). No size penalty (88,213 vs 88,516 bytes per page).
+
+### Added
+- **Home section headings**: The V2 home had a single H2, leaving its right-hand "On this page" TOC empty. Added `## Explore the Ecosystem` (badge cards) and `## Trending Now` (Intelligence Digest) alongside the existing `## The Cloud Native Universe We Track`, so the home's right TOC now lists three real sections. Net effect: both side columns are now useful on every page — left = full collapsible directory, right = per-page section map.
+
+## [[2.9.25]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.25) - 2026-06-20
+
+### Changed
+- **V2 navigation: tabs → left sidebar**: The 18 top-level sections were rendered as a horizontal tab bar (`navigation.tabs`), whose labels total ~3300px and overflowed a typical ~1400px laptop viewport — forcing horizontal scroll to reach the right-side dimensions and leaving the left sidebar nearly empty on top-level pages like the home. Disabled `navigation.tabs` (+ `.sticky`) so the sections render in the standard vertical left sidebar: it handles all 18 collapsed sections via normal scroll, stays populated on every page (the home's rendered nav goes from 23 links to the full 178-link tree), and nothing clips. Theme-only change preserved across publishes (the optimizer's nav-sync only rewrites the `nav:` block).
+
+## [[2.9.24]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.24) - 2026-06-20
+
+### Added
+- **Per-page JSON-LD structured data**: Each V2 content page now emits a second JSON-LD block — a schema.org `CollectionPage` tied to the existing `WebSite`/`Organization` `@graph` — carrying the page name, description, URL, and `datePublished` / `dateModified` fed by the `git-revision-date-localized` plugin's raw ISO dates (the creation/last-update dates from 2.9.23). This enables article/collection rich snippets in search results with real freshness dates. Template-only change (`docs/overrides/main.html`), applied at build time; the homepage is skipped (it is already the `WebSite` entity), and JSON is built with `| tojson` for safe escaping.
+
+## [[2.9.23]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.23) - 2026-06-20
+
+### Changed
+- **Richer per-page SEO meta descriptions**: The unique-but-templated descriptions from 2.9.22 now lead with each page's **top-ranked resource names** (long-tail keywords) — e.g. *"Top Kubernetes resources for 2026, AI-ranked: Helm, kube-prometheus and more — curated Cloud Native tools, guides and references."* URL/path-like and emoji-laden titles are filtered out, pages whose top links are all URL-like fall back to the clean template, and the text is capped at ~160 chars on a word boundary. (There is no per-page AI intro to mine, so the page's own top resources are the cleanest source.)
+
+### Added
+- **Per-page creation dates**: Enabled `enable_creation_date` on the `git-revision-date-localized` plugin, so every V2 page footer now shows both **Created** and **Last update** — an additional age/freshness signal alongside the last-modified date introduced in 2.9.18.
+
+## [[2.9.22]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.22) - 2026-06-20
+
+### Added
+- **robots.txt**: Added `v2-docs/robots.txt` (deployed at the site root) that allows full crawl and references both the V2 (root) and V1 (`/v1/`) sitemaps — previously the site shipped a `sitemap.xml` with no `robots.txt` pointing at it.
+
+### Changed
+- **Unique per-page SEO meta descriptions**: Every V2 page previously fell back to the identical global `site_description`, so ~140 pages shared one `<meta name="description">` (a duplicate-content SEO penalty). `v2_optimizer.py` now emits a unique `description:` front-matter per page — derived from the page title and its strategic dimension — which Material renders as `<meta name="description">` and `og:description`. The Topic Map and Methodology pages get tailored descriptions. The 12 redirect-stub pages were intentionally left untouched (they already 0s meta-refresh redirect with `canonical` pointing at the target, which passes authority better than `noindex`).
+
+## [[2.9.21]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.21) - 2026-06-20
+
+### Added
+- **README database & lifecycle diagrams**: Added two new collapsible Mermaid diagrams — a **Database Architecture** diagram (§6.1.3) detailing the YAML + SQLite coexistence engine (`inventory.sql` Git source-of-truth → in-memory SQLite → `inventory.yaml` mirror, plus the per-resource schema), and a **full Data Lifecycle** diagram (§6.3) tracing a resource from discovery and ingestion through cached maintenance/enrichment to render and deploy, with background garbage collection.
+
+### Changed
+- **Grouped, compact Technical Tags Index TOC**: The `tags.md` table of contents was a flat 80-entry numbered list that buried the 8 maturity tags under a long tail of one-resource "X Content" language tags. It is now grouped into *Maturity and Quality* (numbered) plus *Technical Domains* / *Language and Format* (compact, count-sorted inline rows). Generator (`v2_optimizer.py`) now emits unique explicit heading anchors (`{#slug}`) shared by the TOC and section headers — fixing collisions where `C` / `C#` / `C++` all resolved to `#c-content` — corrects the `1 resource` grammar, and filters non-language values (`En`, `Not Applicable`, `Multi-Language`, `Polyglot`, …) that previously created meaningless tag buckets.
+- **README mermaid legibility & accuracy**: Fixed text overflow in four diagrams (Division of Labor, Agentic Data Flow, Debate Protocol, Deployment Lifecycle) by wrapping long node labels, removed a duplicate edge, and refreshed the V2 feature documentation with the v2.9.16–v2.9.20 work (Topic Map & Methodology pages, per-page last-updated dates, JSON-LD, branded 404, deterministic generated artifacts).
+
+## [[2.9.20]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.20) - 2026-06-20
+
+### Fixed
+- **RSS feed drift fully eliminated**: The 2.9.19 fix derived the feed's `<lastBuildDate>` from `_meta.last_updated`, but that analysis timestamp is bumped on every publish even when the ranked content is unchanged, so `v2-docs/feed.xml` still drifted between `develop` and `master`. `src/rss_generator.py` now derives `lastBuildDate` from the **freshest item's content date** (the items only change when the ranking actually changes), with `_meta.last_updated`/a constant as fallbacks. Verified deterministic across reruns, and the `develop` and `master` digests both yield `2026-06-18` — so `feed.xml` is now byte-identical across branches and no longer spawns no-op promotion diffs.
+
+## [[2.9.19]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.19) - 2026-06-20
+
+### Fixed
+- **Deterministic RSS `lastBuildDate` (residual develop↔master drift)**: `src/rss_generator.py` set the feed's `<lastBuildDate>` to `datetime.utcnow()`, so every republish rewrote it even when the digest was unchanged — leaving a perpetual 1-line diff in `v2-docs/feed.xml` (the last residual after the PR Guardian drift fix in 2.9.18). It now derives the date from the digest's `_meta.last_updated` (the actual analysis timestamp), falling back to the most recent item date then a fixed constant, making the feed a pure function of its input. Verified byte-identical output across repeated runs; the feed now changes only when the digest content actually changes.
+- **In-page filter no longer injected on Topic Map & Methodology**: The resource search / maturity-tag widget (`static/v2_filter.js`) auto-injects wherever a page has `<ul><li>` items. Topic Map lists category links (with counts) and Methodology lists legend rows — neither carries `.md-tag` maturity tags, so the pills always filtered to zero and the "Showing X of Y resources" counter mis-counted categories/rows as resources. Added both pages to the widget's existing `<h1>`-based skip-list (alongside the home, Video Hub, Tags and Digest pages). Cache-bust `v2_filter.js?v=2.9.19`.
+
+## [[2.9.18]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.18) - 2026-06-20
+
+### Added
+- **Per-page "Last update" dates (SEO freshness)**: Enabled the `git-revision-date-localized` MkDocs plugin on the V2 portal, surfacing a real last-modified date on every page. Added the dependency to `requirements.txt`, configured it in `v2-mkdocs.yml` (`type: date`, `fallback_to_build_date: true` so a missing git history never fails the build), and set `fetch-depth: 0` on the `06.deploy_final.yml` checkout so the plugin reads full history instead of collapsing every page to the build date.
+- **JSON-LD structured data**: Injected schema.org `WebSite` (with a sitelinks `SearchAction`) + publishing `Organization` markup via an `extrahead` block in `docs/overrides/main.html`, making the canonical `nubenetes.com` root eligible for richer search results and knowledge-panel association. Validated: build exits 0 and the emitted JSON-LD parses to `[WebSite, Organization]`.
+
+### Fixed
+- **`develop ↔ master` cosmetic drift loop (recurring no-op release PRs)**: The PR Guardian (`07.1.pr_guardian.yml` → `src/pr_guardian.py`) ran its auto-formatter ("&"→"and" in headings, URL trailing-slash/tracking-param stripping) on every changed `.md` — including the **generated** `v2-docs/` tree — and committed the result back to the PR branch. Because feature PRs land on `develop` (Guardian runs) but release branches merge to `master` via plain `git merge` (Guardian does not run), `develop` accumulated the normalized form while `master` kept the generator's raw form, producing a perpetual cosmetic diff that spawned recurring no-op "🚀 Release: Agentic V2 Portal Update" PRs (e.g. #399). Since `v2_optimizer.py` is the single source of truth for `v2-docs/` formatting, the Guardian now skips that tree in its auto-format loop and drops it from the auto-commit `git add`; hand-authored `docs/` and `README`/`inventory` are unaffected.
+
+## [[2.9.17]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.17) - 2026-06-20
+
+### Fixed
+- **Topic Map heading increment (MD001 lint failure)**: The new `topic-map.md` page emitted its per-dimension headings as `###` (h3) directly under the page `#` (h1) title, skipping h2. This tripped `markdownlint` **MD001/heading-increment**, turning the `07.2. Markdown Linter` workflow red on both `develop` and `master` right after the v2.9.16 release. Fixed the generator (`v2_optimizer.py`) and the committed page to emit dimensions as `##` (h2), and updated the CSS selector to `.topic-map-dim h2`. As a bonus, the h2 dimensions now populate the right-hand "On this page" TOC with a clean per-dimension index. Verified with the exact CI `markdownlint` config (0 errors); cache-bust bumped to `?v=2.9.17`.
+
+## [[2.9.16]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.16) - 2026-06-20
+
+### Added
+- **V2 Topic Map page**: A new `topic-map.md` (generated by `v2_optimizer.py`) presents the complete category directory grouped by strategic dimension in a **responsive multi-column CSS grid** (3 → 2 → 1 columns), with a **per-category resource count** badge derived from a recursive walk of each category's link tree. This replaces the ~130-link "Strategic Dimensions" dump that previously bloated the home page, and is reachable from a new hero badge card and the top-level nav.
+- **V2 Methodology page**: The Maturity Taxonomy and Technical Impact (star score) legend tables moved out of the home into a dedicated `methodology.md`, leaving the landing page focused while keeping the reference one click away.
+- **Branded 404 page** (`docs/overrides/404.html`, shared V1/V2): replaces the theme's bare "404 - Not found" with a helpful page offering Home / Topic Map / V1 Archive — a safety net for the deep-link stability the portal depends on.
+
+### Changed
+- **Home landing page restructured for altitude**: Moved the fresh, dynamic **Trending Now / Intelligence Digest** block *above* the signature YouTube channel mosaic (previously the static mosaic pushed the live content below the fold). The mosaic is preserved as a brand showcase and now closes the page under a new **"The Cloud Native Universe We Track"** heading, with a slim reference footer linking the Topic Map, Methodology and Video Hub.
+- **YouTube mosaic legibility & performance**: Surfaced the seven per-group category labels that were previously hidden in a `title=` tooltip (visible accent-bordered labels), and added `loading="lazy"` to the ~150 channel logos for a meaningful LCP/initial-load improvement.
+- **About page videos hardened**: The two embedded videos now use `youtube-nocookie.com` (no tracking cookies until play — consistent with the active `privacy` plugin), `loading="lazy"`, and a responsive `aspect-ratio` wrapper that no longer overflows on mobile.
+- **Collapsed left navigation**: Disabled `navigation.expand` in `v2-mkdocs.yml`; with ~169 nav entries it forced every section open (heavy DOM, overwhelming). The new Topic Map page now serves as the full scannable directory.
+- **CSS hygiene**: Hoisted repeated inline styles (hero badge row) into `v2_elite.css` classes and bumped the cache-bust to `?v=2.9.16`.
+
+## [[2.9.15]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.15) - 2026-06-19
+
+### Changed
+- **Navigable Intelligence Digest TOC**: The Tech & Cloud and Industry & Geo digest pages now show their sections in the right-hand "On this page" TOC. They were rendered period-first (three time-window tabs, each nesting every category as **bold text**), so the pages had zero real headings and an empty TOC. Inverted the layout in `_generate_digest_pages()` to **category-first**: each category is a real `##` heading (Kubernetes & Orchestration, Containers & Runtime, … / Americas, Europe, Spain, Asia-Pacific), with the three time-windows (3 / 6 / 12 months) as content tabs *inside* each category. The TOC now lists all 22 tech categories and 4 geo regions exactly once, headings sit at column 0 (no more MD023 workaround), and the tabbed UX is preserved.
+
+## [[2.9.14]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.14) - 2026-06-19
+
+### Changed
+- **Deterministic V2 Publisher Push (04.1)**: Replaced the fragile rebase + `git checkout --ours/--theirs README.md` self-healing in `04.1.agentic_v2_publish.yml` — which could hang on a non-README conflict and silently discard the bot's README metrics — with the same deterministic model now used by `05.1`. The render is authoritative for its generated surface, so each attempt hard-resets to the freshest `origin/develop` tip, overlays the generated outputs verbatim (`docs/`, `v2-docs/`, `data/inventory.yaml`, `data/inventory.sql`, `data/news_digest.json` — source configs like `link_rules.yaml`/`special_assets.yaml` are deliberately left untouched), regenerates `README.md` on top, then commits and pushes with a 5-attempt retry. This never hangs on a conflict and never loses data. Also pinned `PYTHONPATH` on the step so the in-loop `readme_updater`/`safety_readme` calls always resolve `src`.
+
+## [[2.9.13]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.13) - 2026-06-19
+
+### Fixed
+- **README Sync Dirty-Tree / Race Failure (root cause)**: `05.1.readme_sync.yml` modified `README.md` in earlier steps and then ran `git pull`, which aborted with *"Your local changes to README.md would be overwritten by merge"* — guaranteed to fail whenever a concurrent bot commit (e.g. the V2 Publisher's `[skip ci]` sync) advanced `develop` first. Rewrote the commit step as a `fetch → reset --hard origin/develop → regenerate → commit → push` retry loop. Since `README.md` is a *pure function* of the inventory, hard-resetting to the freshest remote tip is always safe and removes the merge-conflict and `--ours/--theirs` confusion classes entirely. A push is now only rejected if the remote advances mid-attempt, in which case it retries from the new tip.
+
+### Changed
+- **Inventory Push Retries (03.1 / 03.2 / 03.3)**: The metadata, AI-analysis and Video-Hub workflows did a single `git pull --rebase && git push` with no retry, so any rejection from a concurrent push failed the run. Wrapped each in a 5-attempt rebase+push loop (matching the proven `09.weekly_digest.yml` idiom).
+- **PR Guardian is now advisory (07.1)**: The AI presubmit is a heuristic that can misattribute pre-existing lines or mischaracterize a PR (it flagged an untouched `about.md` line on PR #392). It still posts its findings as a PR comment, but `continue-on-error: true` stops a non-zero exit from showing the PR as a blocking red ❌. Added PR-scoped `concurrency` so superseded runs are cancelled (saving CI minutes and Gemini calls).
+- **Markdown Linter concurrency (07.2)**: Added PR/branch-scoped `concurrency` with `cancel-in-progress` so new commits supersede in-flight lint runs.
+
+## [[2.9.12]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.12) - 2026-06-19
+
+### Fixed
+- **V2 In-Page Search/Tag Filter Disappeared**: The per-page resource search box with maturity tag-pills (`static/v2_filter.js`) stopped appearing on every page after `navigation.instant` was enabled in the `2026-06-19` MkDocs UX overhaul. The widget hooked only `DOMContentLoaded`, which under Material's instant (SPA) navigation fires solely on the first load — subsequent in-nav page swaps never re-injected it. Reworked the script to initialize through Material's `document$` observable (emits on every instant navigation, with a `DOMContentLoaded` fallback), guard against double-injection, bind the clickable-tag delegation once on `document`, and show a "no results" state. Cache-bust bumped to `?v=2.9.12`.
+
+### Changed
+- **Removed Redundant In-Page Table of Contents**: Dropped the Markdown `## Table of Contents` block from all 156 V2 content pages and from the renderer (`v2_optimizer.py`). It duplicated the theme's heading index and, on large pages, forced hundreds of links of scroll before any content (e.g. `kubernetes-tools` 297 lines, `kubernetes` 295, `demos` 227). Replaced by the MkDocs Material native sticky **"On this page"** TOC: removed `toc.integrate` and added `toc.follow` in `v2-mkdocs.yml` so headings render in the right sidebar and track scroll position. The `tags.md` index page keeps its TOC (it *is* a navigation index).
+
 ## [[2.9.10]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.10) - 2026-06-19
 
 ### Fixed

README.md

@@ -135,14 +135,14 @@ 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 2026-06-19)
+(Stats as of 2026-06-20)
 
 <!-- HEART_STATS_START -->
 | Metric | Value |
 | :--- | :--- |
 | **Total Technical Resources (Links)** | **18647+** |
 | **Specialized MD Pages** | **162** |
-| **Total Commits** | **6175+** |
+| **Total Commits** | **6359+** |
 | **Primary AI Engine** | **Google Gemini (Agentic)** |
 <!-- HEART_STATS_END -->
 
@@ -180,7 +180,7 @@ 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 | 2616 | 10,804 | **Agentic AI Surge** (May 2026 Inception) |
+| 9 | 2026 | 2800 | 11,564 | **Agentic AI Surge** (May 2026 Inception) |
 <!-- ANNUAL_GROWTH_END -->
 
 <!-- ANNUAL_CHART_START -->
@@ -195,9 +195,9 @@ config:
 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 --> 11000
-    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 10804]
-    bar [350, 142, 2046, 531, 402, 30, 53, 5, 2616]
+    y-axis "Volume (Commits / Estimated New Refs)" 0 --> 12000
+    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 11564]
+    bar [350, 142, 2046, 531, 402, 30, 53, 5, 2800]
 ```
 <!-- ANNUAL_CHART_END -->
 
@@ -207,7 +207,7 @@ xychart-beta
 | :--- | :---: | :---: | :--- |
 | 2026-04 | 25 | 103 | Active Curation |
 | 2026-05 | 2101 | 8,677 | **Agentic Inception (Gemini Era)** |
-| 2026-06 | 490 | 2,023 | Active Curation |
+| 2026-06 | 674 | 2,783 | Active Curation |
 <!-- MONTHLY_SURGE_END -->
 
 ### 2.4. Content Distribution and Semantic Clustering
@@ -350,9 +350,9 @@ Nubenetes partitions AI Agent tasks between the automated cloud pipeline and loc
 
 ```mermaid
 graph TD
-    A["awesome-kubernetes Repository"] --> B["GEMINI.md<br>(Curation & Data Mandates)"]
-    A --> C[".gemini/skills/awesome-kubernetes-ops/SKILL.md<br>(Local Dev Operations Guide)"]
-    
+    A["awesome-kubernetes Repository"] --> B["GEMINI.md<br>(Curation and Data Mandates)"]
+    A --> C[".gemini/skills/<br>awesome-kubernetes-ops/SKILL.md<br>(Local Dev Operations Guide)"]
+
     B --> D["Cloud Automation<br>(GitHub Actions runner)"]
     B --> E["Local Workspace<br>(Antigravity Coding Session)"]
     
@@ -443,6 +443,15 @@ The V2 portal includes an **AI-powered Intelligence Digest** system that surface
 - **Clean URLs enforced**: Both V1 and V2 use `use_directory_urls: true` producing SEO-friendly URLs (e.g., `/kubernetes/` not `/kubernetes.html`).
 - **Offline plugin permanently removed**: The MkDocs `offline` plugin forces `.html` suffixes on all URLs, breaking thousands of existing deep-links and SEO authority. It is explicitly forbidden in both `CLAUDE.md` and `GEMINI.md` mandates.
 
+#### V2 Home Restructure and SEO (v2.9.16–v2.9.20)
+- **Category-first landing page**: The home leads with the dynamic **Trending Now / Intelligence Digest**, followed by the signature YouTube mosaic (now framed under a *"The Cloud Native Universe We Track"* heading with **visible per-group category labels** and `loading="lazy"` on its ~150 logos).
+- **Topic Map page** ([`topic-map.md`](v2-docs/topic-map.md)): The complete category directory grouped by strategic dimension in a **responsive multi-column CSS grid**, with a **per-category resource count** derived from a recursive walk of each category's link tree. Replaces the long flat "Strategic Dimensions" list that previously bloated the home.
+- **Methodology page** ([`methodology.md`](v2-docs/methodology.md)): The Maturity Taxonomy and Technical Impact (star-score) legend tables, moved off the home into a dedicated reference page.
+- **Per-page "Last update" dates**: The `git-revision-date-localized` plugin surfaces a real last-modified date on every page (freshness signal for SEO and readers); the deploy checkout uses `fetch-depth: 0` for full history.
+- **JSON-LD structured data**: schema.org `WebSite` (with a sitelinks `SearchAction`) + publishing `Organization` markup injected via `docs/overrides/main.html` for richer search results.
+- **Branded 404 page** and **privacy-friendly video embeds** (`youtube-nocookie.com` + lazy-loading + responsive `aspect-ratio` wrapper).
+- **Deterministic generated artifacts**: the RSS feed's `lastBuildDate` derives from item content dates (not wall-clock), and the PR Guardian no longer auto-formats the generated `v2-docs/` tree — both eliminating spurious `develop ↔ master` churn.
+
 ### 5.3. Architecture Comparison Matrix: V1 vs. V2
 To better understand the dual-nature of the project, the following matrix details the technical and philosophical differences between the two editions:
 
@@ -550,6 +559,41 @@ To guarantee backward compatibility and Git efficiency, the system operates on a
 *   **Structural Intelligence**: `hierarchy` (Recursive JSON list), `tags` (JSON list), `v1_locations`, `v2_locations`, `youtube_mosaic` (JSON dict).
 *   **Platinum Lifecycle**: `content_hash` (SHA256 fingerprint), `health_score` (0-100), `source_provenance`, `social_preview_url`, `mentions_count`, `addition_method`.
 
+#### 6.1.3. Database Architecture Diagram (YAML + SQLite Coexistence)
+The following diagram details the dual-format storage engine: the flat `inventory.sql` text file is the Git source of truth, compiled into an in-memory SQLite database at runtime for relational queries, then decompiled back on save and mirrored to `inventory.yaml` for backward-compatible, high-speed parsing.
+
+<details><summary>🗺️ <b>View Database Architecture Diagram</b></summary>
+
+```mermaid
+graph TD
+    subgraph GIT["Git Source of Truth (versioned · 1 line per resource)"]
+        SQL["data/inventory.sql<br/>flat SQL text"]
+        YAML["data/inventory.yaml<br/>backward-compatible mirror"]
+    end
+
+    SQL -->|"compile on load"| MEM[("In-memory SQLite<br/>relational schema + SQL queries")]
+    MEM -->|"iterdump() on save"| SQL
+    MEM -->|"dual-save sync"| YAML
+    YAML -->|"CSafeLoader / CSafeDumper<br/>native C speed (10-20x)"| PARSE["Python consumers<br/>v2_optimizer · reorganize_mosaic<br/>safety_guard"]
+    AI["Gemini AI agents"] -->|"JSON messages in / out"| MEM
+
+    subgraph SCHEMA["Per-resource record — url = Primary Key"]
+        CORE["Core<br/>title · year · stars 0-5<br/>description V1 · ai_summary V2 · category"]
+        STRUCT["Structural<br/>hierarchy JSON · tags JSON<br/>v1/v2_locations · youtube_mosaic JSON"]
+        PLAT["Platinum lifecycle<br/>content_hash SHA256 · health_score<br/>discovered_at · last_ai_eval · addition_method"]
+    end
+
+    MEM -.->|"defines"| CORE
+    MEM -.->|"defines"| STRUCT
+    MEM -.->|"defines"| PLAT
+
+    style SQL fill:#bbf,stroke:#333,stroke-width:2px
+    style MEM fill:#f96,stroke:#333,stroke-width:2px
+    style YAML fill:#86efac,stroke:#333,stroke-width:2px
+```
+
+</details>
+
 ### 6.2. The 'Database-First' Reasoning Protocol (Zero-Redundancy)
 To maximize economic efficiency and maintain the **30-minute execution standard**, all AI agents follow a **Database-First** and **Zero-Redundancy** protocol:
 1.  **Local Lookup**: Before initiating any Gemini call, the agent queries the compiled SQLite/SQL database to see if the URL is already indexed.
@@ -561,7 +605,48 @@ To maximize economic efficiency and maintain the **30-minute execution standard*
 7.  **Mandatory Persistence**: Modified databases are automatically injected into Pull Requests, ensuring that "System Memory" is version-controlled and shared across all workflows.
 
 ### 6.3. Database Lifecycle and Hygiene
-To maintain a high-performance "Single Source of Truth", Nubenetes implements automated hygiene protocols:
+To maintain a high-performance "Single Source of Truth", Nubenetes implements automated hygiene protocols. The diagram below traces a resource's full lifecycle — from autonomous discovery and ingestion, through incremental (cached) maintenance and enrichment, to rendering and deployment — with continuous background garbage collection.
+
+<details><summary>🗺️ <b>View Full Data Lifecycle Diagram</b></summary>
+
+```mermaid
+graph TD
+    subgraph S1["1 · Discovery and Ingestion"]
+        SRC["X.com · RSS · GitHub Trending<br/>autonomous source discovery"] --> CUR["Agentic Curator<br/>dedup · vaporware filter · scoring"]
+    end
+    CUR -->|"new resources"| DB[("Unified DB<br/>inventory.sql + inventory.yaml")]
+
+    subgraph S2["2 · Maintenance and Enrichment (incremental + cached)"]
+        HEALTH["Health Monitor<br/>200 OK · rescue 404s"]
+        META["Metadata Engine<br/>GitHub stars · license · CNCF status"]
+        AIEVAL["AI Curator<br/>summary · hierarchy · tags · debate"]
+        DRIFT["Drift and Staleness<br/>SHA256 · re-eval after 6 months"]
+    end
+    DB <--> HEALTH
+    DB <--> META
+    DB <--> AIEVAL
+    DB <--> DRIFT
+
+    subgraph S3["3 · Render"]
+        DB -->|"surgical line edits"| V1["V1 Archive<br/>docs/"]
+        DB -->|"elite selection + rebuild"| V2["V2 Portal<br/>v2-docs/"]
+        DB --> AUX["RSS feed · digest<br/>README metrics"]
+    end
+
+    subgraph S4["4 · Publish and Deploy"]
+        V1 --> REL["develop → master<br/>tag + GitHub Release"]
+        V2 --> REL
+        REL --> PAGES["Native GH Pages<br/>nubenetes.com"]
+    end
+
+    GC["Bi-monthly GC<br/>orphan pruning · audit log"] -.->|"hygiene"| DB
+
+    style DB fill:#f96,stroke:#333,stroke-width:2px
+    style PAGES fill:#86efac,stroke:#333,stroke-width:2px
+```
+
+</details>
+
 - **Universal Rescue Protocol (The Resurrection Rule)**: For ALL technical resources, the engine refuses to delete a link immediately upon a 404 or generic redirect. Instead, it triggers a "Technical Resurrection" cycle using **Real-time Web Grounding** to identify specific paths on destination domains. This is essential for preserving legendary content during massive corporate site migrations (e.g., **Nginx** to **F5**, or the **Ansible Blog** move to personal domains).
 - **High-Value Preservation (The 'Review Required' Rule)**: Resources identified as **High-Value** (marked with 🌟 or bold formatting) are exempt from automatic deletion. If rescue fails, they are marked as `status: review_required` for manual verification, ensuring no significant technical assets are lost during autonomous cleaning.
 
@@ -761,10 +846,10 @@ graph TD
     end
 
     subgraph "Agentic Tiering and Debate (Multi-Agent)"
-        AA["Analyst Agent (Flash)"]
-        AV["Auditor Agent (Pro)"]
-        MCP[["MCP Grounding (Search)"]]
-        DBT["Consensus and Debate (Flash and Pro)"]
+        AA["Analyst Agent<br/>(Flash)"]
+        AV["Auditor Agent<br/>(Pro)"]
+        MCP[["MCP Grounding<br/>(Search)"]]
+        DBT["Consensus and Debate<br/>(Flash and Pro)"]
     end
 
     AC -->|"Raw Discovery"| AA
@@ -876,19 +961,19 @@ To eliminate individual LLM rating bias, resolve borderline cases, and prevent a
 
 ```mermaid
 graph TD
-    A["New Resource Found"] --> FP["Fast-Pass Evaluator (Flash)"]
-    FP -->|Confident Score Outside 60-75| G["Accept / Reject Directly"]
-    FP -->|Borderline Score 60-75| B["Persona 1: Security Architect"]
-    FP -->|Borderline Score 60-75| C["Persona 2: Cloud Native SRE"]
-    FP -->|Borderline Score 60-75| D["Persona 3: AI Platform Engineer"]
-    B --> E["Independent expert Evaluations"]
+    A["New Resource Found"] --> FP["Fast-Pass Evaluator<br/>(Flash)"]
+    FP -->|Confident Score Outside 60-75| G["Accept /<br/>Reject Directly"]
+    FP -->|Borderline Score 60-75| B["Persona 1:<br/>Security Architect"]
+    FP -->|Borderline Score 60-75| C["Persona 2:<br/>Cloud Native SRE"]
+    FP -->|Borderline Score 60-75| D["Persona 3:<br/>AI Platform Engineer"]
+    B --> E["Independent Expert<br/>Evaluations"]
     C --> E
     D --> E
-    E -->|Expert Scores Diverge >= 15 points| F["Trigger Debate Round"]
+    E -->|Expert Scores Diverge >= 15 points| F["Trigger<br/>Debate Round"]
     E -->|Expert Scores Converge| G
-    F --> H["Round-Robin Discussion: Argue Pros and Cons"]
-    H --> I["Consensus Reached and Final Score Assigned"]
-    I --> J["Save Decision to Persistent Memory JSON"]
+    F --> H["Round-Robin Discussion:<br/>Argue Pros and Cons"]
+    H --> I["Consensus Reached and<br/>Final Score Assigned"]
+    I --> J["Save Decision to<br/>Persistent Memory JSON"]
     G --> J
 ```
 
@@ -1079,11 +1164,10 @@ graph LR
     B --> D["V2 Vision Engine"]
     B --> Z["README Sync"]
     D --> E["V2 Update (develop)"]
-    M["Sync to 'master'"] --> C["Pip Cache & CI/CD Build"]
+    M["Sync to 'master'"] --> C["Pip Cache and<br/>CI/CD Build"]
     C --> F["Upload Pages Artifact"]
-    F --> G["Native Deploy: V1 (Root/SEO), V2 (/v2/), V1 Fallback (/v1/)"]
-    G --> H["Inject Root Redirect to /v2/"]
-    Z --> B
+    F --> G["Native Deploy:<br/>V1 (Root/SEO) · V2 (/v2/)<br/>· V1 Fallback (/v1/)"]
+    G --> H["Inject Root<br/>Redirect to /v2/"]
     Z --> B
 ```
 

docs/overrides/404.html

@@ -0,0 +1,23 @@
+{% extends "main.html" %}
+
+<!--
+  Branded 404. The portal cares about deep-link stability (see CLAUDE.md URL
+  policy), so a dead link lands on a helpful page with clear ways back rather
+  than the theme's bare "404 - Not found". Shared by V1 and V2 (custom_dir is
+  docs/overrides for both), so styling is self-contained and links are root-relative.
+-->
+{% block content %}
+<div style="text-align:center; max-width:42rem; margin:3rem auto; padding:0 1rem;">
+  <p style="font-size:6rem; font-weight:700; line-height:1; margin:0; opacity:0.15;">404</p>
+  <h1 style="margin-top:0.5rem;">This page took a wrong turn</h1>
+  <p style="font-size:0.9rem; opacity:0.8;">
+    The resource you are looking for may have moved or never existed. Use the
+    search at the top, or jump back to a known starting point below.
+  </p>
+  <div style="display:flex; gap:0.75rem; justify-content:center; flex-wrap:wrap; margin-top:1.5rem;">
+    <a href="/" class="md-button md-button--primary">🏠 Home</a>
+    <a href="/topic-map/" class="md-button">🗺️ Topic Map</a>
+    <a href="/v1/" class="md-button">📚 V1 Archive</a>
+  </div>
+</div>
+{% endblock %}

docs/overrides/main.html

@@ -3,3 +3,184 @@
 {% block announce %}
   <strong>New:</strong> <a href="./tech-digest/">Intelligence Digest</a> — AI-curated trending resources across 26 categories
 {% endblock %}
+
+{#-
+  Quick-nav bar rendered below the header on every page (via the `tabs` block,
+  which is empty here since navigation.tabs is disabled). Single slim row that
+  stays one row no matter how many destinations are added: the most-used
+  flagships are direct one-click pills, and the long-tail clusters collapse into
+  category menus built with the native HTML Popover API + CSS Anchor Positioning
+  (Baseline 2026) — zero JS, with free Esc/click-outside dismissal and focus
+  management. Adding a leaf grows a menu, never the bar.
+
+  Direct pills: Topic Map · Kubernetes · Docker · GitOps · Terraform · AI & MCP
+  Menus: Digest (Tech · Industry) · K8s (Tools · Helm · Managed · OpenShift · Tutorials)
+         · Cloud (AWS · Azure · GCP · Serverless · FinOps)
+         · Network (Networking · Istio · Service Mesh · K8s Net)
+         · Security (K8s Security · DevSecOps)
+         · Ops (CI/CD · IaC · Observability · SRE · DevOps · Dev Portals)
+         · More (Tags · Demos · Videos · Ansible · Messaging · MLOps · Methodology · V1)
+-#}
+{% block tabs %}
+<nav class="nb-quicknav" aria-label="Quick navigation">
+  <div class="nb-quicknav__inner">
+    <a class="nb-quicknav__link" href="/topic-map/">🗺️ Topic Map</a>
+    <a class="nb-quicknav__link" href="/kubernetes/">☸️ Kubernetes</a>
+    <a class="nb-quicknav__link" href="/docker/">🐳 Docker</a>
+    <a class="nb-quicknav__link" href="/gitops/">🔄 GitOps</a>
+    <a class="nb-quicknav__link" href="/terraform/">🏗️ Terraform</a>
+    <a class="nb-quicknav__link" href="/ai-agents-mcp/">🤖 AI &amp; MCP</a>
+
+    <span class="nb-quicknav__group">
+      <button class="nb-quicknav__link nb-quicknav__btn" popovertarget="nb-pop-digest" type="button">📊 Digest <span class="nb-quicknav__caret" aria-hidden="true">▾</span></button>
+      <div class="nb-quicknav__menu" id="nb-pop-digest" popover>
+        <a href="/tech-digest/">📊 Tech &amp; Cloud Digest</a>
+        <a href="/industry-digest/">🌍 Industry &amp; Geo Digest</a>
+      </div>
+    </span>
+
+    <span class="nb-quicknav__group">
+      <button class="nb-quicknav__link nb-quicknav__btn" popovertarget="nb-pop-k8s" type="button">🧰 K8s <span class="nb-quicknav__caret" aria-hidden="true">▾</span></button>
+      <div class="nb-quicknav__menu" id="nb-pop-k8s" popover>
+        <a href="/kubernetes-tools/">🧰 Kubernetes Tools</a>
+        <a href="/helm/">📦 Helm</a>
+        <a href="/managed-kubernetes-in-public-cloud/">☁️ Managed K8s</a>
+        <a href="/openshift/">🎩 OpenShift</a>
+        <a href="/kubernetes-tutorials/">🎓 Tutorials</a>
+      </div>
+    </span>
+
+    <span class="nb-quicknav__group">
+      <button class="nb-quicknav__link nb-quicknav__btn" popovertarget="nb-pop-cloud" type="button">☁️ Cloud <span class="nb-quicknav__caret" aria-hidden="true">▾</span></button>
+      <div class="nb-quicknav__menu" id="nb-pop-cloud" popover>
+        <a href="/aws/">☁️ AWS</a>
+        <a href="/azure/">☁️ Azure</a>
+        <a href="/GoogleCloudPlatform/">☁️ GCP</a>
+        <a href="/serverless/">⚡ Serverless</a>
+        <a href="/finops/">💰 FinOps</a>
+      </div>
+    </span>
+
+    <span class="nb-quicknav__group">
+      <button class="nb-quicknav__link nb-quicknav__btn" popovertarget="nb-pop-net" type="button">🌐 Network <span class="nb-quicknav__caret" aria-hidden="true">▾</span></button>
+      <div class="nb-quicknav__menu" id="nb-pop-net" popover>
+        <a href="/networking/">🌐 Networking</a>
+        <a href="/istio/">⛵ Istio</a>
+        <a href="/servicemesh/">🕸️ Service Mesh</a>
+        <a href="/kubernetes-networking/">🔗 K8s Net</a>
+      </div>
+    </span>
+
+    <span class="nb-quicknav__group">
+      <button class="nb-quicknav__link nb-quicknav__btn" popovertarget="nb-pop-sec" type="button">🔐 Security <span class="nb-quicknav__caret" aria-hidden="true">▾</span></button>
+      <div class="nb-quicknav__menu" id="nb-pop-sec" popover>
+        <a href="/kubernetes-security/">🔐 K8s Security</a>
+        <a href="/devsecops/">🛡️ DevSecOps</a>
+      </div>
+    </span>
+
+    <span class="nb-quicknav__group">
+      <button class="nb-quicknav__link nb-quicknav__btn" popovertarget="nb-pop-ops" type="button">⚙️ Ops <span class="nb-quicknav__caret" aria-hidden="true">▾</span></button>
+      <div class="nb-quicknav__menu" id="nb-pop-ops" popover>
+        <a href="/cicd/">🚀 CI/CD</a>
+        <a href="/iac/">📜 IaC</a>
+        <a href="/monitoring/">📈 Observability</a>
+        <a href="/sre/">🛠️ SRE</a>
+        <a href="/devops/">♾️ DevOps</a>
+        <a href="/developerportals/">🏛️ Developer Portals</a>
+      </div>
+    </span>
+
+    <span class="nb-quicknav__group">
+      <button class="nb-quicknav__link nb-quicknav__btn" popovertarget="nb-pop-more" type="button">⋯ More <span class="nb-quicknav__caret" aria-hidden="true">▾</span></button>
+      <div class="nb-quicknav__menu" id="nb-pop-more" popover>
+        <a href="/tags/">🏷️ Technical Tags</a>
+        <a href="/demos/">🧪 Demos</a>
+        <a href="/videos/">🎥 Videos</a>
+        <a href="/ansible/">📋 Ansible</a>
+        <a href="/message-queue/">📨 Messaging</a>
+        <a href="/mlops/">🧠 MLOps</a>
+        <a href="/methodology/">📐 Methodology</a>
+        <a class="nb-quicknav__menu-muted" href="/v1/">📚 V1 Archive</a>
+      </div>
+    </span>
+  </div>
+</nav>
+{% endblock %}
+
+{#-
+  JSON-LD structured data (schema.org) for richer search results: declares the
+  WebSite (with a sitelinks SearchAction) and the publishing Organization.
+  Only the V2 portal uses this overrides dir (custom_dir: docs/overrides), so
+  this injects on the canonical nubenetes.com root; V1 uses the stock theme.
+-#}
+{% block extrahead %}
+  {{ super() }}
+  <script type="application/ld+json">
+  {
+    "@context": "https://schema.org",
+    "@graph": [
+      {
+        "@type": "WebSite",
+        "@id": "https://nubenetes.com/#website",
+        "url": "https://nubenetes.com/",
+        "name": "Nubenetes",
+        "description": "AI-curated portal for the modern Cloud Native ecosystem: high-density, ranked selection of top-tier Kubernetes, DevOps and Cloud resources.",
+        "publisher": { "@id": "https://nubenetes.com/#organization" },
+        "potentialAction": {
+          "@type": "SearchAction",
+          "target": {
+            "@type": "EntryPoint",
+            "urlTemplate": "https://nubenetes.com/?q={search_term_string}"
+          },
+          "query-input": "required name=search_term_string"
+        }
+      },
+      {
+        "@type": "Organization",
+        "@id": "https://nubenetes.com/#organization",
+        "name": "Nubenetes",
+        "url": "https://nubenetes.com/",
+        "logo": {
+          "@type": "ImageObject",
+          "url": "https://nubenetes.com/images/favicon-ultra.png"
+        },
+        "sameAs": [
+          "https://github.com/nubenetes/awesome-kubernetes",
+          "https://twitter.com/nubenetes",
+          "https://www.linkedin.com/groups/1937212/"
+        ]
+      }
+    ]
+  }
+  </script>
+  {#-
+    Per-page structured data: a CollectionPage (each V2 page is a curated
+    collection of resources) tied to the WebSite/Organization above, with
+    datePublished / dateModified fed by the git-revision-date plugin. Enables
+    richer search results. Skipped on the homepage (already the WebSite entity).
+  -#}
+  {% if page and not page.is_homepage and page.canonical_url %}
+  <script type="application/ld+json">
+  {
+    "@context": "https://schema.org",
+    "@type": "CollectionPage",
+    "@id": {{ (page.canonical_url ~ "#webpage") | tojson }},
+    "url": {{ page.canonical_url | tojson }},
+    "name": {{ (page.title or config.site_name) | tojson }},
+    "isPartOf": { "@id": "https://nubenetes.com/#website" },
+    "publisher": { "@id": "https://nubenetes.com/#organization" },
+    "inLanguage": "en"
+    {%- if page.meta and page.meta.description %},
+    "description": {{ page.meta.description | tojson }}
+    {%- endif %}
+    {%- if page.meta and page.meta.git_creation_date_localized_raw_iso_date %},
+    "datePublished": {{ page.meta.git_creation_date_localized_raw_iso_date | tojson }}
+    {%- endif %}
+    {%- if page.meta and page.meta.git_revision_date_localized_raw_iso_date %},
+    "dateModified": {{ page.meta.git_revision_date_localized_raw_iso_date | tojson }}
+    {%- endif %}
+  }
+  </script>
+  {% endif %}
+{% endblock %}

docs/static/v2_elite.css

@@ -1185,6 +1185,280 @@ input[type="text"] {
   color: #09090b;
 }
 
+/* ===================================================================
+   v2.9.16 — Home restructure: hero badge row, Topic Map grid,
+   mosaic labels, responsive video embeds
+   =================================================================== */
+
+/* Hero badge row (was an inline flexbox style on the index) */
+.hero-badge-row {
+  display: flex;
+  justify-content: center;
+  gap: 24px;
+  margin: 16px 0;
+  flex-wrap: wrap;
+}
+
+/* Indigo accent for the new Topic Map badge card */
+.hero-badge-card--indigo {
+  border-color: rgba(99, 102, 241, 0.2);
+  background: rgba(99, 102, 241, 0.02);
+}
+.hero-badge-card--indigo:hover {
+  background: rgba(99, 102, 241, 0.06) !important;
+  box-shadow: 0 8px 24px rgba(99, 102, 241, 0.18);
+  border-color: #6366f1 !important;
+}
+
+/* Topic Map: full category directory as a multi-column grid.
+   CSS columns flow the per-dimension sections into 3 (then 2, then 1)
+   columns; break-inside keeps a dimension block intact across columns. */
+.topic-map-grid {
+  column-count: 3;
+  column-gap: 2.5rem;
+  margin-top: 1.5rem;
+}
+.topic-map-dim {
+  break-inside: avoid;
+  -webkit-column-break-inside: avoid;
+  page-break-inside: avoid;
+  display: inline-block; /* helps WebKit honor break-inside */
+  width: 100%;
+  margin: 0 0 1.4rem;
+}
+.topic-map-dim h2 {
+  margin-top: 0;
+  font-size: 1.05rem;
+}
+
+/* ===================================================================
+   Slim quick-nav bar (rendered in the theme `tabs` block, below header)
+   Persistent one-click access to key destinations on every page.
+   =================================================================== */
+.nb-quicknav {
+  background: var(--md-header-bg-color);
+  border-bottom: 1px solid color-mix(in srgb, var(--md-accent-fg-color) 22%, transparent);
+}
+.nb-quicknav__inner {
+  max-width: 1600px;
+  margin-inline: auto;
+  display: flex;
+  flex-wrap: wrap;
+  align-items: center;
+  justify-content: center; /* centered rows read as a balanced command bar */
+  gap: 0.4rem 0.32rem;
+  padding-block: 0.5rem;
+  padding-inline: 0.7rem;
+}
+.nb-quicknav__link {
+  /* chip colors derived from the theme accent via color-mix (Chrome 111+) */
+  --nb-chip-bg: color-mix(in srgb, var(--md-accent-fg-color) 8%, transparent);
+  --nb-chip-bd: color-mix(in srgb, var(--md-accent-fg-color) 18%, transparent);
+  display: inline-flex;
+  align-items: center;
+  gap: 0.3em;
+  color: rgba(255, 255, 255, 0.82) !important;
+  text-decoration: none;
+  font-size: 0.62rem; /* sized so all pills + menus fit one row down to ~1280px */
+  font-weight: 600;
+  letter-spacing: 0.01em;
+  white-space: nowrap;
+  padding: 0.22rem 0.55rem;
+  border-radius: 999px;
+  background: var(--nb-chip-bg);
+  border: 1px solid var(--nb-chip-bd);
+  transition: background 0.18s ease, border-color 0.18s ease,
+              color 0.18s ease, transform 0.18s ease, box-shadow 0.18s ease;
+}
+.nb-quicknav__link:hover {
+  color: #fff !important;
+  background: color-mix(in srgb, var(--md-accent-fg-color) 32%, transparent);
+  border-color: var(--md-accent-fg-color);
+  transform: translateY(-1px);
+  box-shadow: 0 2px 10px color-mix(in srgb, var(--md-accent-fg-color) 40%, transparent);
+}
+.nb-quicknav__link:focus-visible {
+  outline: 2px solid var(--md-accent-fg-color);
+  outline-offset: 2px;
+}
+.nb-quicknav__link--muted {
+  opacity: 0.6;
+}
+.nb-quicknav__link--muted:hover {
+  opacity: 1;
+}
+
+/* ── Category menus: native Popover API + CSS Anchor Positioning (Baseline 2026)
+   The long-tail clusters collapse behind category buttons so the bar stays one
+   row. Opening is click-driven via the Popover API (free Esc / click-outside
+   dismissal + focus management); zero JS. ── */
+.nb-quicknav__group {
+  display: inline-flex;
+}
+/* thin divider between the direct pills and the category menus */
+.nb-quicknav__group:first-of-type {
+  margin-inline-start: 0.3rem;
+  padding-inline-start: 0.55rem;
+  border-inline-start: 1px solid color-mix(in srgb, var(--md-accent-fg-color) 18%, transparent);
+}
+.nb-quicknav__btn {
+  font-family: inherit;
+  cursor: pointer;
+}
+.nb-quicknav__caret {
+  font-size: 0.85em;
+  opacity: 0.75;
+  transition: transform 0.18s ease;
+}
+.nb-quicknav__group:has(.nb-quicknav__menu:popover-open) .nb-quicknav__caret {
+  transform: rotate(180deg);
+}
+/* Explicit anchor pairing per button↔menu — do NOT rely on the popover's
+   implicit anchor (it isn't established reliably, leaving the menu in its
+   static position over the button). */
+[popovertarget="nb-pop-digest"] { anchor-name: --nb-a-digest; }
+#nb-pop-digest { position-anchor: --nb-a-digest; }
+[popovertarget="nb-pop-k8s"] { anchor-name: --nb-a-k8s; }
+#nb-pop-k8s { position-anchor: --nb-a-k8s; }
+[popovertarget="nb-pop-cloud"] { anchor-name: --nb-a-cloud; }
+#nb-pop-cloud { position-anchor: --nb-a-cloud; }
+[popovertarget="nb-pop-net"] { anchor-name: --nb-a-net; }
+#nb-pop-net { position-anchor: --nb-a-net; }
+[popovertarget="nb-pop-sec"] { anchor-name: --nb-a-sec; }
+#nb-pop-sec { position-anchor: --nb-a-sec; }
+[popovertarget="nb-pop-ops"] { anchor-name: --nb-a-ops; }
+#nb-pop-ops { position-anchor: --nb-a-ops; }
+[popovertarget="nb-pop-more"] { anchor-name: --nb-a-more; }
+#nb-pop-more { position-anchor: --nb-a-more; }
+.nb-quicknav__menu {
+  inset: auto; /* reset the UA-centered popover defaults */
+  margin: 0;
+  /* drop below the invoking button, left-aligned. NB: position-area values must
+     be all-physical or all-logical — mixing (e.g. `bottom span-inline-end`) is
+     invalid and silently computes to `none`, leaving the menu over the button. */
+  position-area: bottom span-right;
+  position-try-fallbacks: flip-block, flip-inline; /* auto-flip near edges */
+  margin-block-start: 0.45rem;
+  min-width: 9.5rem;
+  padding: 0.35rem;
+  display: flex;
+  flex-direction: column;
+  gap: 0.1rem;
+  border: 1px solid color-mix(in srgb, var(--md-accent-fg-color) 30%, transparent);
+  border-radius: 0.6rem;
+  background: color-mix(in srgb, var(--md-header-bg-color) 86%, #000);
+  box-shadow: 0 10px 30px rgba(0, 0, 0, 0.45);
+  /* entry/exit animation across the display toggle */
+  opacity: 0;
+  transform: translateY(-4px);
+  transition: opacity 0.16s ease, transform 0.16s ease,
+              overlay 0.16s allow-discrete, display 0.16s allow-discrete;
+}
+.nb-quicknav__menu:popover-open {
+  opacity: 1;
+  transform: translateY(0);
+}
+@starting-style {
+  .nb-quicknav__menu:popover-open {
+    opacity: 0;
+    transform: translateY(-4px);
+  }
+}
+.nb-quicknav__menu a {
+  display: block;
+  padding: 0.34rem 0.6rem;
+  border-radius: 0.4rem;
+  color: rgba(255, 255, 255, 0.86);
+  text-decoration: none;
+  font-size: 0.72rem;
+  font-weight: 600;
+  white-space: nowrap;
+  transition: background 0.14s ease, color 0.14s ease;
+}
+.nb-quicknav__menu a:hover,
+.nb-quicknav__menu a:focus-visible {
+  background: color-mix(in srgb, var(--md-accent-fg-color) 30%, transparent);
+  color: #fff;
+  outline: none;
+}
+.nb-quicknav__menu-muted {
+  opacity: 0.62;
+  margin-block-start: 0.15rem;
+  padding-block-start: 0.42rem !important;
+  border-block-start: 1px solid rgba(255, 255, 255, 0.1);
+}
+
+@media (prefers-reduced-motion: reduce) {
+  .nb-quicknav__link,
+  .nb-quicknav__caret,
+  .nb-quicknav__menu { transition: none; }
+  .nb-quicknav__link:hover { transform: none; }
+}
+/* On phones the left drawer already exposes navigation; one scrollable row. */
+@media screen and (max-width: 44.9375em) {
+  .nb-quicknav__inner {
+    flex-wrap: nowrap;
+    justify-content: flex-start;
+    overflow-x: auto;
+    scrollbar-width: none; /* Firefox */
+  }
+  .nb-quicknav__inner::-webkit-scrollbar { display: none; } /* WebKit/Blink */
+}
+.topic-map-dim ul {
+  margin-top: 0.3rem;
+}
+.topic-count {
+  display: inline-block;
+  margin-left: 0.35rem;
+  padding: 0 0.45rem;
+  font-size: 0.68rem;
+  font-weight: 600;
+  line-height: 1.4;
+  border-radius: 10px;
+  color: var(--md-default-fg-color--light);
+  background: var(--md-default-fg-color--lightest);
+  vertical-align: middle;
+}
+@media screen and (max-width: 76.1875em) {
+  .topic-map-grid { column-count: 2; }
+}
+@media screen and (max-width: 44.9375em) {
+  .topic-map-grid { column-count: 1; }
+}
+
+/* Visible label for each YouTube mosaic category block (was hidden in title=) */
+.mosaic-cat-label {
+  margin: 0 0 0.5rem;
+  padding-left: 0.55rem;
+  border-left: 3px solid var(--cat-color, #64748b);
+  font-size: 0.72rem;
+  font-weight: 700;
+  letter-spacing: 0.04em;
+  text-transform: uppercase;
+  color: var(--md-default-fg-color--light);
+  text-align: left;
+}
+
+/* Responsive, privacy-friendly video embeds (about page) */
+.video-embed-grid {
+  display: flex;
+  justify-content: center;
+  gap: 16px;
+  flex-wrap: wrap;
+  margin: 24px 0;
+}
+.video-embed {
+  flex: 1 1 420px;
+  max-width: 480px;
+  aspect-ratio: 16 / 9;
+}
+.video-embed iframe {
+  width: 100%;
+  height: 100%;
+  border: 0;
+  border-radius: 8px;
+}
+
 
 
 

docs/static/v2_filter.js

@@ -1,263 +1,275 @@
-document.addEventListener("DOMContentLoaded", function () {
-    // Initialize the filter only if we are on a page with resource lists
-    const contentArea = document.querySelector(".md-content__inner");
-    if (!contentArea) return;
+// Nubenetes V2 — in-page resource search & tag filter widget.
+//
+// IMPORTANT: The V2 theme enables `navigation.instant` (SPA-style page swaps),
+// so `DOMContentLoaded` fires only on the very first load. We therefore drive
+// initialization through Material's `document$` observable, which emits on every
+// (instant) navigation. We fall back to `DOMContentLoaded` when the observable
+// is unavailable (e.g. instant nav disabled or local preview without the bundle).
 
-    // Check if there are any resource items on the page (li or details)
-    const listItems = Array.from(contentArea.querySelectorAll("ul > li"));
-    const detailsItems = Array.from(contentArea.querySelectorAll("details.note"));
-    
-    // If there are no list items and no details items, do not inject the filter
-    if (listItems.length === 0 && detailsItems.length === 0) return;
+(function () {
+    "use strict";
 
-    // Do not show on the homepage, video hub index page, or technical tags index page (performance)
-    const h1 = contentArea.querySelector("h1");
-    if (h1 && (
-        h1.textContent.includes("Nubenetes Elite Portal (V2)") ||
-        h1.textContent.includes("Agentic Video Hub") ||
-        h1.textContent.includes("Technical Tags Index") ||
-        h1.textContent.includes("Intelligence Digest")
-    )) {
-        return;
-    }
+    function initFilterWidget() {
+        const contentArea = document.querySelector(".md-content__inner");
+        if (!contentArea) return;
 
-    // Build the filter container element
-    const filterContainer = document.createElement("div");
-    filterContainer.className = "v2-filter-container";
-    filterContainer.innerHTML = `
-        <div class="v2-search-wrapper">
-            <input type="text" class="v2-search-input" placeholder="Search resources in this page..." />
-            <span class="v2-search-clear" style="display:none;">&times;</span>
-        </div>
-        <div class="v2-tag-pills">
-            <button class="v2-pill active" data-filter="all">All</button>
-            <button class="v2-pill" data-filter="DE FACTO STANDARD">De Facto Standard</button>
-            <button class="v2-pill" data-filter="ENTERPRISE-STABLE">Enterprise Stable</button>
-            <button class="v2-pill" data-filter="EMERGING">Emerging</button>
-            <button class="v2-pill" data-filter="GUIDE">Guide</button>
-            <button class="v2-pill" data-filter="CASE STUDY">Case Study</button>
-            <button class="v2-pill" data-filter="COMMUNITY-TOOL">Community Tool</button>
-            <button class="v2-pill" data-filter="SPANISH">Spanish</button>
-        </div>
-        <div class="v2-filter-stats">
-            <span>Showing <strong class="v2-visible-count">0</strong> of <strong class="v2-total-count">0</strong> resources</span>
-            <span class="v2-active-filters" style="font-style: italic;"></span>
-        </div>
-    `;
+        // Guard against double-injection (document$ can emit more than once).
+        if (contentArea.querySelector(".v2-filter-container")) return;
 
-    // Insert the filter container right after the main H1
-    if (h1 && h1.nextSibling) {
-        h1.parentNode.insertBefore(filterContainer, h1.nextSibling);
-    } else {
-        contentArea.insertBefore(filterContainer, contentArea.firstChild);
-    }
+        // Only inject where there are resources to filter.
+        const listItems = Array.from(contentArea.querySelectorAll("ul > li"));
+        const detailsItems = Array.from(contentArea.querySelectorAll("details.note"));
+        if (listItems.length === 0 && detailsItems.length === 0) return;
 
-    const searchInput = filterContainer.querySelector(".v2-search-input");
-    const searchClear = filterContainer.querySelector(".v2-search-clear");
-    const pills = filterContainer.querySelectorAll(".v2-pill");
-    const visibleCountSpan = filterContainer.querySelector(".v2-visible-count");
-    const totalCountSpan = filterContainer.querySelector(".v2-total-count");
-
-    // All target elements we want to filter
-    const targets = [];
-    
-    // Prepare list items
-    listItems.forEach(item => {
-        // Make sure it's a resource list item (has a link and some content)
-        if (item.querySelector("a")) {
-            targets.push({
-                element: item,
-                type: "li",
-                text: item.textContent.toLowerCase(),
-                tags: Array.from(item.querySelectorAll(".md-tag")).map(t => t.textContent.toUpperCase())
-            });
+        // Skip on curated landing/index pages where the widget adds no value.
+        const h1 = contentArea.querySelector("h1");
+        if (h1 && (
+            h1.textContent.includes("Nubenetes Elite Portal (V2)") ||
+            h1.textContent.includes("Agentic Video Hub") ||
+            h1.textContent.includes("Technical Tags Index") ||
+            h1.textContent.includes("Intelligence Digest") ||
+            // Topic Map / Methodology list categories and legend rows, not
+            // tagged resources: their <li> items carry no .md-tag, so the
+            // maturity pills would always filter to zero and the "X of Y
+            // resources" count is misleading. Skip them.
+            h1.textContent.includes("Topic Map") ||
+            h1.textContent.includes("Methodology")
+        )) {
+            return;
         }
-    });
 
-    // Prepare details.note items (if any, like in some V2 structures)
-    detailsItems.forEach(detail => {
-        const summary = detail.querySelector("summary");
-        targets.push({
-            element: detail,
-            type: "details",
-            text: detail.textContent.toLowerCase(),
-            tags: summary ? [summary.textContent.toUpperCase()] : []
-        });
-    });
+        const filterContainer = document.createElement("div");
+        filterContainer.className = "v2-filter-container";
+        filterContainer.innerHTML = `
+            <div class="v2-search-wrapper">
+                <input type="text" class="v2-search-input" placeholder="Search resources in this page..." aria-label="Search resources in this page" />
+                <span class="v2-search-clear" style="display:none;" title="Clear search">&times;</span>
+            </div>
+            <div class="v2-tag-pills">
+                <button class="v2-pill active" data-filter="all">All</button>
+                <button class="v2-pill" data-filter="DE FACTO STANDARD">De Facto Standard</button>
+                <button class="v2-pill" data-filter="ENTERPRISE-STABLE">Enterprise Stable</button>
+                <button class="v2-pill" data-filter="EMERGING">Emerging</button>
+                <button class="v2-pill" data-filter="GUIDE">Guide</button>
+                <button class="v2-pill" data-filter="CASE STUDY">Case Study</button>
+                <button class="v2-pill" data-filter="COMMUNITY-TOOL">Community Tool</button>
+                <button class="v2-pill" data-filter="SPANISH">Spanish</button>
+            </div>
+            <div class="v2-filter-stats">
+                <span>Showing <strong class="v2-visible-count">0</strong> of <strong class="v2-total-count">0</strong> resources</span>
+                <span class="v2-active-filters" style="font-style: italic;"></span>
+                <span class="v2-no-results" style="display:none; color: var(--md-typeset-color); opacity:.75;">No resources match your filter.</span>
+            </div>
+        `;
 
-    totalCountSpan.textContent = targets.length;
-    visibleCountSpan.textContent = targets.length;
+        // Insert directly after the main H1.
+        if (h1 && h1.nextSibling) {
+            h1.parentNode.insertBefore(filterContainer, h1.nextSibling);
+        } else {
+            contentArea.insertBefore(filterContainer, contentArea.firstChild);
+        }
 
-    let activeFilter = "all";
-    let searchText = "";
+        const searchInput = filterContainer.querySelector(".v2-search-input");
+        const searchClear = filterContainer.querySelector(".v2-search-clear");
+        const pills = filterContainer.querySelectorAll(".v2-pill");
+        const visibleCountSpan = filterContainer.querySelector(".v2-visible-count");
+        const totalCountSpan = filterContainer.querySelector(".v2-total-count");
+        const noResultsSpan = filterContainer.querySelector(".v2-no-results");
 
-    function updateFilters() {
-        let visibleCount = 0;
-
-        targets.forEach(item => {
-            let matchesSearch = true;
-            let matchesPill = true;
-
-            // 1. Search text filter
-            if (searchText) {
-                matchesSearch = item.text.includes(searchText);
+        // Collect filter targets (resource <li> and details.note blocks).
+        const targets = [];
+        listItems.forEach(item => {
+            if (item.querySelector("a")) {
+                targets.push({
+                    element: item,
+                    type: "li",
+                    text: item.textContent.toLowerCase(),
+                    tags: Array.from(item.querySelectorAll(".md-tag")).map(t => t.textContent.toUpperCase())
+                });
             }
+        });
+        detailsItems.forEach(detail => {
+            const summary = detail.querySelector("summary");
+            targets.push({
+                element: detail,
+                type: "details",
+                text: detail.textContent.toLowerCase(),
+                tags: summary ? [summary.textContent.toUpperCase()] : []
+            });
+        });
 
-            // 2. Pill/Category filter
-            if (activeFilter !== "all") {
-                if (activeFilter === "SPANISH") {
-                    matchesPill = item.tags.some(tag => tag.includes("SPANISH"));
-                } else {
-                    matchesPill = item.tags.some(tag => tag.includes(activeFilter));
+        totalCountSpan.textContent = targets.length;
+        visibleCountSpan.textContent = targets.length;
+
+        let activeFilter = "all";
+        let searchText = "";
+
+        function updateFilters() {
+            let visibleCount = 0;
+
+            targets.forEach(item => {
+                let matchesSearch = true;
+                let matchesPill = true;
+
+                if (searchText) {
+                    matchesSearch = item.text.includes(searchText);
                 }
-            }
 
-            if (matchesSearch && matchesPill) {
-                item.element.classList.remove("v2-filtered-hidden");
-                visibleCount++;
-            } else {
-                item.element.classList.add("v2-filtered-hidden");
-            }
-        });
-
-        visibleCountSpan.textContent = visibleCount;
-
-        // 3. Hide empty headers and subheadings
-        // If a section (e.g., under h2, h3, h4) has no visible items, hide the section header
-        const headings = Array.from(contentArea.querySelectorAll("h2, h3, h4"));
-        headings.forEach(heading => {
-            let next = heading.nextElementSibling;
-            let totalItemsInSection = 0;
-            let hiddenItemsInSection = 0;
-
-            while (next && !["H1", "H2", "H3", "H4"].includes(next.tagName)) {
-                if (next.tagName === "UL") {
-                    const lis = Array.from(next.querySelectorAll("li"));
-                    lis.forEach(li => {
-                        if (targets.some(t => t.element === li)) {
-                            totalItemsInSection++;
-                            if (li.classList.contains("v2-filtered-hidden")) {
-                                hiddenItemsInSection++;
-                            }
-                        }
-                    });
-                } else if (next.tagName === "DETAILS" && next.classList.contains("note")) {
-                    totalItemsInSection++;
-                    if (next.classList.contains("v2-filtered-hidden")) {
-                        hiddenItemsInSection++;
+                if (activeFilter !== "all") {
+                    if (activeFilter === "SPANISH") {
+                        matchesPill = item.tags.some(tag => tag.includes("SPANISH"));
+                    } else {
+                        matchesPill = item.tags.some(tag => tag.includes(activeFilter));
                     }
                 }
-                next = next.nextElementSibling;
-            }
 
-            if (totalItemsInSection > 0 && totalItemsInSection === hiddenItemsInSection) {
-                heading.classList.add("v2-filtered-hidden");
-            } else {
-                heading.classList.remove("v2-filtered-hidden");
-            }
-        });
-    }
+                if (matchesSearch && matchesPill) {
+                    item.element.classList.remove("v2-filtered-hidden");
+                    visibleCount++;
+                } else {
+                    item.element.classList.add("v2-filtered-hidden");
+                }
+            });
 
-    // Input event listener
-    searchInput.addEventListener("input", function (e) {
-        searchText = e.target.value.toLowerCase().trim();
-        if (searchText) {
-            searchClear.style.display = "block";
-        } else {
-            searchClear.style.display = "none";
+            visibleCountSpan.textContent = visibleCount;
+            noResultsSpan.style.display = visibleCount === 0 ? "inline" : "none";
+
+            // Hide section headings whose every resource is filtered out.
+            const headings = Array.from(contentArea.querySelectorAll("h2, h3, h4"));
+            headings.forEach(heading => {
+                let next = heading.nextElementSibling;
+                let totalItemsInSection = 0;
+                let hiddenItemsInSection = 0;
+
+                while (next && !["H1", "H2", "H3", "H4"].includes(next.tagName)) {
+                    if (next.tagName === "UL") {
+                        Array.from(next.querySelectorAll("li")).forEach(li => {
+                            if (targets.some(t => t.element === li)) {
+                                totalItemsInSection++;
+                                if (li.classList.contains("v2-filtered-hidden")) hiddenItemsInSection++;
+                            }
+                        });
+                    } else if (next.tagName === "DETAILS" && next.classList.contains("note")) {
+                        totalItemsInSection++;
+                        if (next.classList.contains("v2-filtered-hidden")) hiddenItemsInSection++;
+                    }
+                    next = next.nextElementSibling;
+                }
+
+                if (totalItemsInSection > 0 && totalItemsInSection === hiddenItemsInSection) {
+                    heading.classList.add("v2-filtered-hidden");
+                } else {
+                    heading.classList.remove("v2-filtered-hidden");
+                }
+            });
         }
-        updateFilters();
-    });
 
-    // Clear search
-    searchClear.addEventListener("click", function () {
-        searchInput.value = "";
-        searchText = "";
-        searchClear.style.display = "none";
-        updateFilters();
-        searchInput.focus();
-    });
-
-    // Pill click event listener
-    pills.forEach(pill => {
-        pill.addEventListener("click", function () {
-            pills.forEach(p => p.classList.remove("active"));
-            this.classList.add("active");
-            activeFilter = this.getAttribute("data-filter");
+        searchInput.addEventListener("input", function (e) {
+            searchText = e.target.value.toLowerCase().trim();
+            searchClear.style.display = searchText ? "block" : "none";
             updateFilters();
         });
-    });
 
-    // Make tag badges clickable to trigger filtering
-    document.addEventListener("click", function (e) {
-        const tagSpan = e.target.closest(".md-tag");
-        if (!tagSpan) return;
-
-        // Skip if inside the filter container itself to avoid loop
-        if (e.target.closest(".v2-filter-container")) return;
-
-        let tagText = tagSpan.textContent.trim().replace(/[\[\]]/g, "").toUpperCase();
-        if (tagText.includes("CONTENT")) {
-            tagText = tagText.replace(" CONTENT", "");
-        }
-
-        // 1. Check if the tag matches a predefined filter pill
-        const matchingPill = Array.from(pills).find(p => p.getAttribute("data-filter") === tagText);
-        if (matchingPill) {
-            pills.forEach(p => p.classList.remove("active"));
-            matchingPill.classList.add("active");
-            activeFilter = tagText;
-            // Reset search input
+        searchClear.addEventListener("click", function () {
             searchInput.value = "";
             searchText = "";
             searchClear.style.display = "none";
             updateFilters();
-            filterContainer.scrollIntoView({ behavior: "smooth", block: "nearest" });
-        } else {
-            // 2. If it's a technical stack tag, use it as search input query
-            pills.forEach(p => p.classList.remove("active"));
-            const allPill = Array.from(pills).find(p => p.getAttribute("data-filter") === "all");
-            if (allPill) allPill.classList.add("active");
-            activeFilter = "all";
-            
-            // Populate search input and fire input event
-            searchInput.value = tagSpan.textContent.trim().toLowerCase();
-            searchText = searchInput.value;
-            searchClear.style.display = "block";
-            updateFilters();
-            filterContainer.scrollIntoView({ behavior: "smooth", block: "nearest" });
             searchInput.focus();
-        }
-    });
-});
-
-// Lazy Loading Video Playback Integration
-document.addEventListener("DOMContentLoaded", function() {
-    const lazyContainers = document.querySelectorAll(".video-lazy-container");
-    lazyContainers.forEach(container => {
-        container.addEventListener("click", function() {
-            const videoUrl = this.getAttribute("data-video-url");
-            const videoId = this.getAttribute("data-video-id");
-            if (!videoUrl || !videoId) return;
-            
-            const iframe = document.createElement("iframe");
-            iframe.setAttribute("width", "720");
-            iframe.setAttribute("height", "405");
-            const autoplayUrl = videoUrl.includes("?") ? `${videoUrl}&autoplay=1` : `${videoUrl}?autoplay=1`;
-            iframe.setAttribute("src", autoplayUrl);
-            iframe.setAttribute("title", "YouTube Video");
-            iframe.setAttribute("frameborder", "0");
-            iframe.setAttribute("allow", "accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture");
-            iframe.setAttribute("allowfullscreen", "true");
-            iframe.style.border = "none";
-            iframe.style.width = "100%";
-            iframe.style.height = "100%";
-            iframe.style.borderRadius = "8px";
-            
-            this.innerHTML = "";
-            this.appendChild(iframe);
-            this.style.cursor = "default";
         });
-    });
-});
 
+        pills.forEach(pill => {
+            pill.addEventListener("click", function () {
+                pills.forEach(p => p.classList.remove("active"));
+                this.classList.add("active");
+                activeFilter = this.getAttribute("data-filter");
+                updateFilters();
+            });
+        });
+    }
+
+    // Make tag badges anywhere in the content act as filter triggers.
+    // Bound once on `document` (which survives instant navigation) and resolves
+    // the current page's widget lazily, dispatching native events so the
+    // per-page listeners above stay the single source of truth.
+    function bindTagClicksOnce() {
+        if (window.__v2TagClickBound) return;
+        window.__v2TagClickBound = true;
+
+        document.addEventListener("click", function (e) {
+            const tagSpan = e.target.closest(".md-tag");
+            if (!tagSpan) return;
+            if (e.target.closest(".v2-filter-container")) return;
+
+            const filterContainer = document.querySelector(".v2-filter-container");
+            if (!filterContainer) return;
+
+            const pills = filterContainer.querySelectorAll(".v2-pill");
+            const searchInput = filterContainer.querySelector(".v2-search-input");
+
+            let tagText = tagSpan.textContent.trim().replace(/[\[\]]/g, "").toUpperCase();
+            if (tagText.includes("CONTENT")) tagText = tagText.replace(" CONTENT", "");
+
+            const matchingPill = Array.from(pills).find(p => p.getAttribute("data-filter") === tagText);
+            if (matchingPill) {
+                // Reset search, then activate the matching maturity pill.
+                searchInput.value = "";
+                searchInput.dispatchEvent(new Event("input", { bubbles: true }));
+                matchingPill.click();
+            } else {
+                // Treat fine-grained technical tags as a search query.
+                const allPill = Array.from(pills).find(p => p.getAttribute("data-filter") === "all");
+                if (allPill) allPill.click();
+                searchInput.value = tagSpan.textContent.trim().toLowerCase();
+                searchInput.dispatchEvent(new Event("input", { bubbles: true }));
+            }
+            filterContainer.scrollIntoView({ behavior: "smooth", block: "nearest" });
+        });
+    }
+
+    // Lazy YouTube playback: click a poster to swap in the iframe.
+    function initLazyVideos() {
+        document.querySelectorAll(".video-lazy-container").forEach(container => {
+            if (container.dataset.lazyBound) return;
+            container.dataset.lazyBound = "1";
+            container.addEventListener("click", function () {
+                const videoUrl = this.getAttribute("data-video-url");
+                const videoId = this.getAttribute("data-video-id");
+                if (!videoUrl || !videoId) return;
+
+                const iframe = document.createElement("iframe");
+                iframe.setAttribute("width", "720");
+                iframe.setAttribute("height", "405");
+                const autoplayUrl = videoUrl.includes("?") ? `${videoUrl}&autoplay=1` : `${videoUrl}?autoplay=1`;
+                iframe.setAttribute("src", autoplayUrl);
+                iframe.setAttribute("title", "YouTube Video");
+                iframe.setAttribute("frameborder", "0");
+                iframe.setAttribute("allow", "accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture");
+                iframe.setAttribute("allowfullscreen", "true");
+                iframe.style.border = "none";
+                iframe.style.width = "100%";
+                iframe.style.height = "100%";
+                iframe.style.borderRadius = "8px";
+
+                this.innerHTML = "";
+                this.appendChild(iframe);
+                this.style.cursor = "default";
+            });
+        });
+    }
+
+    function init() {
+        initFilterWidget();
+        initLazyVideos();
+    }
+
+    bindTagClicksOnce();
+
+    // Material exposes `document$` (an RxJS observable) that emits on every
+    // instant navigation. Prefer it; fall back to DOMContentLoaded otherwise.
+    if (typeof window.document$ !== "undefined" && typeof window.document$.subscribe === "function") {
+        window.document$.subscribe(init);
+    } else {
+        document.addEventListener("DOMContentLoaded", init);
+    }
+})();

requirements.txt

@@ -5,3 +5,4 @@ youtube-transcript-api
 mkdocs-redirects>=1.2.3
 mkdocs-minify-plugin>=0.8.0
 mkdocs-rss-plugin>=1.15.0
+mkdocs-git-revision-date-localized-plugin>=1.3.0

src/news_digest.py

@@ -133,14 +133,14 @@ class NewsDigestEngine:
         # --- INDUSTRY / GEO (4) – resolved via geo_region, not slugs ---
         "Americas": [],
         "Europe": [],
-        "España": [],
+        "Spain": [],
         "Asia-Pacific": [],
     }
 
     GEO_CATEGORIES: Dict[str, str] = {
         "Americas": "americas",
         "Europe": "europe",
-        "España": "spain",
+        "Spain": "spain",
         "Asia-Pacific": "asia_pacific",
     }
 
@@ -186,14 +186,14 @@ class NewsDigestEngine:
             return self.category_map[cat]
         return None
 
-    def _get_entry_geo(self, entry: dict) -> str | None:
+    def _get_entry_geo(self, entry: dict, url: str = "") -> str | None:
         """Return the geo digest category using geo_region field, falling back to URL TLD inference."""
         region = entry.get("geo_region", "")
         for geo_name, geo_val in self.GEO_CATEGORIES.items():
             if region == geo_val:
                 return geo_name
-        # Fallback: infer from URL TLD
-        return self._infer_geo_from_url(entry.get("url", ""))
+        # Fallback: infer from URL TLD (entry.get("url") populated only after url injection)
+        return self._infer_geo_from_url(entry.get("url", "") or url)
 
     @staticmethod
     def _infer_geo_from_url(url: str) -> str | None:
@@ -205,7 +205,7 @@ class NewsDigestEngine:
             tld_to_region = [
                 (".com.au", "Asia-Pacific"), (".co.uk", "Europe"), (".co.jp", "Asia-Pacific"),
                 (".co.kr", "Asia-Pacific"), (".com.br", "Americas"), (".com.mx", "Americas"),
-                (".es", "España"), (".de", "Europe"), (".fr", "Europe"), (".it", "Europe"),
+                (".es", "Spain"), (".de", "Europe"), (".fr", "Europe"), (".it", "Europe"),
                 (".pt", "Europe"), (".nl", "Europe"), (".be", "Europe"), (".se", "Europe"),
                 (".dk", "Europe"), (".fi", "Europe"), (".no", "Europe"), (".ch", "Europe"),
                 (".at", "Europe"), (".pl", "Europe"), (".cz", "Europe"), (".uk", "Europe"),
@@ -410,7 +410,7 @@ class NewsDigestEngine:
                     category_pools.setdefault(cat, []).append(
                         dict(entry, url=url)
                     )
-                geo = self._get_entry_geo(entry)
+                geo = self._get_entry_geo(entry, url=url)
                 if geo:
                     category_pools.setdefault(geo, []).append(
                         dict(entry, url=url)

src/pr_guardian.py

@@ -95,7 +95,13 @@ def main():
         files = pr.get_files()
         modified_files = [f.filename for f in files if f.status in ["modified", "added"]]
         for filepath in modified_files:
-            if filepath.endswith(".md"):
+            # The v2-docs/ tree is generated by src/v2_optimizer.py, which is its
+            # single source of truth for formatting. Auto-formatting it here
+            # ("&"->"and" in headings, URL trailing-slash stripping) only fights
+            # the generator: the rewrite lands on develop via the PR while master
+            # gets the generator's raw form via release merges, producing a
+            # perpetual cosmetic develop<->master drift. Skip the generated tree.
+            if filepath.endswith(".md") and not filepath.startswith("v2-docs/"):
                 auto_format_file(filepath)
     except Exception as e:
         print(f"Warning: Failed to fetch files for auto-formatting: {e}")

src/reorganize_mosaic.py

@@ -60,13 +60,17 @@ def build_v2_mosaic_markdown_from_channels(channels):
         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(f'<div markdown="1" class="mosaic-cat-block" 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
+
+        # Visible category label (previously only exposed via the hidden title= tooltip)
+        lines.append(f'<p class="mosaic-cat-label" style="--cat-color: {cat_info["color"]}">{cat_info["name"]}</p>')
+        lines.append('')
+
+        # Channel links (loading="lazy" — ~150 logos, almost all below the fold)
         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']})")
+            chan_links.append(f"[![{chan['title']}]({chan['image']}){{: style=\"width:48px; height:48px; object-fit:contain; margin:6px;\" loading=\"lazy\" .channel-logo}}]({chan['url']})")
         
         lines.append(" ".join(chan_links))
         lines.append('')

src/rss_generator.py

@@ -61,7 +61,28 @@ def generate_rss() -> None:
     )
     items = items[:ITEMS_PER_FEED]
 
-    build_date = _rfc822(datetime.utcnow())
+    # Deterministic build date = the freshest item's content date, so the feed
+    # is a pure function of its items. (This used wall-clock now() — rewritten on
+    # every republish — then _meta.last_updated, but that analysis timestamp is
+    # itself bumped on each publish even when the ranked content is unchanged, so
+    # the feed still drifted between develop and master. The item dates only move
+    # when the content actually changes.) Falls back to _meta.last_updated, then
+    # a fixed constant, only when no item carries a parseable date.
+    item_dates = []
+    for _it in items:
+        try:
+            item_dates.append(datetime.strptime(_it.get("date", ""), "%Y-%m-%d"))
+        except Exception:
+            pass
+    if item_dates:
+        build_dt = max(item_dates)
+    else:
+        meta_updated = digest.get("_meta", {}).get("last_updated", "")
+        try:
+            build_dt = datetime.fromisoformat(meta_updated) if meta_updated else datetime(2026, 1, 1)
+        except Exception:
+            build_dt = datetime(2026, 1, 1)
+    build_date = _rfc822(build_dt)
 
     lines = [
         '<?xml version="1.0" encoding="UTF-8"?>',

src/v2_optimizer.py

@@ -42,7 +42,7 @@ class V2VisionEngine:
             "Architectural Foundations": ["introduction", "faq", "kubernetes", "linux", "git", "cloud-arch-diagrams", "matrix-table", "other-awesome-lists", "about"],
             "Platform & Site Reliability": ["sre", "devops", "developerportals", "scaffolding", "finops", "chaos-engineering", "performance-testing-with-jenkins-and-jmeter", "project-management-methodology", "project-management-tools", "qa", "test-automation-frameworks", "testops"],
             "Hardened Infrastructure": ["iac", "terraform", "pulumi", "crossplane", "ansible", "securityascode", "kubernetes-security", "aws-security", "devsecops", "kustomize", "liquibase"],
-            "Cloud Providers (Hyperscalers)": ["aws", "azure", "GoogleCloudPlatform", "ibm_cloud", "oraclecloud", "digitalocean", "cloudflare", "managed-kubernetes-in-public-cloud", "public-cloud-solutions", "edge-computing", "aws-architecture", "aws-security", "aws-networking", "aws-databases", "aws-storage", "aws-monitoring", "aws-iac", "aws-tools-scripts", "aws-messaging", "aws-data", "aws-devops", "aws-serverless", "aws-containers", "aws-backup", "aws-training", "aws-newfeatures", "aws-miscellaneous", "aws-pricing"],
+            "Cloud Providers (Hyperscalers)": ["aws", "azure", "GoogleCloudPlatform", "ibm_cloud", "oraclecloud", "digitalocean", "cloudflare", "managed-kubernetes-in-public-cloud", "public-cloud-solutions", "edge-computing", "aws-security", "aws-networking", "aws-storage", "aws-iac", "aws-serverless", "aws-backup", "aws-newfeatures"],
             "Networking & Service Mesh": ["networking", "kubernetes-networking", "servicemesh", "istio", "caching", "web-servers", "cloudflare"],
             "The Container Stack": ["docker", "container-managers", "serverless", "kubernetes-autoscaling", "kubernetes-operators-controllers", "kubernetes-storage", "kubernetes-monitoring", "kubernetes-troubleshooting", "kubernetes-backup-migrations", "kubernetes-on-premise", "kubernetes-bigdata", "kubernetes-client-libraries", "kubernetes-releases", "kubernetes-based-devel", "kubernetes-alternatives", "kubectl-commands", "rancher", "openshift", "ocp3", "ocp4", "noops"],
             "Data & Advanced Analytics": ["databases", "nosql", "message-queue", "crunchydata", "yaml", "bigdata"],
@@ -65,6 +65,57 @@ class V2VisionEngine:
             "oauth": "securityascode",
             "digital-money": "finops",
             "aws-spain": "aws",
+            # AWS de-fragmentation: the near-empty / junk-drawer AWS sub-pages
+            # (<=7 links, plus "miscellaneous") merge into the main aws page so
+            # it stops being a 3-link stub. The substantial AWS topics
+            # (serverless, storage, networking, security, iac, backup,
+            # newfeatures) stay as their own pages and are surfaced via the
+            # provider hub block (self.subpage_hubs) on aws.md.
+            "aws-miscellaneous": "aws",
+            "aws-databases": "aws",
+            "aws-devops": "aws",
+            "aws-containers": "aws",
+            "aws-monitoring": "aws",
+            "aws-architecture": "aws",
+            "aws-tools-scripts": "aws",
+            "aws-messaging": "aws",
+            "aws-data": "aws",
+            "aws-training": "aws",
+            "aws-pricing": "aws",
+        }
+
+        # Provider hub: pages that should render a "deep-dive topic pages" index
+        # linking to the substantial sub-pages that remain after consolidation.
+        # (slug, display label) — labels kept short and human-readable.
+        self.subpage_hubs = {
+            "aws": [
+                ("aws-serverless", "Serverless"),
+                ("aws-storage", "Storage"),
+                ("aws-networking", "Networking"),
+                ("aws-security", "Security"),
+                ("aws-iac", "IaC"),
+                ("aws-backup", "Backup"),
+                ("aws-newfeatures", "New Features"),
+            ],
+            # Kubernetes is well-classified (rich parent + substantial distinct
+            # children), so nothing is merged here — the hub is purely an index
+            # so the flagship landing surfaces its deep-dive topic pages.
+            "kubernetes": [
+                ("kubernetes-tools", "Tools"),
+                ("kubernetes-networking", "Networking"),
+                ("kubernetes-security", "Security"),
+                ("kubernetes-monitoring", "Monitoring"),
+                ("kubernetes-storage", "Storage"),
+                ("kubernetes-autoscaling", "Autoscaling"),
+                ("kubernetes-operators-controllers", "Operators"),
+                ("kubernetes-alternatives", "Alternatives"),
+                ("kubernetes-bigdata", "Big Data"),
+                ("kubernetes-tutorials", "Tutorials"),
+                ("kubernetes-backup-migrations", "Backup & Migrations"),
+                ("kubernetes-client-libraries", "Client Libraries"),
+                ("kubernetes-based-devel", "Local Dev"),
+                ("kubernetes-on-premise", "On-Premise"),
+            ],
         }
         
         self.library_criteria = (
@@ -169,7 +220,7 @@ class V2VisionEngine:
         
         # --- SURGICAL GARBAGE COLLECTION ---
         # Track every file we generate
-        generated_files = {"index.md", "audit-log.md", "videos.md", "tags.md", "tech-digest.md", "industry-digest.md"}
+        generated_files = {"index.md", "audit-log.md", "videos.md", "tags.md", "tech-digest.md", "industry-digest.md", "topic-map.md", "methodology.md"}
         for f_name in v2_data.keys():
             generated_files.add(f_name)
 
@@ -963,7 +1014,7 @@ class V2VisionEngine:
             "FinOps & Cloud Cost", "Certification & Training",
             "AWS", "Azure", "GCP, OCI & Others", "OpenShift / Red Hat", "Virtualization & Private Cloud"
         ]
-        geo_cats = ["Americas", "Europe", "España", "Asia-Pacific"]
+        geo_cats = ["Americas", "Europe", "Spain", "Asia-Pacific"]
         period_labels = {"3_months": "Last 3 Months", "6_months": "Last 6 Months", "12_months": "Last 12 Months"}
 
         def render_digest_page(title, categories, digest_data, search_boost=1):
@@ -971,14 +1022,21 @@ class V2VisionEngine:
             md += f"# {title}\n\n"
             md += "!!! tip \"Nubenetes Intelligence Digest\"\n"
             md += "    AI-curated ranking of the most impactful resources, updated monthly.\n\n"
-            for period_key, period_label in period_labels.items():
-                md += f'=== "{period_label}"\n\n'
-                period_data = digest_data.get(period_key, {})
-                for cat in categories:
-                    items = period_data.get(cat, [])
+            # Category-first layout: each category is a real H2 heading (at column 0)
+            # so it appears exactly once in the MkDocs Material right-hand "On this page"
+            # TOC, with the three time-windows as content tabs *inside* the category.
+            # (The previous period-first layout nested categories as bold text inside
+            # tabs, which produced no TOC entries and tripped MD023 on indented headings.)
+            for cat in categories:
+                # Skip categories with no ranked items in any time window.
+                if not any(digest_data.get(pk, {}).get(cat) for pk in period_labels):
+                    continue
+                md += f"## {cat}\n\n"
+                for period_key, period_label in period_labels.items():
+                    items = digest_data.get(period_key, {}).get(cat, [])
                     if not items:
                         continue
-                    md += f"    **{cat}**\n\n"
+                    md += f'=== "{period_label}"\n\n'
                     md += "    | Date | Resource | Impact | Why It Matters |\n"
                     md += "    | :--- | :--- | :---: | :--- |\n"
                     for item in items:
@@ -1106,7 +1164,8 @@ class V2VisionEngine:
             "    </div>\n"
             "  </a>\n"
             "</div>\n\n"
-            "<div style=\"display: flex; justify-content: center; gap: 24px; margin: 16px 0; flex-wrap: wrap;\">\n"
+            "## Explore the Ecosystem\n\n"
+            "<div class=\"hero-badge-row\">\n"
             "  <a href=\"./kubernetes/\" 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"
@@ -1135,6 +1194,13 @@ class V2VisionEngine:
             "      <div class=\"hero-badge-subtitle\">Architect Video Library</div>\n"
             "    </div>\n"
             "  </a>\n"
+            "  <a href=\"./topic-map/\" style=\"text-decoration: none; color: inherit; display: block;\">\n"
+            "    <div class=\"hero-badge-card hero-badge-card--indigo\">\n"
+            "      <div class=\"hero-badge-icon\">🗺️</div>\n"
+            "      <div class=\"hero-badge-title\">Topic Map</div>\n"
+            "      <div class=\"hero-badge-subtitle\">All Categories · Directory</div>\n"
+            "    </div>\n"
+            "  </a>\n"
             "  <a href=\"./introduction/\" 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"
@@ -1147,26 +1213,71 @@ class V2VisionEngine:
             "    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"
             f"{coverage_info}\n\n"
-            f"<center markdown=\"1\">\n{mosaic_html}\n</center>\n\n"
+            # Altitude fix: surface the fresh, dynamic Trending/Digest BEFORE the
+            # signature YouTube mosaic (which now closes the page as a brand showcase).
+            "## Trending Now\n\n"
             f"{pulse_md}\n\n"
-            "## Strategic Dimensions\n"
-            "- **[🎥 Agentic Video Hub (Architectural Summary)](./videos/index.md)**\n\n"
+            "## The Cloud Native Universe We Track\n\n"
+            f"<center markdown=\"1\">\n{mosaic_html}\n</center>\n\n"
+            "---\n\n"
+            "**Reference:** [🗺️ Full Topic Map](./topic-map/) · "
+            "[📐 Methodology &amp; Maturity Taxonomy](./methodology/) · "
+            "[🎥 Agentic Video Hub](./videos/index.md)\n"
         )
-        
-        # Group by dimension for index
+
+        # Group by dimension (shared by the Topic Map directory page below).
         dim_groups = {}
         for f_name, info in data.items():
             dim_groups.setdefault(info["dim"], []).append(f_name)
-            
-        # Mandate: Use the order defined in self.dimensions for architectural flow
+
+        with open(os.path.join(V2_DIR, "index.md"), "w") as f:
+            f.write(index_md)
+
+        # --- Topic Map: full category directory in a multi-column grid -----------
+        def _count_links(node):
+            total = len(node.get("__links__", []))
+            for k, v in node.items():
+                if k != "__links__" and isinstance(v, dict):
+                    total += _count_links(v)
+            return total
+
+        topic_md = (
+            "---\n"
+            "description: \"The complete Nubenetes V2 directory: every curated Kubernetes, "
+            "Cloud Native and DevOps category by strategic dimension, with resource counts.\"\n"
+            "---\n"
+            "# Topic Map\n\n"
+            "!!! tip \"The complete Nubenetes V2 directory\"\n"
+            "    Every curated category across all strategic dimensions, with the number of "
+            "AI-selected resources in each. Looking for the landing page? Back to the "
+            "[**2026 Vision**](/).\n\n"
+            "<div class=\"topic-map-grid\" markdown=\"1\">\n\n"
+        )
         for dim in self.dimensions.keys():
             if dim in dim_groups:
-                index_md += f"### {dim}\n"
+                topic_md += "<section class=\"topic-map-dim\" markdown=\"1\">\n\n"
+                # h2 (not h3): the page H1 is "Topic Map", so dimensions must
+                # increment by one level (markdownlint MD001). Also gives the
+                # right-hand TOC a clean per-dimension index.
+                topic_md += f"## {dim}\n\n"
                 for f in sorted(dim_groups[dim]):
-                    index_md += f"- **[{data[f]['title']}](./{f})**\n"
-        
-        index_md += (
-            "\n---\n\n"
+                    count = _count_links(data[f]["content"])
+                    topic_md += f"- **[{data[f]['title']}](./{f})** <span class=\"topic-count\">{count}</span>\n"
+                topic_md += "\n</section>\n\n"
+        topic_md += "</div>\n"
+        with open(os.path.join(V2_DIR, "topic-map.md"), "w") as f:
+            f.write(topic_md)
+
+        # --- Methodology: maturity taxonomy + technical impact reference ---------
+        methodology_md = (
+            "---\n"
+            "description: \"How Nubenetes V2 classifies and ranks resources: the maturity "
+            "taxonomy and technical impact (star) scoring used across the Elite portal.\"\n"
+            "---\n"
+            "# Methodology\n\n"
+            "!!! abstract \"How Nubenetes V2 classifies and ranks resources\"\n"
+            "    The reference legends below explain the maturity tags and the technical "
+            "impact (star) scores applied to every resource in the portal.\n\n"
             "## The Maturity Taxonomy\n\n"
             "To ensure industrial-grade precision, every resource in V2 is classified using our proprietary 5-tier maturity system:\n\n"
             "| Tag | Description | Engineering Context |\n"
@@ -1190,7 +1301,7 @@ class V2VisionEngine:
             "| 🌟 | **Reference Only** | Basic documentation or historical reference without major current impact. | Standard Link |\n"
         )
         
-        with open(os.path.join(V2_DIR, "index.md"), "w") as f: f.write(index_md)
+        with open(os.path.join(V2_DIR, "methodology.md"), "w") as f: f.write(methodology_md)
 
         async def render_node(node, depth, base_slug, used_headers, is_intro=False):
             md = ""
@@ -1235,47 +1346,83 @@ class V2VisionEngine:
             used_headers = {info['long_title']} # Mandate 30: MD024 - Pre-populate with H1 to avoid duplicates
             # Formulate V1 counterpart link dynamically
             v1_link = f"/v1/{f_name.replace('.md', '/')}"
+            # Unique per-page SEO meta description (front-matter) so each page no
+            # longer falls back to the identical global site_description. Material
+            # emits it as <meta name="description"> + og:description. Enrich it with
+            # the page's top resource names (long-tail keywords), filtering out
+            # URL/path-like titles for readability; fall back to a clean template.
+            def _collect_links(node, acc):
+                if "__links__" in node:
+                    acc.extend(node["__links__"])
+                for _k, _v in node.items():
+                    if _k != "__links__" and isinstance(_v, dict):
+                        _collect_links(_v, acc)
+                return acc
+            _page_links = _collect_links(info["content"], [])
+            _page_links.sort(key=lambda x: (-(x.get("stars") or 0), -(int(x["year"]) if str(x.get("year", "")).isdigit() else 0)))
+            _names, _seen_names = [], set()
+            for _l in _page_links:
+                _nm = nuclear_strip(str(_l.get("title", "")))
+                # Drop emojis/stars and edge punctuation that leak into titles.
+                _nm = re.sub(r'[\U0001F000-\U0001FAFF☀-➿⭐⭕️]', '', _nm)
+                _nm = re.sub(r'\s+', ' ', _nm).strip(" -–—·:|")
+                _low = _nm.lower()
+                if not (3 <= len(_nm) <= 26):
+                    continue
+                if "/" in _nm or "http" in _low or any(d in _low for d in (".com", ".io", ".org", ".net", ".dev", ".sh", ".ai", ".xyz")):
+                    continue
+                if _low in _seen_names:
+                    continue
+                _seen_names.add(_low)
+                _names.append(_nm)
+                if len(_names) >= 2:
+                    break
+            _seo_title = str(info.get('title') or info['long_title'])[:60].strip()
+            if len(_names) >= 2:
+                _seo_desc = (
+                    f"Top {_seo_title} resources for 2026, AI-ranked: {', '.join(_names)} and more "
+                    f"— curated Cloud Native tools, guides and references."
+                )
+            else:
+                _seo_desc = (
+                    f"Curated, AI-ranked {_seo_title} resources for the 2026 Cloud Native "
+                    f"architect: top-tier tools, guides and references ({info['dim']})."
+                )
+            _seo_desc = _seo_desc.replace("\\", " ").replace('"', "'").replace("\n", " ").strip()
+            if len(_seo_desc) > 165:
+                _seo_desc = _seo_desc[:162].rsplit(" ", 1)[0].rstrip(" ,;:—-") + "."
             md = (
+                f"---\n"
+                f"description: \"{_seo_desc}\"\n"
+                f"---\n"
                 f"# {info['long_title']}\n\n"
                 f"!!! tip \"Nubenetes V2 Elite Portal\"\n"
                 f"    You are browsing the AI-Curated V2 Elite Edition. Looking for the exhaustive list of references? Check out the [**V1 Historical Archive**]({v1_link}).\n\n"
                 f"!!! info \"Architectural Context\"\n"
                 f"    Detailed reference for {info['long_title']} in the context of {info['dim']}.\n\n"
             )
-            
-            # Generate Table of Contents (TOC)
-            exempt_files = self.link_rules.get("hierarchy_rules", {}).get("toc_exempt_files", [])
-            if f_name not in exempt_files:
-                toc_lines = []
-                toc_used_headers = {info['long_title']}
-                def build_toc(node, depth=1):
-                    for name, subnode in sorted(node.items()):
-                        if name == "__links__": continue
-                        clean_name = clean_toc_text(name)
-                        
-                        h_name = clean_name
-                        counter = 1
-                        while h_name in toc_used_headers:
-                            h_name = f"{clean_name} ({counter})"
-                            counter += 1
-                        toc_used_headers.add(h_name)
-                        
-                        slug = h_name.lower().replace(' ', '-')
-                        slug = re.sub(r'[^a-z0-9-]', '', slug)
-                        slug = re.sub(r'-+', '-', slug).strip('-')
-                        
-                        indent = "  " * (depth - 1)
-                        if depth == 1:
-                            toc_lines.append(f"1. [{clean_name}](#{slug})")
-                        else:
-                            toc_lines.append(f"{indent}- [{clean_name}](#{slug})")
-                        build_toc(subnode, depth + 1)
-                build_toc(info["content"], 1)
-                if toc_lines:
-                    md += "## Table of Contents\n\n"
-                    md += "\n".join(toc_lines) + "\n\n"
 
-            
+            # Provider hub: surface the substantial sub-pages that remain after
+            # consolidation so the landing page is a navigable index, not a stub.
+            _hub_slug = f_name.replace(".md", "")
+            if _hub_slug in self.subpage_hubs:
+                _children = [
+                    (c, lbl) for (c, lbl) in self.subpage_hubs[_hub_slug]
+                    if (f"{c}.md" in data) or os.path.exists(os.path.join(V2_DIR, f"{c}.md"))
+                ]
+                if _children:
+                    _child_links = " · ".join(f"[{lbl}](./{c}/)" for (c, lbl) in _children)
+                    md += (
+                        f"!!! abstract \"Deep-Dive Topic Pages\"\n"
+                        f"    {_child_links}\n\n"
+                    )
+
+            # In-page Markdown Table of Contents intentionally omitted.
+            # The MkDocs Material theme renders a native, sticky "On this page" TOC
+            # (right sidebar) from the headings below, so a duplicated Markdown TOC
+            # only added redundant scroll — extreme on large pages (e.g. 250+ links).
+            # See v2-mkdocs.yml (toc.integrate removed) and static/v2_filter.js (?v=2.9.12).
+
             if f_name == "introduction.md":
                 md += "## Vision 2026\n\n!!! quote \"The Evolution of Autonomy\"\n    From manual curation to agentic intelligence.\n\n### Ecosystem Map\n\n\n```mermaid\ngraph TD\n    A[Foundations] --> B[AI & Intelligence]\n    A --> C[Hardened Infra]\n    B --> D[Agentic Curation]\n    C --> E[Enterprise Stability]\n    D --> F[Nubenetes Portal]\n    E --> F\n```\n\n\n"
 
@@ -1284,9 +1431,9 @@ class V2VisionEngine:
                     "## The Nubenetes Engineering Manifest\n\n"
                     "!!! quote \"The Positive Sum Game\"\n"
                     "    ==*\"Open Source is most successful when is played as a positive sum game\" (Sarah Novotny)*==\n\n"
-                    "<div style=\"display: flex; justify-content: center; gap: 16px; flex-wrap: wrap; margin: 24px 0;\">\n"
-                    "  <iframe width=\"480\" height=\"270\" src=\"https://www.youtube.com/embed/GZl7N8sXyEo\" title=\"Cowboy Bebop - Tank!\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen></iframe>\n"
-                    "  <iframe width=\"480\" height=\"270\" src=\"https://www.youtube.com/embed/t_hdOVsdRSE\" title=\"Jimmy Sax - Time\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen></iframe>\n"
+                    "<div class=\"video-embed-grid\">\n"
+                    "  <div class=\"video-embed\"><iframe src=\"https://www.youtube-nocookie.com/embed/GZl7N8sXyEo\" title=\"Cowboy Bebop - Tank!\" loading=\"lazy\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen></iframe></div>\n"
+                    "  <div class=\"video-embed\"><iframe src=\"https://www.youtube-nocookie.com/embed/t_hdOVsdRSE\" title=\"Jimmy Sax - Time\" loading=\"lazy\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen></iframe></div>\n"
                     "</div>\n\n"
                     "### 1. The Genesis: Munich 2018\n"
                     "Nubenetes was forged in the internals of a massive Cloud Native transformation for a **major multinational car manufacturer** in Munich. Coordinating hundreds of microservices, thousands of developers, and millions of end-users taught us a fundamental truth: **Standardization, Automation, and GitOps are not \"best practices\"—they are survival requirements.**\n\n"
@@ -1406,9 +1553,15 @@ class V2VisionEngine:
             tags_to_process = list(l.get("tags", []))
             # Include language indexing for non-English resources (Mandate 10)
             lang = l.get("language", "English")
+            # Skip non-language values the AI sometimes emits, so the tag index
+            # is not polluted with meaningless "X Content" buckets.
+            _lang_junk = {
+                "english", "en", "n/a", "na", "none", "null", "unknown", "",
+                "not applicable", "multiple", "multi-language", "polyglot", "various",
+            }
             if lang.lower() in ["spanish", "es", "english/spanish"]:
                 tags_to_process.append("[SPANISH CONTENT]")
-            elif lang.lower() != "english" and lang.lower() != "n/a" and lang.lower() != "none":
+            elif lang.lower() not in _lang_junk:
                 tags_to_process.append(f"[{lang.upper()} CONTENT]")
 
             for t in tags_to_process:
@@ -1442,27 +1595,78 @@ class V2VisionEngine:
             "    Browse all V2 resources grouped by maturity levels and technical domains.\n\n"
         )
         
-        # Build TOC
-        toc_lines = []
-        for tag in sorted_tags:
-            tag_display = tag.replace("[", "").replace("]", "").replace("&", "and").title()
-            if tag_display.upper() in ["EBPF", "WASM", "GITOPS", "IAC", "SRE", "AI", "MCP", "DB", "MLOPS"]:
-                tag_display = tag_display.upper()
-            slug = tag_display.lower().replace(" ", "-")
-            slug = re.sub(r'[^a-z0-9-]', '', slug)
-            slug = re.sub(r'-+', '-', slug).strip('-')
-            toc_lines.append(f"1. [{tag_display}](#{slug}) ({len(by_tag[tag])} resources)")
-            
-        md += "## Table of Contents\n\n" + "\n".join(toc_lines) + "\n\n"
+        # Precompute display name + UNIQUE slug for every tag, shared by both the
+        # grouped TOC and the section headers so anchors always match. This fixes
+        # collisions where C / C# / C++ all slugged to "c-content" (broken links).
+        def _tag_display(tag):
+            d = tag.replace("[", "").replace("]", "").replace("&", "and").title()
+            if d.upper() in ["EBPF", "WASM", "GITOPS", "IAC", "SRE", "AI", "MCP", "DB", "MLOPS"]:
+                d = d.upper()
+            return d
+
+        _seen_slugs = set()
+        def _tag_slug(tag):
+            s = tag.replace("[", "").replace("]", "").lower()
+            s = s.replace("#", "-sharp").replace("++", "-plus-plus").replace("&", "-and-").replace("/", "-")
+            s = re.sub(r'[^a-z0-9-]', '-', s)
+            s = re.sub(r'-+', '-', s).strip('-')
+            base, n = s, 1
+            while s in _seen_slugs:
+                n += 1
+                s = f"{base}-{n}"
+            _seen_slugs.add(s)
+            return s
+
+        tag_meta = {
+            tag: {"display": _tag_display(tag), "slug": _tag_slug(tag), "count": len(by_tag[tag])}
+            for tag in sorted_tags
+        }
+
+        def _count_label(n):
+            return f"{n} resource" + ("" if n == 1 else "s")
+
+        # Partition custom tags: language/format ("X CONTENT") vs technical domains,
+        # so the long, low-signal language tail does not bury the maturity tags.
+        maturity_tags = [t for t in sorted_tags if t in standard_order]
+        lang_tags = sorted(
+            [t for t in sorted_tags if t not in standard_order and t.endswith("CONTENT]")],
+            key=lambda t: -tag_meta[t]["count"],
+        )
+        other_tags = sorted(
+            [t for t in sorted_tags if t not in standard_order and not t.endswith("CONTENT]")],
+            key=lambda t: -tag_meta[t]["count"],
+        )
+
+        # Build a grouped TOC: maturity as a clean numbered list; domains and the
+        # language/format tail as compact, count-sorted inline pill rows.
+        md += "## Table of Contents\n\n"
+        if maturity_tags:
+            md += "### Maturity and Quality\n\n"
+            for t in maturity_tags:
+                m = tag_meta[t]
+                md += f"1. [{m['display']}](#{m['slug']}) ({_count_label(m['count'])})\n"
+            md += "\n"
+        if other_tags:
+            md += "### Technical Domains\n\n"
+            md += " · ".join(
+                f"[{tag_meta[t]['display']}](#{tag_meta[t]['slug']}) ({tag_meta[t]['count']})"
+                for t in other_tags
+            ) + "\n\n"
+        if lang_tags:
+            md += "### Language and Format\n\n"
+            md += "Resources indexed by their primary source language or document format.\n\n"
+            md += " · ".join(
+                f"[{tag_meta[t]['display'].replace(' Content', '')}](#{tag_meta[t]['slug']}) ({tag_meta[t]['count']})"
+                for t in lang_tags
+            ) + "\n\n"
 
         for tag in sorted_tags:
-            tag_display = tag.replace("[", "").replace("]", "").replace("&", "and").title()
-            if tag_display.upper() in ["EBPF", "WASM", "GITOPS", "IAC", "SRE", "AI", "MCP", "DB", "MLOPS"]:
-                tag_display = tag_display.upper()
-            
-            # Wrap section inside a .v2-tag-section div and details block for performance
+            m = tag_meta[tag]
+            tag_display = m["display"]
+            # Wrap section inside a .v2-tag-section div and details block for performance.
+            # Explicit {#slug} keeps the heading anchor unique and TOC-matching.
             md += f"<div class=\"v2-tag-section\" markdown=\"1\">\n\n"
-            md += f"## {tag_display}\n\n"
+            md += f"## {tag_display} {{#{m['slug']}}}\n\n"
             total_count = len(by_tag[tag])
             if total_count > 100:
                 summary_text = f"Click to view top 100 of {total_count} resources under {tag_display}"
@@ -1502,6 +1706,8 @@ class V2VisionEngine:
                 "nav:",
                 "  - \"🔙 Back to V1 (Exhaustive)\": https://nubenetes.com/v1/",
                 "  - \"The 2026 Vision\": index.md",
+                "  - \"Topic Map\": topic-map.md",
+                "  - \"Methodology\": methodology.md",
                 "  - \"Technical Tags\": tags.md",
                 "  - \"Intelligence Digest\":",
                 "    - \"Tech & Cloud Digest\": tech-digest.md",

v2-docs/ChromeDevTools.md

@@ -6,14 +6,6 @@
 !!! info "Architectural Context"
     Detailed reference for Chrome and Firefox DevTools. HTTP Protocols and WebSockets in the context of Developer Ecosystem.
 
-## Table of Contents
-
-1. [Developer Workspace](#developer-workspace)
-  - [Command-Line Tooling](#command-line-tooling)
-    - [JSON and YAML Manipulators](#json-and-yaml-manipulators)
-  - [Diagnostics and Debugging](#diagnostics-and-debugging)
-    - [Browser Developer Tools](#browser-developer-tools)
-
 ## Developer Workspace
 
 ### Command-Line Tooling

v2-docs/GoogleCloudPlatform.md

@@ -1,3 +1,6 @@
+---
+description: "Top Googlecloudplatform resources for 2026, AI-ranked: Google Cloud Buildpacks, Google Agents CLI and more — curated Cloud Native tools, guides and references."
+---
 # Google Cloud Platform
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,70 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Google Cloud Platform in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [AI and Orchestration](#ai-and-orchestration)
-  - [Agentic Workflows](#agentic-workflows)
-    - [Command-Line Tools](#command-line-tools)
-1. [Application Development](#application-development)
-  - [API Management](#api-management)
-    - [Apigee Integration](#apigee-integration)
-  - [Workflows](#workflows)
-    - [Orchestration](#orchestration)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Compute](#compute)
-    - [Architectural Decision](#architectural-decision)
-  - [Containers](#containers)
-    - [Google Kubernetes Engine](#google-kubernetes-engine)
-  - [Databases](#databases)
-    - [Cloud Spanner](#cloud-spanner)
-  - [GCP Ecosystem](#gcp-ecosystem)
-    - [CICD Pipelines](#cicd-pipelines)
-    - [DevOps Frameworks](#devops-frameworks)
-    - [Developer Tools](#developer-tools)
-    - [IDE Integrations](#ide-integrations)
-  - [High Availability](#high-availability)
-    - [Architecture](#architecture)
-  - [Microservices](#microservices)
-    - [Google Cloud](#google-cloud)
-  - [Networking](#networking)
-    - [Private Service Connect](#private-service-connect)
-  - [Public Cloud](#public-cloud)
-    - [Google Cloud](#google-cloud-1)
-  - [Security](#security)
-    - [IAM](#iam)
-    - [PKI](#pki)
-    - [Secrets Management](#secrets-management)
-  - [Serverless](#serverless)
-    - [Cloud Run](#cloud-run)
-    - [VPC Networking](#vpc-networking)
-1. [DevOps and Delivery](#devops-and-delivery)
-  - [CICD](#cicd)
-    - [Containerization](#containerization)
-    - [Lifecycle Management](#lifecycle-management)
-  - [Continuous Delivery](#continuous-delivery)
-    - [GKE](#gke)
-    - [GKE GA](#gke-ga)
-    - [Industry Assessment](#industry-assessment)
-1. [DevSecOps](#devsecops)
-  - [CICD Pipelines](#cicd-pipelines-1)
-    - [Hybrid Cloud Architecture](#hybrid-cloud-architecture)
-1. [DevSecOps and IDEs](#devsecops-and-ides)
-  - [Google Cloud Code](#google-cloud-code)
-    - [Developer Experience](#developer-experience)
-1. [Hybrid and Multi-Cloud](#hybrid-and-multi-cloud)
-  - [Anthos](#anthos)
-    - [Ingress](#ingress)
-    - [Strategic Guide](#strategic-guide)
-    - [Windows Containers](#windows-containers)
-1. [Networking and Security](#networking-and-security)
-  - [Service Discovery](#service-discovery)
-    - [Registry](#registry)
-  - [Service Mesh](#service-mesh)
-    - [Traffic Management](#traffic-management)
-  - [Traffic Management](#traffic-management-1)
-    - [Load Balancing](#load-balancing)
-
 ## AI and Orchestration
 
 ### Agentic Workflows

v2-docs/about.md

@@ -1,3 +1,6 @@
+---
+description: "Top About resources for 2026, AI-ranked: Postman, AWX and more — curated Cloud Native tools, guides and references."
+---
 # About Nubenetes
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,25 +9,14 @@
 !!! info "Architectural Context"
     Detailed reference for About Nubenetes in the context of Architectural Foundations.
 
-## Table of Contents
-
-1. [Automation and Orchestration](#automation-and-orchestration)
-  - [API Orchestration](#api-orchestration)
-    - [Postman](#postman)
-  - [Configuration Management](#configuration-management)
-    - [Ansible AWX](#ansible-awx)
-    - [Ansible Kubernetes Module](#ansible-kubernetes-module)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Terraform Boilerplates](#terraform-boilerplates)
-
 ## The Nubenetes Engineering Manifest
 
 !!! quote "The Positive Sum Game"
     ==*"Open Source is most successful when is played as a positive sum game" (Sarah Novotny)*==
 
-<div style="display: flex; justify-content: center; gap: 16px; flex-wrap: wrap; margin: 24px 0;">
-  <iframe width="480" height="270" src="https://www.youtube.com/embed/GZl7N8sXyEo" title="Cowboy Bebop - Tank!" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
-  <iframe width="480" height="270" src="https://www.youtube.com/embed/t_hdOVsdRSE" title="Jimmy Sax - Time" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
+<div class="video-embed-grid">
+  <div class="video-embed"><iframe src="https://www.youtube-nocookie.com/embed/GZl7N8sXyEo" title="Cowboy Bebop - Tank!" loading="lazy" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe></div>
+  <div class="video-embed"><iframe src="https://www.youtube-nocookie.com/embed/t_hdOVsdRSE" title="Jimmy Sax - Time" loading="lazy" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe></div>
 </div>
 
 ### 1. The Genesis: Munich 2018

v2-docs/ai-agents-mcp.md

@@ -1,3 +1,6 @@
+---
+description: "Top AI Agents MCP resources for 2026, AI-ranked: vLLM on Kubernetes, LocalAI and more — curated Cloud Native tools, guides and references."
+---
 # AI Agents and Model Context Protocol (MCP) for Kubernetes
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,18 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for AI Agents and Model Context Protocol (MCP) for Kubernetes in the context of AI.
 
-## Table of Contents
-
-1. [AI Infrastructure](#ai-infrastructure)
-  - [Distributed Computing](#distributed-computing)
-    - [Kube-Ray](#kube-ray)
-  - [LLM Serving](#llm-serving)
-    - [LocalAI](#localai)
-    - [vLLM](#vllm)
-1. [Cloud Native Operations](#cloud-native-operations)
-  - [AI AIOps](#ai-aiops)
-    - [Kubernetes Troubleshooting](#kubernetes-troubleshooting)
-
 ## AI Infrastructure
 
 ### Distributed Computing

v2-docs/ai.md

@@ -1,3 +1,6 @@
+---
+description: "Top AI resources for 2026, AI-ranked: Claude Code Templates, Skills for Real Engineers and more — curated Cloud Native tools, guides and references."
+---
 # Artificial Intelligence
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,36 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Artificial Intelligence in the context of AI.
 
-## Table of Contents
-
-1. [AI and Orchestration](#ai-and-orchestration)
-  - [Agentic Workflows](#agentic-workflows)
-    - [Command-Line Tools](#command-line-tools)
-1. [Artificial Intelligence](#artificial-intelligence-1)
-  - [Generative AI Engineering](#generative-ai-engineering)
-    - [API Integration Patterns](#api-integration-patterns)
-    - [Architecture Patterns](#architecture-patterns)
-1. [Cloud Native Operations](#cloud-native-operations)
-  - [AI AIOps](#ai-aiops)
-    - [Kubernetes Troubleshooting](#kubernetes-troubleshooting)
-  - [AI-Powered Operations AIOps](#ai-powered-operations-aiops)
-    - [Kubernetes Troubleshooting](#kubernetes-troubleshooting-1)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [AI-Assisted IaC](#ai-assisted-iac)
-  - [Kubernetes Orchestration](#kubernetes-orchestration)
-    - [AI Workloads on K8s](#ai-workloads-on-k8s)
-1. [Container Orchestration](#container-orchestration)
-  - [Azure Kubernetes Service](#azure-kubernetes-service)
-    - [AKS Fleet Manager](#aks-fleet-manager)
-1. [Developer Tooling](#developer-tooling)
-  - [AI Code Assistants](#ai-code-assistants)
-    - [Prompt Templates](#prompt-templates)
-1. [Software Engineering](#software-engineering)
-  - [AI-Assisted Development](#ai-assisted-development)
-    - [Multi-Repository Architecture](#multi-repository-architecture)
-  - [Professional Development](#professional-development)
-    - [Core Architectures](#core-architectures)
-
 ## AI and Orchestration
 
 ### Agentic Workflows

v2-docs/angular.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Angular resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Developer Ecosystem)."
+---
 # Angular framework
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,12 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Angular framework in the context of Developer Ecosystem.
 
-## Table of Contents
-
-1. [App Development](#app-development)
-  - [Frontend](#frontend)
-    - [Continuous Delivery](#continuous-delivery)
-
 ## App Development
 
 ### Frontend

v2-docs/ansible.md

@@ -1,3 +1,6 @@
+---
+description: "Top Ansible resources for 2026, AI-ranked: AWX, AWX Operator and more — curated Cloud Native tools, guides and references."
+---
 # Configuration Management. Ansible
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,31 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Configuration Management. Ansible in the context of Hardened Infrastructure.
 
-## Table of Contents
-
-1. [Automation](#automation)
-  - [API Integration](#api-integration)
-    - [Ansible HTTP](#ansible-http)
-1. [Automation and Orchestration](#automation-and-orchestration)
-  - [Configuration Management](#configuration-management)
-    - [Ansible AWX](#ansible-awx)
-1. [Container Orchestration](#container-orchestration)
-  - [Kubernetes](#kubernetes)
-    - [Ansible Integration](#ansible-integration)
-    - [Deployments](#deployments)
-    - [Helm](#helm)
-    - [Helm Integration](#helm-integration)
-    - [Object Management](#object-management)
-    - [Operators](#operators)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [Ansible](#ansible)
-    - [Application Servers](#application-servers)
-    - [Comparison](#comparison)
-    - [Containers](#containers)
-    - [NGINX Automation](#nginx-automation)
-  - [Deployment Tools](#deployment-tools)
-    - [Application Deployment](#application-deployment)
-
 ## Automation
 
 ### API Integration

v2-docs/api.md

@@ -1,3 +1,6 @@
+---
+description: "Top API resources for 2026, AI-ranked: gRPC, GraphQL and more — curated Cloud Native tools, guides and references."
+---
 # APIs with SOAP, REST and gRPC
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,84 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for APIs with SOAP, REST and gRPC in the context of Developer Ecosystem.
 
-## Table of Contents
-
-1. [API Architectures](#api-architectures)
-  - [GraphQL](#graphql)
-    - [Adoption](#adoption)
-    - [Federation](#federation)
-    - [Hasura](#hasura)
-    - [Specification](#specification)
-  - [Patterns](#patterns)
-    - [Comparison](#comparison)
-  - [REST](#rest)
-    - [Design Principles](#design-principles)
-    - [Implementation](#implementation)
-    - [Introduction](#introduction)
-  - [RPC](#rpc)
-    - [Open-RPC](#open-rpc)
-    - [gRPC](#grpc)
-    - [gRPC-Web](#grpc-web)
-  - [Real-Time](#real-time)
-    - [Socket.IO](#socketio)
-    - [WebSockets](#websockets)
-1. [API Management](#api-management)
-  - [Platform Engineering](#platform-engineering)
-    - [API Strategy](#api-strategy)
-1. [API Security](#api-security)
-  - [Design](#design)
-    - [Best Practices](#best-practices)
-  - [Enterprise](#enterprise)
-    - [Implementation](#implementation-1)
-  - [Protection](#protection)
-    - [Tools](#tools)
-  - [Threat-Modeling](#threat-modeling)
-    - [Risks](#risks)
-1. [API Testing](#api-testing)
-  - [Performance](#performance)
-    - [Continuous Integration](#continuous-integration)
-1. [API Tooling](#api-tooling)
-  - [Codegen](#codegen)
-    - [OpenAPI](#openapi)
-1. [Application Integration](#application-integration)
-  - [API Design](#api-design)
-    - [API Lifecycle](#api-lifecycle)
-    - [Architecture Comparisons](#architecture-comparisons)
-    - [Hands-on Deployment](#hands-on-deployment)
-    - [Protocols and Formats](#protocols-and-formats)
-    - [Strategic Governance](#strategic-governance)
-  - [API Gateways](#api-gateways)
-    - [Architecture Comparisons](#architecture-comparisons-1)
-    - [Best Practices](#best-practices-1)
-1. [Architecture](#architecture)
-  - [API Management](#api-management-1)
-    - [SaaS Platforms](#saas-platforms)
-1. [Cloud Providers](#cloud-providers)
-  - [AWS](#aws)
-    - [Serverless APIs](#serverless-apis)
-1. [Enterprise Architecture](#enterprise-architecture)
-  - [Case Studies](#case-studies)
-    - [Financial Sector](#financial-sector)
-1. [Event-Driven](#event-driven)
-  - [AsyncAPI](#asyncapi)
-    - [Simulation](#simulation)
-    - [Specification](#specification-1)
-    - [Trends](#trends)
-1. [Microservices](#microservices)
-  - [Design Patterns](#design-patterns)
-    - [Process Automation](#process-automation)
-1. [Observability](#observability)
-  - [Data Ingestion](#data-ingestion)
-    - [WebSockets IoT](#websockets-iot)
-1. [Quality Assurance](#quality-assurance)
-  - [API Design](#api-design-1)
-    - [Network Debugging](#network-debugging)
-1. [Software Engineering](#software-engineering)
-  - [API Design](#api-design-2)
-    - [Industry Surveys](#industry-surveys)
-    - [Protocol Selection](#protocol-selection)
-    - [SOAP vs REST](#soap-vs-rest)
-
 ## API Architectures
 
 ### GraphQL

v2-docs/appointment-scheduling.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Appointment Scheduling resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Career & Industry)."
+---
 # Appointment Scheduling Software
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,12 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Appointment Scheduling Software in the context of Career & Industry.
 
-## Table of Contents
-
-1. [Collaborative Operations](#collaborative-operations)
-  - [Workspace Scheduling](#workspace-scheduling)
-    - [Open Source Tools](#open-source-tools)
-
 ## Collaborative Operations
 
 ### Workspace Scheduling

v2-docs/argo.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Argo resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Engineering Pipeline)."
+---
 # Argo Declarative GitOps for Kubernetes
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,40 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Argo Declarative GitOps for Kubernetes in the context of Engineering Pipeline.
 
-## Table of Contents
-
-1. [GitOps and CD](#gitops-and-cd)
-  - [Argo Rollouts](#argo-rollouts)
-    - [Blue-Green Deployment](#blue-green-deployment)
-    - [Canary Deployment](#canary-deployment)
-    - [Configuration Management](#configuration-management)
-    - [Progressive Delivery](#progressive-delivery)
-  - [ArgoCD](#argocd)
-    - [Patterns](#patterns)
-      - [App-of-Apps](#app-of-apps)
-    - [Workload Management](#workload-management)
-      - [Demos](#demos)
-  - [CICD Integration](#cicd-integration)
-1. [Kubernetes GitOps and Packaging](#kubernetes-gitops-and-packaging)
-  - [Argo Project Ecosystem](#argo-project-ecosystem)
-    - [Event-Driven Automation](#event-driven-automation)
-1. [Platform Engineering](#platform-engineering)
-  - [ArgoCD](#argocd-1)
-    - [Internal Developer Platforms](#internal-developer-platforms)
-  - [CICD Migration](#cicd-migration)
-    - [Argo Workflows](#argo-workflows)
-      - [Jenkins](#jenkins)
-  - [GitOps](#gitops)
-    - [AWS EKS](#aws-eks)
-      - [Tekton](#tekton)
-    - [GitHub Actions](#github-actions)
-      - [AWS EKS](#aws-eks-1)
-    - [Terraform Integration](#terraform-integration)
-      - [Data Infrastructure](#data-infrastructure)
-  - [Progressive Delivery](#progressive-delivery-1)
-    - [DNS Routing](#dns-routing)
-      - [Blue-Green Deployment](#blue-green-deployment-1)
-
 ## GitOps and CD
 
 ### Argo Rollouts

v2-docs/aws-architecture.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked AWS Architecture resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # AWS Architecture and Best Practices
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,15 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for AWS Architecture and Best Practices in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Cloud Architecture](#cloud-architecture)
-  - [Case Studies](#case-studies)
-    - [Enterprise Scale](#enterprise-scale)
-1. [Kubernetes and Platform Engineering](#kubernetes-and-platform-engineering)
-  - [Modernization Tools](#modernization-tools)
-    - [Microservice Migration](#microservice-migration)
-
 ## Cloud Architecture
 
 ### Case Studies

v2-docs/aws-backup.md

@@ -6,45 +6,6 @@
 !!! info "Architectural Context"
     Detailed reference for AWS Backup and Migrations. Design for failure. Disaster Recovery in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Cloud Architecture](#cloud-architecture)
-  - [AWS Solutions](#aws-solutions)
-    - [Disaster Recovery](#disaster-recovery)
-1. [Cloud Migration](#cloud-migration)
-  - [AWS Competency](#aws-competency)
-    - [Enterprise Migration](#enterprise-migration)
-  - [AWS MGN](#aws-mgn)
-    - [Multi-Region](#multi-region)
-  - [Multi-Account Strategy](#multi-account-strategy)
-    - [AWS Resources](#aws-resources)
-  - [VM ImportExport](#vm-importexport)
-    - [On-Premises](#on-premises)
-1. [Data and Analytics](#data-and-analytics)
-  - [Data Protection](#data-protection)
-    - [AWS Backup](#aws-backup)
-1. [Infrastructure](#infrastructure)
-  - [Disaster Recovery](#disaster-recovery-1)
-    - [AWS Architectures](#aws-architectures)
-      - [Single Region](#single-region)
-    - [AWS Compute](#aws-compute)
-      - [EC2](#ec2)
-    - [AWS Services](#aws-services)
-      - [AWS Backup](#aws-backup-1)
-      - [Multi-Region](#multi-region-1)
-      - [S3 Protection](#s3-protection)
-    - [AWS Storage](#aws-storage)
-      - [Automation](#automation)
-      - [EBS Snapshots](#ebs-snapshots)
-      - [Veeam Integration](#veeam-integration)
-    - [Chaos Engineering](#chaos-engineering)
-    - [Cloud Integrations](#cloud-integrations)
-    - [DNS Routing](#dns-routing)
-    - [Resilience Design](#resilience-design)
-
 ## Architectural Foundations
 
 ### Kubernetes Tools

v2-docs/aws-containers.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked AWS Containers resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # AWS Containers
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,15 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for AWS Containers in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [AWS](#aws)
-    - [Container Compute](#container-compute)
-    - [Container Registries](#container-registries)
-    - [Continuous Deployment](#continuous-deployment)
-    - [Security Practices](#security-practices)
-
 ## Cloud Infrastructure
 
 ### AWS

v2-docs/aws-data.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked AWS Data resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # AWS Big Data
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,14 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for AWS Big Data in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [AWS](#aws)
-    - [Event Streaming](#event-streaming)
-  - [Event Streaming](#event-streaming-1)
-    - [Comparison](#comparison)
-
 ## Cloud Infrastructure
 
 ### AWS

v2-docs/aws-databases.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked AWS Databases resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # AWS RDS Databases
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,19 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for AWS RDS Databases in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [AWS Databases](#aws-databases)
-    - [Amazon Aurora](#amazon-aurora)
-    - [Amazon RDS](#amazon-rds)
-  - [Databases](#databases)
-    - [NoSQL](#nosql)
-    - [Serverless Architecture](#serverless-architecture)
-1. [Cloud Native](#cloud-native)
-  - [Kubernetes Operators](#kubernetes-operators)
-    - [Managed Databases](#managed-databases)
-
 ## Cloud Infrastructure
 
 ### AWS Databases

v2-docs/aws-devops.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked AWS DevOps resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # AWS DevOps. AWS CodePipeline
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,17 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for AWS DevOps. AWS CodePipeline in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Cloud-Native Provisioning](#cloud-native-provisioning)
-  - [CICD Integration](#cicd-integration)
-    - [AWS CodePipeline](#aws-codepipeline)
-    - [AWS DevOps](#aws-devops)
-1. [Multi-Cluster and Edge](#multi-cluster-and-edge)
-  - [Cluster Federation](#cluster-federation)
-    - [Admiralty](#admiralty)
-    - [Serverless Integration](#serverless-integration)
-
 ## Cloud-Native Provisioning
 
 ### CICD Integration

v2-docs/aws-iac.md

@@ -6,31 +6,6 @@
 !!! info "Architectural Context"
     Detailed reference for AWS IaC in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Cloud Computing](#cloud-computing)
-  - [AWS](#aws)
-    - [Infrastructure as Code](#infrastructure-as-code)
-1. [Infrastructure as Code](#infrastructure-as-code-1)
-  - [Automated Generation](#automated-generation)
-    - [AWS Resource Importers](#aws-resource-importers)
-    - [Compute Orchestration](#compute-orchestration)
-    - [Recording Tools](#recording-tools)
-  - [CloudFormation](#cloudformation)
-    - [Automated Generation](#automated-generation-1)
-    - [Compliance and Policy](#compliance-and-policy)
-    - [Criticism and Analysis](#criticism-and-analysis)
-    - [GitOps Integrations](#gitops-integrations)
-    - [Identity and Access Management](#identity-and-access-management)
-    - [Messaging Configuration](#messaging-configuration)
-    - [Pre-commit Hooks](#pre-commit-hooks)
-    - [Registries](#registries)
-    - [Starter Templates](#starter-templates)
-    - [Storage Configuration](#storage-configuration)
-
 ## Architectural Foundations
 
 ### Kubernetes Tools

v2-docs/aws-messaging.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked AWS Messaging resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # AWS Messaging Services
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,13 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for AWS Messaging Services in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [AWS](#aws)
-    - [Event-Driven Architecture](#event-driven-architecture)
-    - [Messaging Services](#messaging-services)
-
 ## Cloud Infrastructure
 
 ### AWS

v2-docs/aws-miscellaneous.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked AWS Miscellaneous resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # AWS Miscellaneous
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,37 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for AWS Miscellaneous in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Application Development](#application-development)
-  - [Container Orchestration](#container-orchestration)
-    - [App Runner](#app-runner)
-  - [Microservices](#microservices)
-    - [E-commerce Reference](#e-commerce-reference)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [AWS](#aws)
-    - [Load Balancing](#load-balancing)
-    - [PaaS Platform](#paas-platform)
-    - [Web Servers](#web-servers)
-1. [Cloud Native Infrastructure](#cloud-native-infrastructure)
-  - [Service Mesh](#service-mesh)
-    - [AWS](#aws-1)
-1. [Edge and IoT](#edge-and-iot)
-  - [AWS](#aws-2)
-    - [IoT Platforms](#iot-platforms)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [AWS CDK](#aws-cdk)
-    - [Serverless Applications](#serverless-applications)
-1. [Networking and Security](#networking-and-security)
-  - [Service Mesh](#service-mesh-1)
-    - [Multi-Account](#multi-account)
-1. [Serverless](#serverless)
-  - [Voice User Interfaces](#voice-user-interfaces)
-    - [Alexa Skills](#alexa-skills)
-1. [Testing and Chaos](#testing-and-chaos)
-  - [Debugging](#debugging)
-    - [AWS Troubleshooting](#aws-troubleshooting)
-
 ## Application Development
 
 ### Container Orchestration

v2-docs/aws-monitoring.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked AWS Monitoring resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # AWS Monitoring and Logging
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,18 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for AWS Monitoring and Logging in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Cloud Native Platforms](#cloud-native-platforms)
-  - [AWS](#aws)
-    - [Managed Observability](#managed-observability)
-1. [Observability and Monitoring](#observability-and-monitoring)
-  - [CloudWatch](#cloudwatch)
-    - [Prometheus Integration](#prometheus-integration)
-1. [Service Discovery](#service-discovery)
-  - [AWS Cloud Map](#aws-cloud-map)
-    - [Health Checks](#health-checks)
-
 ## Cloud Native Platforms
 
 ### AWS

v2-docs/aws-networking.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked AWS Networking resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # AWS Networking
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,32 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for AWS Networking in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [AWS](#aws)
-    - [API Gateway](#api-gateway)
-      - [Architecture](#architecture)
-      - [Cross-Account Patterns](#cross-account-patterns)
-    - [CDN](#cdn)
-      - [CloudFront](#cloudfront)
-      - [Edge Security](#edge-security)
-    - [Kubernetes Networking](#kubernetes-networking)
-      - [Controllers](#controllers)
-    - [Load Balancing](#load-balancing)
-      - [Announcements](#announcements)
-      - [Application Load Balancer](#application-load-balancer)
-      - [Configuration Updates](#configuration-updates)
-      - [Serverless Integration](#serverless-integration)
-    - [Reverse Proxy](#reverse-proxy)
-      - [NGINX Plus](#nginx-plus)
-    - [Security](#security)
-      - [WAF](#waf)
-1. [Software Engineering](#software-engineering)
-  - [Deployment Patterns](#deployment-patterns)
-    - [Blue-Green](#blue-green)
-      - [ALB](#alb)
-
 ## Cloud Infrastructure
 
 ### AWS

v2-docs/aws-newfeatures.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked AWS Newfeatures resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # AWS New Features
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,49 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for AWS New Features in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Application Integration](#application-integration)
-  - [Serverless Orchestration](#serverless-orchestration)
-    - [Step Functions](#step-functions)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [AWS](#aws)
-    - [Container Orchestration](#container-orchestration)
-    - [Serverless](#serverless)
-  - [Container Orchestration](#container-orchestration-1)
-    - [ECS Deployments](#ecs-deployments)
-    - [EKS Windows](#eks-windows)
-    - [Storage Integration](#storage-integration)
-  - [Messaging](#messaging)
-    - [Event-Driven](#event-driven)
-  - [Networking](#networking)
-    - [Load Balancing](#load-balancing)
-  - [Security and Service Mesh](#security-and-service-mesh)
-    - [HashiCorp HCP](#hashicorp-hcp)
-  - [Serverless](#serverless-1)
-    - [Compute](#compute)
-    - [Developer Tooling](#developer-tooling)
-1. [Containers](#containers)
-  - [Kubernetes](#kubernetes)
-    - [EKS Console](#eks-console)
-    - [EKS Networking](#eks-networking)
-    - [EKS Security](#eks-security)
-  - [Market Analysis](#market-analysis)
-    - [ReInvent Announcements](#reinvent-announcements)
-1. [Data and Analytics](#data-and-analytics)
-  - [Data Streaming](#data-streaming)
-    - [Kinesis](#kinesis)
-1. [Database](#database)
-  - [RDS Proxy](#rds-proxy)
-    - [Networking](#networking-1)
-1. [Observability](#observability)
-  - [Grafana](#grafana)
-    - [Managed Visualization](#managed-visualization)
-  - [OpenTelemetry](#opentelemetry)
-    - [Distributed Tracing](#distributed-tracing)
-  - [Prometheus](#prometheus)
-    - [Managed Container Monitoring](#managed-container-monitoring)
-
 ## Application Integration
 
 ### Serverless Orchestration

v2-docs/aws-pricing.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked AWS Pricing resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # AWS Pricing and Cost Optimization
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,12 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for AWS Pricing and Cost Optimization in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [AWS Cost Management](#aws-cost-management)
-    - [Kubernetes FinOps](#kubernetes-finops)
-
 ## Cloud Infrastructure
 
 ### AWS Cost Management

v2-docs/aws-security.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked AWS Security resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # AWS Security
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,23 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for AWS Security in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Cloud Architecture](#cloud-architecture)
-  - [AWS](#aws)
-    - [Cryptography](#cryptography)
-    - [Identity and Access Management](#identity-and-access-management)
-    - [SaaS Architecture](#saas-architecture)
-    - [Secrets Management](#secrets-management)
-    - [Security Auditing](#security-auditing)
-    - [Security and Compliance](#security-and-compliance)
-1. [DevSecOps](#devsecops)
-  - [Policy as Code](#policy-as-code)
-    - [Open Policy Agent](#open-policy-agent)
-1. [Security and Identity](#security-and-identity)
-  - [Secrets Management](#secrets-management-1)
-    - [Kubernetes Integration](#kubernetes-integration)
-
 ## Cloud Architecture
 
 ### AWS

v2-docs/aws-serverless.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked AWS Serverless resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # AWS Serverless
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,64 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for AWS Serverless in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [API Management](#api-management)
-  - [GraphQL and AppSync](#graphql-and-appsync)
-    - [Security](#security)
-1. [Cloud Platforms](#cloud-platforms)
-  - [Serverless Architecture](#serverless-architecture)
-    - [AWS Lambda](#aws-lambda)
-    - [Concepts](#concepts)
-    - [Resources](#resources)
-1. [Container Orchestration](#container-orchestration)
-  - [AWS ECS and Fargate](#aws-ecs-and-fargate)
-    - [Machine Learning Ops](#machine-learning-ops)
-    - [Performance Optimization](#performance-optimization)
-    - [Storage Architecture](#storage-architecture)
-  - [Kubernetes and EKS](#kubernetes-and-eks)
-    - [Serverless Containers](#serverless-containers)
-1. [DevOps and CICD](#devops-and-cicd)
-  - [Serverless Deployment](#serverless-deployment)
-    - [AWS SAM](#aws-sam)
-    - [AWS SAM Pipelines](#aws-sam-pipelines)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [AWS CDK](#aws-cdk)
-    - [Serverless IaC](#serverless-iac)
-  - [AWS SAM](#aws-sam-1)
-    - [Fundamentals](#fundamentals)
-  - [Terraform](#terraform)
-    - [Serverless Provisioning](#serverless-provisioning)
-1. [Modernization](#modernization)
-  - [Monolith Migration](#monolith-migration)
-    - [.NET Core](#net-core)
-1. [Observability and Monitoring](#observability-and-monitoring)
-  - [CloudWatch](#cloudwatch)
-    - [Alerting Systems](#alerting-systems)
-1. [Security and Governance](#security-and-governance)
-  - [Secret Management](#secret-management)
-    - [Go Runtime](#go-runtime)
-1. [Serverless Architecture](#serverless-architecture-1)
-  - [API Gateway](#api-gateway)
-    - [REST APIs](#rest-apis)
-  - [AWS Lambda](#aws-lambda-1)
-    - [Antipatterns](#antipatterns)
-    - [Cold Starts](#cold-starts)
-    - [Concurrency and Scaling](#concurrency-and-scaling)
-    - [Configuration Management](#configuration-management)
-    - [Fundamentals](#fundamentals-1)
-    - [Hardware Platforms](#hardware-platforms)
-    - [Java Runtimes](#java-runtimes)
-    - [Performance Optimization](#performance-optimization-1)
-  - [Caching](#caching)
-    - [Data Management](#data-management)
-  - [Event-Driven](#event-driven)
-    - [Design Patterns](#design-patterns)
-  - [Messaging and Integration](#messaging-and-integration)
-    - [Webhooks](#webhooks)
-  - [Orchestration](#orchestration)
-    - [AWS Step Functions](#aws-step-functions)
-
 ## API Management
 
 ### GraphQL and AppSync

v2-docs/aws-spain.md

@@ -6,14 +6,6 @@
 !!! info "Architectural Context"
     Detailed reference for Spain in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Cloud Platforms](#cloud-platforms)
-  - [AWS Education](#aws-education)
-    - [Resources](#resources)
-  - [AWS Regional Infrastructure](#aws-regional-infrastructure)
-    - [Spain](#spain-1)
-
 ## Cloud Platforms
 
 ### AWS Education

v2-docs/aws-storage.md

@@ -6,45 +6,6 @@
 !!! info "Architectural Context"
     Detailed reference for AWS Storage. S3 and EBS. AWS Storage Gateway in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Compute](#compute)
-    - [AWS EC2](#aws-ec2)
-      - [Storage Provisioning](#storage-provisioning)
-  - [Data Integration](#data-integration)
-    - [AWS Transfer Family](#aws-transfer-family)
-  - [Reliability Engineering](#reliability-engineering)
-    - [Multi-Region Architectures](#multi-region-architectures)
-  - [Storage](#storage)
-    - [AWS EFS](#aws-efs)
-      - [Performance Tuning](#performance-tuning)
-    - [AWS S3](#aws-s3)
-      - [Analytics](#analytics)
-1. [Cloud Infrastructure and Orchestration](#cloud-infrastructure-and-orchestration)
-  - [Storage and Databases](#storage-and-databases)
-    - [Distributed Block Storage](#distributed-block-storage)
-1. [Cloud Native Storage](#cloud-native-storage)
-  - [AWS EBS](#aws-ebs)
-    - [Snapshot Automation](#snapshot-automation)
-    - [Sparse Snapshots](#sparse-snapshots)
-    - [Storage Performance](#storage-performance)
-  - [AWS S3](#aws-s3-1)
-    - [FAQ Reference](#faq-reference)
-    - [Private Connectivity](#private-connectivity)
-    - [S3 Architecture](#s3-architecture)
-    - [S3 Namespace](#s3-namespace)
-    - [S3 Synchronization](#s3-synchronization)
-    - [Storage Lifecycle](#storage-lifecycle)
-  - [S3 API Compatibility](#s3-api-compatibility)
-    - [S3 Security](#s3-security)
-1. [Cloud Platform](#cloud-platform)
-  - [AWS Infrastructure](#aws-infrastructure)
-    - [Storage Management](#storage-management)
-
 ## Architectural Foundations
 
 ### Kubernetes Tools

v2-docs/aws-tools-scripts.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked AWS Tools Scripts resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # AWS Tools and Scripts
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,15 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for AWS Tools and Scripts in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Containers](#containers)
-  - [Developer Tooling](#developer-tooling)
-    - [Cloud Emulation](#cloud-emulation)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [Boilerplates](#boilerplates)
-    - [AWS Templates](#aws-templates)
-
 ## Containers
 
 ### Developer Tooling

v2-docs/aws-training.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked AWS Training resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # AWS Training and Certification
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,12 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for AWS Training and Certification in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Cloud Computing](#cloud-computing)
-  - [AWS](#aws)
-    - [Infrastructure as Code](#infrastructure-as-code)
-
 ## Cloud Computing
 
 ### AWS

v2-docs/aws.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked AWS resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # Public Cloud Provider. Amazon Web Services
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,16 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Public Cloud Provider. Amazon Web Services in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Cloud Computing](#cloud-computing)
-  - [AWS](#aws)
-    - [Architecture and Guides](#architecture-and-guides)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Application Integration](#application-integration)
-    - [API Management](#api-management)
-    - [Serverless Services](#serverless-services)
-
 ## Cloud Computing
 
 ### AWS

v2-docs/azure.md

@@ -1,3 +1,6 @@
+---
+description: "Top Azure resources for 2026, AI-ranked: Bicep, Microsoft - DICOM Service and more — curated Cloud Native tools, guides and references."
+---
 # Microsoft Azure
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,146 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Microsoft Azure in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [API Design](#api-design)
-  - [Standards](#standards)
-    - [REST API](#rest-api)
-1. [Architecture](#architecture)
-  - [Container Orchestration](#container-orchestration)
-    - [AKS Mission Critical](#aks-mission-critical)
-  - [Well-Architected Framework](#well-architected-framework)
-    - [Mission-Critical Workloads](#mission-critical-workloads)
-1. [Architecture and Microservices](#architecture-and-microservices)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [API Management](#api-management)
-    - [Application Delivery](#application-delivery)
-  - [Migration Guides](#migration-guides)
-    - [Java Ecosystem](#java-ecosystem)
-  - [Observability](#observability)
-    - [Application Insights](#application-insights)
-  - [Spring Cloud](#spring-cloud)
-    - [Design Patterns](#design-patterns)
-1. [CICD Pipelines](#cicd-pipelines)
-  - [DevOps Platforms](#devops-platforms)
-    - [DevTest Labs](#devtest-labs)
-1. [Cloud Application Platforms](#cloud-application-platforms)
-  - [Azure App Service](#azure-app-service)
-    - [App Service Configuration](#app-service-configuration)
-    - [App Service Diagnostics](#app-service-diagnostics)
-    - [Custom Containers](#custom-containers)
-    - [Java Runtime Configurations](#java-runtime-configurations)
-  - [Serverless Computing](#serverless-computing)
-    - [Azure Functions Core](#azure-functions-core)
-1. [Cloud Architecture](#cloud-architecture)
-  - [PaaS](#paas)
-    - [App Service](#app-service)
-1. [Cloud DevOps](#cloud-devops)
-  - [CI-CD Pipelines](#ci-cd-pipelines)
-    - [YAML Templating and Reusability](#yaml-templating-and-reusability)
-  - [Container Orchestration](#container-orchestration-1)
-    - [GitOps](#gitops)
-      - [ArgoCD and Secrets](#argocd-and-secrets)
-    - [Kubernetes CD](#kubernetes-cd)
-      - [AKS Deployment](#aks-deployment)
-  - [Infrastructure as Code](#infrastructure-as-code-1)
-    - [End-to-End Lab Guides](#end-to-end-lab-guides)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Azure Networking](#azure-networking)
-    - [Private Access](#private-access)
-    - [Security](#security)
-  - [Container Orchestration](#container-orchestration-2)
-    - [AKS Fleet Manager](#aks-fleet-manager)
-  - [Container Storage](#container-storage)
-    - [Cloud Native Storage](#cloud-native-storage)
-  - [Monitoring and Observability](#monitoring-and-observability)
-    - [Multi-Tenant Observability](#multi-tenant-observability)
-  - [Networking and Edge Routing](#networking-and-edge-routing)
-    - [App Service Networking](#app-service-networking)
-    - [Application Gateway V2](#application-gateway-v2)
-    - [Load Balancing Options](#load-balancing-options)
-  - [Serverless Containers](#serverless-containers)
-    - [Azure Container Apps](#azure-container-apps)
-    - [Container Governance](#container-governance)
-1. [Cloud Native and Kubernetes](#cloud-native-and-kubernetes)
-  - [GitOps and Continuous Delivery](#gitops-and-continuous-delivery)
-    - [ArgoCD integration](#argocd-integration)
-    - [DevOps Standardization](#devops-standardization)
-  - [Hybrid and Multicloud Solutions](#hybrid-and-multicloud-solutions)
-    - [App Services on Arc](#app-services-on-arc)
-    - [Azure Arc Architecture](#azure-arc-architecture)
-    - [Azure Arc Jumpstart](#azure-arc-jumpstart)
-  - [Monitoring and Observability](#monitoring-and-observability-1)
-    - [Managed Prometheus](#managed-prometheus)
-    - [Network Observability](#network-observability)
-  - [Networking and Edge Routing](#networking-and-edge-routing-1)
-    - [Gateway API](#gateway-api)
-1. [Cloud Native Platforms](#cloud-native-platforms)
-  - [Azure](#azure)
-    - [High Availability Architectures](#high-availability-architectures)
-1. [Cloud Platform](#cloud-platform)
-  - [Architecture Patterns](#architecture-patterns)
-    - [Cloud-Native](#cloud-native)
-  - [Microsoft Azure](#microsoft-azure-1)
-    - [Sample Architecture](#sample-architecture)
-1. [Community](#community)
-  - [Blogs](#blogs)
-    - [.NET Development](#net-development)
-    - [Cloud-Native Architecture](#cloud-native-architecture)
-1. [Compute and Containers](#compute-and-containers)
-  - [Kubernetes](#kubernetes)
-    - [AKS Engine](#aks-engine)
-1. [Container Orchestration](#container-orchestration-3)
-  - [Operating Systems](#operating-systems)
-    - [Azure Linux](#azure-linux)
-1. [DevOps](#devops)
-  - [CI-CD Pipelines](#ci-cd-pipelines-1)
-    - [Build Templates](#build-templates)
-1. [Developer Experience](#developer-experience)
-  - [CI-CD Runners](#ci-cd-runners)
-    - [Ephemeral Containers](#ephemeral-containers)
-1. [Governance and Management](#governance-and-management)
-  - [Enterprise Governance](#enterprise-governance)
-    - [Kubernetes Compliance](#kubernetes-compliance)
-1. [Healthcare IT](#healthcare-it)
-  - [Medical Imaging](#medical-imaging)
-    - [Azure Healthcare APIs](#azure-healthcare-apis)
-1. [Identity and Access](#identity-and-access)
-  - [Cloud Security](#cloud-security)
-    - [Workload Identity](#workload-identity)
-      - [Managed Identities](#managed-identities)
-1. [Identity and Access](#identity-and-access-1)
-  - [Managed Identities](#managed-identities-1)
-    - [Secretless Architectures](#secretless-architectures)
-      - [Graph API](#graph-api)
-1. [Infrastructure Automation](#infrastructure-automation)
-  - [Infrastructure as Code](#infrastructure-as-code-2)
-    - [Azure Bicep](#azure-bicep)
-      - [Declarative Deployments](#declarative-deployments)
-  - [Shell Customization](#shell-customization)
-    - [Oh-My-Posh](#oh-my-posh)
-      - [Kubernetes Integration](#kubernetes-integration)
-1. [Microservices](#microservices)
-  - [.NET Microservices](#net-microservices)
-    - [Project Tye](#project-tye)
-1. [Network and Delivery](#network-and-delivery)
-  - [API Management](#api-management-1)
-    - [Monetization Models](#monetization-models)
-    - [Workspace Migration](#workspace-migration)
-  - [Global Routing](#global-routing)
-    - [DNS Traffic Management](#dns-traffic-management)
-1. [Operating Systems](#operating-systems-1)
-  - [Azure Linux](#azure-linux-1)
-    - [Kernel Curation](#kernel-curation)
-1. [Quality Assurance](#quality-assurance)
-  - [Performance Testing](#performance-testing)
-    - [Azure Load Testing](#azure-load-testing)
-1. [Security and Identity](#security-and-identity)
-  - [API Security](#api-security)
-    - [Runtime Threat Protection](#runtime-threat-protection)
-  - [Vulnerability Research](#vulnerability-research)
-    - [Container Escape](#container-escape)
-
 ## API Design
 
 ### Standards

v2-docs/caching.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Caching resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Networking & Service Mesh)."
+---
 # Caching Solutions
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,18 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Caching Solutions in the context of Networking & Service Mesh.
 
-## Table of Contents
-
-1. [Edge and Serverless](#edge-and-serverless)
-  - [WebAssembly Platforms](#webassembly-platforms)
-    - [Tau Edge](#tau-edge)
-1. [Infrastructure and Caching](#infrastructure-and-caching)
-  - [Database and Storage](#database-and-storage)
-    - [Tarantool and Nginx](#tarantool-and-nginx)
-1. [Performance](#performance)
-  - [Caching](#caching)
-    - [Varnish on RHEL](#varnish-on-rhel)
-
 ## Edge and Serverless
 
 ### WebAssembly Platforms

v2-docs/chaos-engineering.md

@@ -1,3 +1,6 @@
+---
+description: "Top Chaos Engineering resources for 2026, AI-ranked: chaosblade, Chaos Mesh and more — curated Cloud Native tools, guides and references."
+---
 # Chaos Engineering
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,20 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Chaos Engineering in the context of Platform & Site Reliability.
 
-## Table of Contents
-
-1. [Resilience](#resilience)
-  - [Chaos Engineering](#chaos-engineering-1)
-    - [Cloud Architecture](#cloud-architecture)
-    - [Continuous Integration](#continuous-integration)
-    - [Curated Resources](#curated-resources)
-    - [Enterprise Platforms](#enterprise-platforms)
-    - [Kubernetes Tools](#kubernetes-tools)
-    - [Operations Strategy](#operations-strategy)
-    - [Serverless Systems](#serverless-systems)
-    - [Stateful Systems](#stateful-systems)
-    - [Telemetry Systems](#telemetry-systems)
-
 ## Resilience
 
 ### Chaos Engineering (1)

v2-docs/chatgpt.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked ChatGPT resources for the 2026 Cloud Native architect: top-tier tools, guides and references (AI)."
+---
 # ChatGPT
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,15 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for ChatGPT in the context of AI.
 
-## Table of Contents
-
-1. [Cloud Native Infrastructure](#cloud-native-infrastructure)
-  - [Kubernetes Operations](#kubernetes-operations)
-    - [AIOps Diagnostics](#aiops-diagnostics)
-1. [Data Architecture](#data-architecture)
-  - [Retrieval-Augmented Generation](#retrieval-augmented-generation)
-    - [Enterprise AI](#enterprise-ai)
-
 ## Cloud Native Infrastructure
 
 ### Kubernetes Operations

v2-docs/cheatsheets.md

@@ -1,3 +1,6 @@
+---
+description: "Top Cheatsheets resources for 2026, AI-ranked: github: K8s in 30 mins, Quarkus Cheat-Sheet and more — curated Cloud Native tools, guides and references."
+---
 # Cheat Sheets
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,39 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Cheat Sheets in the context of Architectural Foundations.
 
-## Table of Contents
-
-1. [Architecture](#architecture)
-  - [Application Frameworks](#application-frameworks)
-    - [Quarkus](#quarkus)
-  - [Application Security](#application-security)
-    - [Token Security](#token-security)
-  - [Data Pipelines](#data-pipelines)
-    - [Apache Kafka](#apache-kafka)
-    - [Change Data Capture](#change-data-capture)
-1. [Infrastructure](#infrastructure)
-  - [Cloud Computing](#cloud-computing)
-    - [AWS](#aws)
-  - [Messaging Systems](#messaging-systems)
-    - [Kubernetes Operators](#kubernetes-operators)
-1. [Orchestration](#orchestration)
-  - [Kubernetes](#kubernetes)
-    - [Training and Concepts](#training-and-concepts)
-1. [Research](#research)
-  - [Architecture Analysis](#architecture-analysis)
-    - [Infrastructure Design](#infrastructure-design)
-1. [Software Engineering](#software-engineering)
-  - [APIs](#apis)
-    - [Automation and Scripting](#automation-and-scripting)
-    - [Testing and Lifecycle](#testing-and-lifecycle)
-  - [Microservices](#microservices)
-    - [REST Clients](#rest-clients)
-  - [Web Development](#web-development)
-    - [NodeJS](#nodejs)
-1. [Virtualization and Containers](#virtualization-and-containers)
-  - [Docker](#docker)
-    - [CLI Reference](#cli-reference)
-
 ## Architecture
 
 ### Application Frameworks

v2-docs/chef.md

@@ -6,13 +6,6 @@
 !!! info "Architectural Context"
     Detailed reference for Chef in the context of Hardened Infrastructure.
 
-## Table of Contents
-
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [Configuration Management](#configuration-management)
-    - [Enterprise Tooling](#enterprise-tooling)
-    - [Training](#training)
-
 ## Infrastructure as Code
 
 ### Configuration Management

v2-docs/cicd-kubernetes-plugins.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked CI/CD Kubernetes Plugins resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Engineering Pipeline)."
+---
 # CI/CD Kubernetes Plugins
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,12 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for CI/CD Kubernetes Plugins in the context of Engineering Pipeline.
 
-## Table of Contents
-
-1. [Software Engineering](#software-engineering)
-  - [Collaborative Platforms](#collaborative-platforms)
-    - [Kubernetes Integration](#kubernetes-integration)
-
 ## Software Engineering
 
 ### Collaborative Platforms

v2-docs/cicd.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked CI/CD resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Engineering Pipeline)."
+---
 # Software Delivery Pipeline. CI/CD
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,57 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Software Delivery Pipeline. CI/CD in the context of Engineering Pipeline.
 
-## Table of Contents
-
-1. [Cloud Engineering](#cloud-engineering)
-  - [AWS](#aws)
-    - [Automated Deployment](#automated-deployment)
-  - [CI-CD Pipelines](#ci-cd-pipelines)
-    - [Architecture](#architecture)
-  - [Cloud Native](#cloud-native)
-    - [CI-CD Pipelines](#ci-cd-pipelines-1)
-  - [Hybrid Cloud](#hybrid-cloud)
-    - [Case Studies](#case-studies)
-  - [Kubernetes](#kubernetes)
-    - [Best Practices](#best-practices)
-    - [CI-CD Pipelines](#ci-cd-pipelines-2)
-    - [Cloud Native](#cloud-native-1)
-1. [Continuous Delivery](#continuous-delivery)
-  - [CICD and Testing](#cicd-and-testing)
-    - [Pipeline as Code](#pipeline-as-code)
-  - [CICD Best Practices](#cicd-best-practices)
-    - [Overview](#overview)
-  - [Deployment Strategies](#deployment-strategies)
-    - [Blue-Green and Canary](#blue-green-and-canary)
-1. [Deployment and Delivery](#deployment-and-delivery)
-  - [CICD and Delivery](#cicd-and-delivery)
-    - [AWS Architecture](#aws-architecture)
-    - [Kubernetes Native](#kubernetes-native)
-    - [Pipeline Architecture](#pipeline-architecture)
-    - [Resource Portals](#resource-portals)
-  - [Deployment Strategies](#deployment-strategies-1)
-    - [Blue-Green and Canary](#blue-green-and-canary-1)
-    - [Education](#education)
-  - [GitOps](#gitops)
-    - [Red Hat OpenShift](#red-hat-openshift)
-  - [Platform Engineering](#platform-engineering)
-    - [Kubernetes Management](#kubernetes-management)
-  - [Progressive Delivery](#progressive-delivery)
-    - [Feature Flags](#feature-flags)
-1. [DevOps](#devops)
-  - [CI-CD Pipelines](#ci-cd-pipelines-3)
-    - [Best Practices](#best-practices-1)
-    - [Case Studies](#case-studies-1)
-  - [Continuous Delivery](#continuous-delivery-1)
-    - [Patterns](#patterns)
-  - [Financial Services](#financial-services)
-    - [Best Practices](#best-practices-2)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [CICD and Delivery](#cicd-and-delivery-1)
-    - [Security and Compliance](#security-and-compliance)
-  - [GitOps](#gitops-1)
-    - [Configuration Management](#configuration-management)
-
 ## Cloud Engineering
 
 ### AWS

v2-docs/cloud-arch-diagrams.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Cloud Arch Diagrams resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Architectural Foundations)."
+---
 # Cloud Architecture Diagram Tools
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,12 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Cloud Architecture Diagram Tools in the context of Architectural Foundations.
 
-## Table of Contents
-
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Azure Networking](#azure-networking)
-    - [Network Topology](#network-topology)
-
 ## Cloud Infrastructure
 
 ### Azure Networking

v2-docs/cloud-asset-inventory.md

@@ -6,22 +6,6 @@
 !!! info "Architectural Context"
     Detailed reference for Cloud Asset Inventory in the context of Architectural Foundations.
 
-## Table of Contents
-
-1. [Cloud Infrastructure and Orchestration](#cloud-infrastructure-and-orchestration)
-  - [Asset Management and Governance](#asset-management-and-governance)
-    - [Cloud Analytics](#cloud-analytics)
-  - [Public Cloud Administration](#public-cloud-administration)
-    - [AWS Fundamentals](#aws-fundamentals)
-    - [Azure Architecture](#azure-architecture)
-  - [Serverless Architecture](#serverless-architecture)
-    - [Case Studies](#case-studies)
-  - [Storage and Databases](#storage-and-databases)
-    - [Distributed Block Storage](#distributed-block-storage)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [Architecture](#architecture)
-    - [Diagrams](#diagrams)
-
 ## Cloud Infrastructure and Orchestration
 
 ### Asset Management and Governance

v2-docs/cloudflare.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Cloudflare resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Networking & Service Mesh)."
+---
 # Cloudflare Public Cloud
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,16 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Cloudflare Public Cloud in the context of Networking & Service Mesh.
 
-## Table of Contents
-
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Kubernetes Security](#kubernetes-security)
-    - [Zero Trust](#zero-trust)
-  - [Networking](#networking)
-    - [Zero Trust](#zero-trust-1)
-  - [Serverless](#serverless)
-    - [Edge Computing](#edge-computing)
-
 ## Cloud Infrastructure
 
 ### Kubernetes Security

v2-docs/container-managers.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Container Managers resources for the 2026 Cloud Native architect: top-tier tools, guides and references (The Container Stack)."
+---
 # Container Runtimes/Managers, Base Images and Container Tools. Podman, Buildah and Skopeo
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,43 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Container Runtimes/Managers, Base Images and Container Tools. Podman, Buildah and Skopeo in the context of The Container Stack.
 
-## Table of Contents
-
-1. [Application Development](#application-development)
-  - [PHP](#php)
-    - [Kubernetes Integration](#kubernetes-integration)
-1. [Container Infrastructure](#container-infrastructure)
-  - [Container Engines](#container-engines)
-    - [Secret Management](#secret-management)
-  - [Container Tooling](#container-tooling)
-    - [Compose Comparison](#compose-comparison)
-    - [Docker Compose Compatibility](#docker-compose-compatibility)
-    - [Podman Compose](#podman-compose)
-  - [Edge Orchestration](#edge-orchestration)
-    - [Auto-Updates and Rollbacks](#auto-updates-and-rollbacks)
-  - [Image Distribution](#image-distribution)
-    - [Ecosystem Registries](#ecosystem-registries)
-  - [Image Optimization](#image-optimization)
-    - [Base Images](#base-images)
-    - [Red Hat UBI](#red-hat-ubi)
-  - [Image Synthesis](#image-synthesis)
-    - [Builder Comparison](#builder-comparison)
-    - [Language-Specific Builders](#language-specific-builders)
-  - [Kubernetes Integration](#kubernetes-integration-1)
-    - [Declarative Pods](#declarative-pods)
-    - [Manifest Translation](#manifest-translation)
-  - [Service Orchestration](#service-orchestration)
-    - [Quadlet Integration](#quadlet-integration)
-1. [Containerization](#containerization)
-  - [Container Engines](#container-engines-1)
-    - [Strategy and Standards](#strategy-and-standards)
-  - [Runtimes](#runtimes)
-    - [High-Level Engines](#high-level-engines)
-    - [Kubernetes Integration](#kubernetes-integration-2)
-1. [Microservices](#microservices)
-  - [Mocking and Testing](#mocking-and-testing)
-    - [Podman Compose Integration](#podman-compose-integration)
-
 ## Application Development
 
 ### PHP

v2-docs/crossplane.md

@@ -6,30 +6,6 @@
 !!! info "Architectural Context"
     Detailed reference for Crossplane. A Universal Control Plane API for Cloud Computing. Crossplane Workloads Definitions in the context of Hardened Infrastructure.
 
-## Table of Contents
-
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [GitOps and CICD](#gitops-and-cicd)
-  - [GitOps](#gitops)
-    - [FluxCD](#fluxcd)
-      - [Crossplane](#crossplane)
-    - [Methodologies](#methodologies)
-1. [Platform Engineering](#platform-engineering)
-  - [Control Planes](#control-planes)
-    - [Crossplane](#crossplane-1)
-      - [Code Samples](#code-samples)
-      - [History](#history)
-      - [Infrastructure as Code](#infrastructure-as-code)
-      - [Introduction](#introduction)
-      - [Platform-as-a-Service](#platform-as-a-service)
-      - [Presentations](#presentations)
-      - [RedHat OpenShift](#redhat-openshift)
-      - [Reference Architectures](#reference-architectures)
-  - [Developer Experience](#developer-experience)
-    - [Kubernetes Usability](#kubernetes-usability)
-
 ## Architectural Foundations
 
 ### Kubernetes Tools

v2-docs/crunchydata.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Crunchydata resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Data & Advanced Analytics)."
+---
 # Crunchy Data PostgreSQL Operator
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,22 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Crunchy Data PostgreSQL Operator in the context of Data & Advanced Analytics.
 
-## Table of Contents
-
-1. [Data Infrastructure](#data-infrastructure)
-  - [Database Operators](#database-operators)
-    - [PostgreSQL](#postgresql)
-      - [Connection Pooling](#connection-pooling)
-      - [Developer Experience](#developer-experience)
-      - [GitOps Implementation](#gitops-implementation)
-      - [High Availability](#high-availability)
-      - [Multi-Cluster](#multi-cluster)
-      - [Packaging and CD](#packaging-and-cd)
-      - [Performance Tuning](#performance-tuning)
-      - [Platform Integration](#platform-integration)
-      - [Scheduling and Affinity](#scheduling-and-affinity)
-      - [Security](#security)
-
 ## Data Infrastructure
 
 ### Database Operators

v2-docs/customer.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Customer resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Architectural Foundations)."
+---
 # Customer Success Stories. Cloud Native Projects
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,23 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Customer Success Stories. Cloud Native Projects in the context of Architectural Foundations.
 
-## Table of Contents
-
-1. [Cloud Platform](#cloud-platform)
-  - [Bioinformatics](#bioinformatics)
-    - [High-Performance Computing](#high-performance-computing)
-  - [Healthcare Tech](#healthcare-tech)
-    - [Medical Imaging Platforms](#medical-imaging-platforms)
-1. [Infrastructure Orchestration](#infrastructure-orchestration)
-  - [Cloud Security](#cloud-security)
-    - [Runtime Security](#runtime-security)
-1. [Organizational Culture](#organizational-culture)
-  - [Migration Journeys](#migration-journeys)
-    - [BMW Group](#bmw-group)
-1. [System Architecture](#system-architecture)
-  - [Messaging Systems](#messaging-systems)
-    - [Event-Driven Microservices](#event-driven-microservices)
-
 ## Cloud Platform
 
 ### Bioinformatics

v2-docs/databases.md

@@ -1,3 +1,6 @@
+---
+description: "Top Databases resources for 2026, AI-ranked: Zalando Postgres Operator, Patroni and more — curated Cloud Native tools, guides and references."
+---
 # Databases on Kubernetes. Database DevOps
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,88 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Databases on Kubernetes. Database DevOps in the context of Data & Advanced Analytics.
 
-## Table of Contents
-
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [FinOps](#finops)
-    - [Cost Optimization](#cost-optimization)
-1. [Cloud-Native Design](#cloud-native-design)
-  - [Architecture Patterns](#architecture-patterns)
-1. [Data Analytics](#data-analytics)
-  - [Real-time Analytics](#real-time-analytics)
-    - [Edge Computing](#edge-computing)
-1. [Data Operations](#data-operations)
-  - [Database CICD](#database-cicd)
-1. [Data on Kubernetes](#data-on-kubernetes)
-  - [DBaaS](#dbaas)
-    - [Enterprise RedHat](#enterprise-redhat)
-    - [Internal Mechanics](#internal-mechanics)
-  - [Disaster Recovery](#disaster-recovery)
-    - [Enterprise RedHat](#enterprise-redhat-1)
-  - [Distributed Systems](#distributed-systems)
-    - [ShardingSphere](#shardingsphere)
-  - [Performance Tuning](#performance-tuning)
-    - [Autoscaling](#autoscaling)
-  - [Relational Databases](#relational-databases)
-    - [Operations](#operations)
-    - [PostgreSQL](#postgresql)
-  - [Stateful Architecture](#stateful-architecture)
-    - [Operational Guide](#operational-guide)
-1. [Database Architecture](#database-architecture)
-  - [DBaaS](#dbaas-1)
-    - [Market Trends](#market-trends)
-  - [Database Interfaces](#database-interfaces)
-    - [API Design](#api-design)
-  - [Microservices Patterns](#microservices-patterns)
-    - [Transactions](#transactions)
-  - [Multi-tenancy](#multi-tenancy)
-    - [Schema Design](#schema-design)
-  - [Traffic Management](#traffic-management)
-    - [Load Balancing](#load-balancing)
-1. [Distributed SQL](#distributed-sql)
-  - [APIs](#apis)
-  - [CockroachDB](#cockroachdb)
-1. [Infrastructure](#infrastructure)
-  - [Container Orchestration](#container-orchestration)
-    - [Data on Kubernetes](#data-on-kubernetes-1)
-    - [GitOps](#gitops)
-    - [Kubernetes Operators](#kubernetes-operators)
-    - [MySQL Operators](#mysql-operators)
-    - [PostgreSQL HA](#postgresql-ha)
-    - [PostgreSQL Operators](#postgresql-operators)
-    - [State Management](#state-management)
-  - [Enterprise Kubernetes](#enterprise-kubernetes)
-    - [OpenShift Databases](#openshift-databases)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Terraform Database Ops](#terraform-database-ops)
-  - [PostgreSQL HA](#postgresql-ha-1)
-    - [Kubernetes Operations](#kubernetes-operations)
-    - [Orchestration](#orchestration)
-    - [Zalando Stack](#zalando-stack)
-1. [Kubernetes Workloads](#kubernetes-workloads)
-  - [CICD Pipelines](#cicd-pipelines)
-    - [Database Migrations](#database-migrations)
-1. [Observability](#observability)
-  - [Distributed Storage](#distributed-storage)
-    - [VictoriaMetrics](#victoriametrics)
-1. [PostgreSQL](#postgresql-1)
-  - [Alternative Paradigms](#alternative-paradigms)
-  - [Application Architecture](#application-architecture)
-  - [Application Performance](#application-performance)
-  - [Database Architecture](#database-architecture-1)
-1. [Relational Databases](#relational-databases-1)
-  - [Database Drivers](#database-drivers)
-1. [SQL](#sql)
-  - [ORM and Query Builders](#orm-and-query-builders)
-    - [Java Ecosystem](#java-ecosystem)
-1. [SQL Server](#sql-server)
-  - [DevOps](#devops)
-1. [Serverless Databases](#serverless-databases)
-  - [Resource Management](#resource-management)
-1. [Storage and Data](#storage-and-data)
-  - [Database Operators](#database-operators)
-    - [Crunchy PostgreSQL](#crunchy-postgresql)
-
 ## Cloud Infrastructure
 
 ### FinOps

v2-docs/demos.md

@@ -1,3 +1,6 @@
+---
+description: "Top Demos resources for 2026, AI-ranked: OpenShift AI Examples, knative-tutorial and more — curated Cloud Native tools, guides and references."
+---
 # DevOps Demos. Boilerplates/Samples, Tutorials and Screencasts
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,236 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for DevOps Demos. Boilerplates/Samples, Tutorials and Screencasts in the context of Architectural Foundations.
 
-## Table of Contents
-
-1. [Application Architecture](#application-architecture)
-  - [Event-Driven](#event-driven)
-    - [GraphQL](#graphql)
-1. [Application Delivery](#application-delivery)
-  - [Asynchronous Messaging](#asynchronous-messaging)
-    - [Red Hat Fuse](#red-hat-fuse)
-  - [CICD Pipelines](#cicd-pipelines)
-    - [Tekton Pipelines](#tekton-pipelines)
-  - [Database Schema Management](#database-schema-management)
-    - [Liquibase Integration](#liquibase-integration)
-  - [Deployment Strategies](#deployment-strategies)
-    - [Canary Deployments](#canary-deployments)
-  - [Developer Platforms](#developer-platforms)
-    - [App Deployment](#app-deployment)
-    - [Local Development](#local-development)
-  - [Enterprise Modernization](#enterprise-modernization)
-    - [Multi-Cluster Strategy](#multi-cluster-strategy)
-  - [GitOps](#gitops)
-    - [Microservices Showcase](#microservices-showcase)
-  - [Java on Kubernetes](#java-on-kubernetes)
-    - [Eclipse JKube Tools](#eclipse-jkube-tools)
-  - [Load Balancing](#load-balancing)
-    - [High Availability](#high-availability)
-1. [Application Development](#application-development)
-  - [Cloud-Native Java](#cloud-native-java)
-    - [Advanced Microservices](#advanced-microservices)
-    - [Spring Boot Microservices](#spring-boot-microservices)
-  - [Containerization](#containerization)
-    - [Java Spring Boot](#java-spring-boot)
-  - [Java](#java)
-    - [Build Automation](#build-automation)
-    - [Local Development](#local-development-1)
-    - [Microservices Demo](#microservices-demo)
-    - [Project Bootstrapping](#project-bootstrapping)
-  - [Microservices Showcase](#microservices-showcase-1)
-    - [Spring Boot](#spring-boot)
-  - [NodeJS](#nodejs)
-    - [Deployment Tooling](#deployment-tooling)
-  - [Process Automation](#process-automation)
-    - [RHPAM](#rhpam)
-  - [Reference Templates](#reference-templates)
-    - [OpenShift 4.8](#openshift-48)
-  - [Serverless Java](#serverless-java)
-    - [Quarkus Integration](#quarkus-integration)
-    - [gRPC Communication](#grpc-communication)
-  - [Tutorials](#tutorials)
-    - [Developer Demos](#developer-demos)
-1. [Application Modernization](#application-modernization)
-  - [Integration Frameworks](#integration-frameworks)
-    - [OpenShift and Camel](#openshift-and-camel)
-  - [Spring to Quarkus](#spring-to-quarkus)
-    - [Framework Migration](#framework-migration)
-1. [Architecture](#architecture)
-  - [Microservices](#microservices)
-    - [Demo Systems](#demo-systems)
-1. [CI-CD](#ci-cd)
-  - [Azure AKS](#azure-aks)
-    - [GitHub Actions](#github-actions)
-  - [Java](#java-1)
-    - [Automated Workflows](#automated-workflows)
-1. [CICD](#cicd)
-  - [GitOps](#gitops-1)
-    - [GitLab Agent](#gitlab-agent)
-1. [CICD Infrastructure](#cicd-infrastructure)
-  - [Build and Packaging](#build-and-packaging)
-    - [Custom Packager](#custom-packager)
-1. [CICD Pipelines](#cicd-pipelines-1)
-  - [Automated Cloud Deployments](#automated-cloud-deployments)
-    - [AWS ECS Deployments](#aws-ecs-deployments)
-1. [Cloud Native Architecture](#cloud-native-architecture)
-  - [Microservices Migration](#microservices-migration)
-    - [Case Study](#case-study)
-1. [Cloud Native Infrastructure](#cloud-native-infrastructure)
-  - [Enterprise Messaging](#enterprise-messaging)
-    - [Kafka on Kubernetes](#kafka-on-kubernetes)
-      - [APIs and Gateways](#apis-and-gateways)
-  - [Observability and Testing](#observability-and-testing)
-    - [Pod Mocking](#pod-mocking)
-1. [Cloud Native Platforms](#cloud-native-platforms)
-  - [Red Hat OpenShift](#red-hat-openshift)
-    - [Local Development](#local-development-2)
-      - [CodeReady Containers](#codeready-containers)
-1. [Cloud Platform](#cloud-platform)
-  - [Microsoft Azure](#microsoft-azure)
-    - [Sample Architecture](#sample-architecture)
-1. [Cloud Providers](#cloud-providers)
-  - [Google GKE](#google-gke)
-    - [Application Dev](#application-dev)
-1. [Cloud-Native Application Development](#cloud-native-application-development)
-  - [Go Development](#go-development)
-    - [Microservices](#microservices-1)
-  - [Open Source Software](#open-source-software)
-    - [Reference Implementations](#reference-implementations)
-1. [Cloud-Native Applications](#cloud-native-applications)
-  - [Java Microservices](#java-microservices)
-    - [Azure Container Apps](#azure-container-apps)
-    - [Container Images](#container-images)
-    - [Kubernetes Deployment](#kubernetes-deployment)
-    - [Spring Cloud](#spring-cloud)
-1. [Cloud-Native Infrastructure](#cloud-native-infrastructure)
-  - [Kubernetes Core](#kubernetes-core)
-    - [Declarative Templates](#declarative-templates)
-  - [Learning Resources](#learning-resources)
-    - [Kubernetes Courses](#kubernetes-courses)
-1. [DevOps](#devops)
-  - [CICD Platforms](#cicd-platforms)
-    - [Jenkins](#jenkins)
-      - [Docker Containerization](#docker-containerization)
-      - [Modular Pipeline Library](#modular-pipeline-library)
-      - [Spring Petclinic Pipeline](#spring-petclinic-pipeline)
-  - [Cloud Native CICD](#cloud-native-cicd)
-    - [Jenkins X](#jenkins-x)
-      - [AWS EKS Integration](#aws-eks-integration)
-  - [Continuous Delivery](#continuous-delivery)
-    - [Infrastructure Provisioning](#infrastructure-provisioning)
-      - [Crossplane Spinnaker Integration](#crossplane-spinnaker-integration)
-    - [Spinnaker Setup](#spinnaker-setup)
-      - [Kubernetes Native Deployment](#kubernetes-native-deployment)
-  - [Kubernetes Integration](#kubernetes-integration)
-    - [AWS EKS](#aws-eks)
-      - [Jenkins Pipelines](#jenkins-pipelines)
-1. [DevOps and Platform Engineering](#devops-and-platform-engineering)
-  - [Interview Preparation](#interview-preparation)
-    - [Reference Guides](#reference-guides)
-1. [DevSecOps and Automation](#devsecops-and-automation)
-  - [End-to-End Pipelines](#end-to-end-pipelines)
-    - [Multi-Version Deployments](#multi-version-deployments)
-  - [Jenkins-based CI-CD](#jenkins-based-ci-cd)
-    - [AWS and Jenkins](#aws-and-jenkins)
-    - [Jenkins Architecture](#jenkins-architecture)
-1. [DevSecOps and IDEs](#devsecops-and-ides)
-  - [Google Cloud Code](#google-cloud-code)
-    - [Developer Experience](#developer-experience)
-  - [Quality Assurance](#quality-assurance)
-    - [Azure Cloud Testing](#azure-cloud-testing)
-1. [Developer Experience](#developer-experience-1)
-  - [Inner Loop Development](#inner-loop-development)
-    - [Local Tooling](#local-tooling)
-1. [Enterprise Architecture](#enterprise-architecture)
-  - [Business Process Management](#business-process-management)
-    - [RHPAM](#rhpam-1)
-1. [Event-Driven Architectures](#event-driven-architectures)
-  - [Cloud-Native Java](#cloud-native-java-1)
-    - [Kafka with Spring Boot](#kafka-with-spring-boot)
-  - [Go and CQRS](#go-and-cqrs)
-    - [gRPC Microservices](#grpc-microservices)
-  - [Observability and Diagnostics](#observability-and-diagnostics)
-    - [Kafka at Scale](#kafka-at-scale)
-  - [Realtime Streams](#realtime-streams)
-    - [FastAPI and Ably](#fastapi-and-ably)
-  - [Serverless Java](#serverless-java-1)
-    - [Quarkus with Kafka](#quarkus-with-kafka)
-1. [GitOps](#gitops-2)
-  - [Continuous Deployment](#continuous-deployment)
-    - [Flux v2](#flux-v2)
-1. [GitOps and Declarative Git](#gitops-and-declarative-git)
-  - [Developer Platforms](#developer-platforms-1)
-    - [GitHub Actions](#github-actions-1)
-  - [GitOps Tools](#gitops-tools)
-    - [Flux and Helm](#flux-and-helm)
-1. [Infrastructure and Operations](#infrastructure-and-operations)
-  - [Observability and Service Mesh](#observability-and-service-mesh)
-    - [OpenShift ServiceMesh](#openshift-servicemesh)
-1. [Infrastructure and Platform](#infrastructure-and-platform)
-  - [Autoscaling](#autoscaling)
-    - [Event-Driven Scaling](#event-driven-scaling)
-1. [Infrastructure as Code](#infrastructure-as-code)
-  - [Serverless Deployment](#serverless-deployment)
-    - [Terraform and AWS Lambda](#terraform-and-aws-lambda)
-1. [Infrastructure as Code and CI-CD](#infrastructure-as-code-and-ci-cd)
-  - [Developer Platforms](#developer-platforms-2)
-    - [CI-CD Pipelines](#ci-cd-pipelines)
-1. [Java Cloud Native](#java-cloud-native)
-  - [Spring Cloud](#spring-cloud-1)
-    - [Kubernetes Integration](#kubernetes-integration-1)
-1. [Local Development](#local-development-3)
-  - [Red Hat OpenShift Local](#red-hat-openshift-local)
-    - [Process Automation](#process-automation-1)
-1. [Networking](#networking)
-  - [Security](#security)
-    - [Recipes](#recipes)
-1. [Observability](#observability)
-  - [Microservices Telemetry](#microservices-telemetry)
-    - [Grafana Stack](#grafana-stack)
-  - [OpenTelemetry](#opentelemetry)
-    - [Reliability Engineering](#reliability-engineering)
-1. [Orchestration](#orchestration)
-  - [AKS](#aks)
-    - [Masterclass](#masterclass)
-  - [Kubernetes](#kubernetes)
-    - [EKS Training](#eks-training)
-1. [Platform Engineering](#platform-engineering)
-  - [GitOps and CI-CD](#gitops-and-ci-cd)
-    - [AWS and Argo CD](#aws-and-argo-cd)
-    - [Argo CD and OpenShift Pipelines](#argo-cd-and-openshift-pipelines)
-    - [Multi-Cluster GitOps](#multi-cluster-gitops)
-    - [Serverless Workflows](#serverless-workflows)
-  - [GitOps and Deployment](#gitops-and-deployment)
-    - [Flux Ecosystem](#flux-ecosystem)
-  - [Machine Learning Operations](#machine-learning-operations)
-    - [OpenShift AI](#openshift-ai)
-1. [Quality Assurance](#quality-assurance-1)
-  - [API Testing Automation](#api-testing-automation)
-    - [Newman Integration](#newman-integration)
-      - [Jenkins Pipelines](#jenkins-pipelines-1)
-1. [Reference Architectures](#reference-architectures)
-  - [Industry Verticals](#industry-verticals)
-    - [Healthcare](#healthcare)
-1. [Security](#security-1)
-  - [Vulnerabilities](#vulnerabilities)
-    - [Hacking Labs](#hacking-labs)
-1. [Serverless and Knative](#serverless-and-knative)
-  - [Serverless Frameworks](#serverless-frameworks)
-    - [Knative Serving](#knative-serving)
-    - [Knative Tutorial](#knative-tutorial)
-  - [Serverless Java](#serverless-java-2)
-    - [Knative Service](#knative-service)
-1. [Service Mesh](#service-mesh)
-  - [Consul](#consul)
-    - [Local Development](#local-development-4)
-  - [GitOps](#gitops-3)
-    - [Progressive Delivery](#progressive-delivery)
-1. [Software Development](#software-development)
-  - [Microservices](#microservices-2)
-    - [Reference Architecture](#reference-architecture)
-      - [Spring Petclinic](#spring-petclinic)
-      - [Spring Petclinic Red Hat](#spring-petclinic-red-hat)
-
 ## Application Architecture
 
 ### Event-Driven

v2-docs/devel-sites.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Devel Sites resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Developer Ecosystem)."
+---
 # Development and Frameworks. Websites for web developers
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,17 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Development and Frameworks. Websites for web developers in the context of Developer Ecosystem.
 
-## Table of Contents
-
-1. [Backend-as-a-Service](#backend-as-a-service)
-  - [Google Cloud](#google-cloud)
-    - [BaaS Platform](#baas-platform)
-  - [PostgreSQL](#postgresql)
-    - [BaaS Platform](#baas-platform-1)
-1. [Software Engineering](#software-engineering)
-  - [Languages](#languages)
-    - [Cloud-Native Programming](#cloud-native-programming)
-
 ## Backend-as-a-Service
 
 ### Google Cloud

v2-docs/developerportals.md

@@ -1,3 +1,6 @@
+---
+description: "Top Developerportals resources for 2026, AI-ranked: Backstage Developer Portal, apisix and more — curated Cloud Native tools, guides and references."
+---
 # API Marketplaces. API Management with API Gateways and Developer Portals
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,43 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for API Marketplaces. API Management with API Gateways and Developer Portals in the context of Platform & Site Reliability.
 
-## Table of Contents
-
-1. [Architecture](#architecture)
-  - [API Management](#api-management)
-    - [API Economy](#api-economy)
-    - [API Governance](#api-governance)
-    - [Case Studies](#case-studies)
-    - [Cloud Services](#cloud-services)
-    - [Gateway Engines](#gateway-engines)
-    - [Infrastructure Patterns](#infrastructure-patterns)
-    - [Kubernetes Orchestration](#kubernetes-orchestration)
-    - [Observability Platforms](#observability-platforms)
-    - [Operations and Deployment](#operations-and-deployment)
-    - [Persistent Connections](#persistent-connections)
-    - [Red Hat Ecosystem](#red-hat-ecosystem)
-    - [Security and Protocols](#security-and-protocols)
-    - [Video Walkthroughs](#video-walkthroughs)
-  - [Design Patterns](#design-patterns)
-    - [Microservices Patterns](#microservices-patterns)
-  - [Microservices](#microservices)
-    - [API Gateways](#api-gateways)
-1. [Domain APIs](#domain-apis)
-  - [IoT](#iot)
-    - [Smart Cities](#smart-cities)
-1. [Infrastructure](#infrastructure)
-  - [API Gateway](#api-gateway)
-    - [Cloud Native](#cloud-native)
-    - [Go Engines](#go-engines)
-    - [Industry News](#industry-news)
-    - [Java Spring Ecosystem](#java-spring-ecosystem)
-    - [Open Source Governance](#open-source-governance)
-1. [Platform Engineering](#platform-engineering)
-  - [Developer Portal](#developer-portal)
-    - [Internal Developer Platforms](#internal-developer-platforms)
-    - [Kubernetes Deployment](#kubernetes-deployment)
-    - [Tutorials](#tutorials)
-
 ## Architecture
 
 ### API Management

v2-docs/devops-tools.md

@@ -1,3 +1,6 @@
+---
+description: "Top DevOps Tools resources for 2026, AI-ranked: Claude Code Templates, Devtron and more — curated Cloud Native tools, guides and references."
+---
 # DevOps Tools aka Toolchain
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,32 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for DevOps Tools aka Toolchain in the context of Architectural Foundations.
 
-## Table of Contents
-
-1. [Cloud Providers](#cloud-providers)
-  - [AWS](#aws)
-    - [CICD and Security](#cicd-and-security)
-1. [Deployment and Delivery](#deployment-and-delivery)
-  - [Platform Engineering](#platform-engineering)
-    - [Kubernetes Management](#kubernetes-management)
-1. [DevOps and Platform Engineering](#devops-and-platform-engineering)
-  - [Architecture and Orchestration](#architecture-and-orchestration)
-    - [Foundational Primer](#foundational-primer)
-1. [Developer Tooling](#developer-tooling)
-  - [AI Code Assistants](#ai-code-assistants)
-    - [Prompt Templates](#prompt-templates)
-  - [Developer Knowledge](#developer-knowledge)
-    - [Curation Repositories](#curation-repositories)
-1. [Kubernetes and Container Orchestration](#kubernetes-and-container-orchestration)
-  - [Platform Engineering](#platform-engineering-1)
-    - [AppOps and GitOps](#appops-and-gitops)
-1. [Local Developer Environment](#local-developer-environment)
-  - [Container Runtime Setup](#container-runtime-setup)
-    - [Docker Compose](#docker-compose)
-1. [Orchestration and Packaging](#orchestration-and-packaging)
-  - [Cloud-Native Delivery](#cloud-native-delivery)
-    - [Keptn](#keptn)
-
 ## Cloud Providers
 
 ### AWS

v2-docs/devops.md

@@ -1,3 +1,6 @@
+---
+description: "Top DevOps resources for 2026, AI-ranked: Skills for Real Engineers, NoOps and more — curated Cloud Native tools, guides and references."
+---
 # DevOps
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,99 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for DevOps in the context of Platform & Site Reliability.
 
-## Table of Contents
-
-1. [Architecture](#architecture)
-  - [Patterns](#patterns)
-    - [Twelve-Factor App](#twelve-factor-app)
-1. [Automation](#automation)
-  - [Agentic Systems](#agentic-systems)
-    - [MCP Server](#mcp-server)
-  - [NoOps Evolution](#noops-evolution)
-1. [Cloud Architecture](#cloud-architecture)
-  - [Multicloud Solutions](#multicloud-solutions)
-    - [Ops Dynamics](#ops-dynamics)
-  - [NoOps and Serverless](#noops-and-serverless)
-    - [Overview](#overview)
-  - [Serverless Systems](#serverless-systems)
-    - [DevOps Pipelines](#devops-pipelines)
-1. [Cloud Native](#cloud-native)
-  - [Kubernetes Orchestration](#kubernetes-orchestration)
-    - [DevOps-as-a-Service](#devops-as-a-service)
-1. [Containerization](#containerization)
-  - [DevOps](#devops-1)
-    - [Evolution](#evolution)
-  - [Docker](#docker)
-    - [Fundamentals](#fundamentals)
-  - [Kubernetes](#kubernetes)
-    - [Configuration Management](#configuration-management)
-    - [Culture](#culture)
-1. [Continuous Delivery](#continuous-delivery)
-  - [CICD Pipeline Design](#cicd-pipeline-design)
-  - [Database Delivery](#database-delivery)
-  - [Release Strategies](#release-strategies)
-  - [Security Policy](#security-policy)
-1. [DevOps and SRE](#devops-and-sre)
-  - [CICD Pipelines](#cicd-pipelines)
-    - [Architecture](#architecture-1)
-    - [Tool Integrations](#tool-integrations)
-  - [Culture and Organizations](#culture-and-organizations)
-    - [Netflix Engineering](#netflix-engineering)
-  - [Industry Evolution](#industry-evolution)
-    - [Trends](#trends)
-  - [Infrastructure](#infrastructure)
-    - [On-Premises Architecture](#on-premises-architecture)
-    - [Windows Ecosystems](#windows-ecosystems)
-  - [Roadmaps and Career](#roadmaps-and-career)
-    - [Skill Sets](#skill-sets)
-  - [Tooling Landscapes](#tooling-landscapes)
-    - [Visual Architecture](#visual-architecture)
-1. [DevOps Culture](#devops-culture)
-  - [Platform Engineering](#platform-engineering)
-    - [PlatformOps](#platformops)
-1. [DevOps Methodology](#devops-methodology)
-  - [Application Delivery](#application-delivery)
-    - [Performance Optimization](#performance-optimization)
-  - [Foundational Principles](#foundational-principles)
-    - [Culture and Process](#culture-and-process)
-  - [Software Lifecycle Models](#software-lifecycle-models)
-    - [Strategic Architecture](#strategic-architecture)
-  - [Tooling Ecosystem](#tooling-ecosystem)
-    - [Platform Evaluation](#platform-evaluation)
-1. [DevSecOps and IDEs](#devsecops-and-ides)
-  - [Google Cloud Code](#google-cloud-code)
-    - [Developer Experience](#developer-experience)
-1. [Education](#education)
-  - [Training Courses](#training-courses)
-1. [Industry Metrics](#industry-metrics)
-  - [DORA Reports](#dora-reports)
-1. [Microservices](#microservices)
-  - [API Management](#api-management)
-    - [DevOps Delivery](#devops-delivery)
-  - [DevOps Synergy](#devops-synergy)
-    - [Architecture Alignment](#architecture-alignment)
-  - [DevSecOps](#devsecops)
-    - [Cloud Native Security](#cloud-native-security)
-  - [Event-Driven](#event-driven)
-    - [Application Delivery](#application-delivery-1)
-1. [Orchestration and Containers](#orchestration-and-containers)
-  - [Containerization](#containerization-1)
-    - [CICD Integration](#cicd-integration)
-  - [Kubernetes](#kubernetes-1)
-    - [DevOps Integration](#devops-integration)
-1. [Platform Engineering](#platform-engineering-1)
-  - [AI Platform](#ai-platform)
-    - [GPU Orchestration](#gpu-orchestration)
-  - [Declarative Configuration](#declarative-configuration)
-    - [KusionStack](#kusionstack)
-  - [Developer Self-Service](#developer-self-service)
-    - [SRE Patterns](#sre-patterns)
-  - [IDP Tooling](#idp-tooling)
-    - [Developer Portals](#developer-portals)
-1. [Software Engineering](#software-engineering)
-  - [Professional Development](#professional-development)
-    - [Core Architectures](#core-architectures)
-
 ## Architecture
 
 ### Patterns

v2-docs/devsecops.md

@@ -1,3 +1,6 @@
+---
+description: "Top Devsecops resources for 2026, AI-ranked: Clair, trivy and more — curated Cloud Native tools, guides and references."
+---
 # DevSecOps and Security. Container
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,174 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for DevSecOps and Security. Container in the context of Hardened Infrastructure.
 
-## Table of Contents
-
-1. [Application Development](#application-development)
-  - [Cloud-Native Java](#cloud-native-java)
-    - [Tanzu Framework](#tanzu-framework)
-1. [Container Infrastructure](#container-infrastructure)
-  - [CI-CD Pipelines](#ci-cd-pipelines)
-    - [Pipeline Security](#pipeline-security)
-1. [DevOps](#devops)
-  - [CICD Pipeline Security](#cicd-pipeline-security)
-    - [Harness CD Integration](#harness-cd-integration)
-    - [Jenkins Integrations](#jenkins-integrations)
-  - [Observability](#observability)
-    - [Dashboards](#dashboards)
-  - [Static Analysis](#static-analysis)
-    - [Kubernetes Linting](#kubernetes-linting)
-    - [Kubernetes Validation](#kubernetes-validation)
-1. [Infrastructure](#infrastructure)
-  - [Network Security](#network-security)
-    - [Ingress Control](#ingress-control)
-  - [Service Mesh](#service-mesh)
-    - [Ingress Control](#ingress-control-1)
-1. [Kubernetes Security](#kubernetes-security)
-  - [Cloud Native Security Frameworks](#cloud-native-security-frameworks)
-    - [Official Standards](#official-standards)
-  - [Compliance and Governance](#compliance-and-governance)
-    - [Security Frameworks](#security-frameworks)
-  - [Security Toolkits and Scanning](#security-toolkits-and-scanning)
-    - [Open Source Curation](#open-source-curation)
-1. [Observability](#observability-1)
-  - [Logging](#logging)
-    - [Fluent Bit Engine](#fluent-bit-engine)
-1. [Security](#security)
-  - [API Security](#api-security)
-    - [Microservices Architecture](#microservices-architecture)
-  - [Access Control](#access-control)
-    - [Zero Trust Network Access](#zero-trust-network-access)
-  - [Access Management](#access-management)
-    - [Passwordless Authentication](#passwordless-authentication)
-  - [Application Security](#application-security)
-    - [Pentesting](#pentesting)
-    - [Spring Boot Integrations](#spring-boot-integrations)
-    - [WAF and API Security](#waf-and-api-security)
-  - [Architecture Patterns](#architecture-patterns)
-    - [Microservice Security](#microservice-security)
-  - [CI-CD](#ci-cd)
-    - [Kubernetes Hardening](#kubernetes-hardening)
-  - [Cloud Security](#cloud-security)
-    - [CWPP Frameworks](#cwpp-frameworks)
-    - [Enterprise Security Platforms](#enterprise-security-platforms)
-    - [Telemetry and Observability](#telemetry-and-observability)
-  - [Cloud-Native](#cloud-native)
-    - [Architecture Fundamentals](#architecture-fundamentals)
-    - [Zero Trust Architectures](#zero-trust-architectures)
-  - [Container Security](#container-security)
-    - [Aqua Security Integration](#aqua-security-integration)
-    - [DevSecOps](#devsecops)
-  - [Cryptography](#cryptography)
-    - [PKI Automation](#pki-automation)
-  - [DevSecOps](#devsecops-1)
-    - [Enterprise Infrastructure](#enterprise-infrastructure)
-  - [Education and Training](#education-and-training)
-    - [Vulnerable Labs](#vulnerable-labs)
-  - [GitOps](#gitops)
-    - [Policy as Code](#policy-as-code)
-  - [Identity and Access Management](#identity-and-access-management)
-    - [Authentication Proxy](#authentication-proxy)
-    - [Core Fundamentals](#core-fundamentals)
-    - [High Availability](#high-availability)
-    - [Ingress Integration](#ingress-integration)
-    - [Microservices Authorization](#microservices-authorization)
-    - [OIDC Provider](#oidc-provider)
-    - [Proxy Gateways](#proxy-gateways)
-    - [SSO Solution](#sso-solution)
-    - [State Management](#state-management)
-    - [Tokens](#tokens)
-    - [Zero Trust Proxy](#zero-trust-proxy)
-  - [Image Signing](#image-signing)
-    - [Cryptographic Trust](#cryptographic-trust)
-  - [Incident Response](#incident-response)
-    - [Container Forensics](#container-forensics)
-  - [Kubernetes Security](#kubernetes-security-1)
-    - [Image Encryption](#image-encryption)
-    - [Policy as Code](#policy-as-code-1)
-    - [Self-Hosted Orchestration](#self-hosted-orchestration)
-    - [Signature Verification](#signature-verification)
-  - [Microservices Security](#microservices-security)
-    - [Architecture Patterns](#architecture-patterns-1)
-    - [Behavior Monitoring](#behavior-monitoring)
-  - [Mitigation Standards](#mitigation-standards)
-    - [API Security](#api-security-1)
-    - [Cloud Native Hardening](#cloud-native-hardening)
-    - [Kubernetes Hardening](#kubernetes-hardening-1)
-    - [OWASP Top 10](#owasp-top-10)
-  - [Network Security](#network-security-1)
-    - [CNI Data Plane](#cni-data-plane)
-    - [Web Application Firewall](#web-application-firewall)
-  - [Runtime Security](#runtime-security)
-    - [KubeArmor Orchestration](#kubearmor-orchestration)
-    - [LSM Enforcement](#lsm-enforcement)
-    - [Threat Detection](#threat-detection)
-  - [Secret Management](#secret-management)
-    - [Helm Automation](#helm-automation)
-    - [Helm Security](#helm-security)
-  - [Secrets Management](#secrets-management)
-    - [AWS Secrets Manager](#aws-secrets-manager)
-    - [CICD Pipelines](#cicd-pipelines)
-    - [CSI Driver](#csi-driver)
-    - [CSI Driver Providers](#csi-driver-providers)
-    - [Centralized Vaults](#centralized-vaults)
-    - [Cloud Managed Services](#cloud-managed-services)
-    - [CyberArk Conjur](#cyberark-conjur)
-    - [GCP Secret Manager](#gcp-secret-manager)
-    - [GCP Security](#gcp-security)
-    - [GitOps Encrypted Secrets](#gitops-encrypted-secrets)
-    - [Kafka Integration](#kafka-integration)
-    - [Kubernetes Admission Controllers](#kubernetes-admission-controllers)
-    - [Kubernetes Integration](#kubernetes-integration)
-    - [Kubernetes Security](#kubernetes-security-2)
-    - [Kubernetes Sidecar Injection](#kubernetes-sidecar-injection)
-    - [Risk Mitigation](#risk-mitigation)
-    - [Serverless Integration](#serverless-integration)
-  - [Serverless](#serverless)
-    - [FaaS Hardening](#faas-hardening)
-  - [Serverless Security](#serverless-security)
-    - [Knative Security Guard](#knative-security-guard)
-  - [Software Engineering](#software-engineering)
-    - [Secure Design Principles](#secure-design-principles)
-  - [Static Analysis](#static-analysis-1)
-    - [Infrastructure as Code](#infrastructure-as-code)
-  - [Supply Chain Security](#supply-chain-security)
-    - [AWS Integration](#aws-integration)
-    - [Container Signing](#container-signing)
-    - [Cryptographic Signatures](#cryptographic-signatures)
-    - [Keyless Signing](#keyless-signing)
-  - [Threat Detection](#threat-detection-1)
-    - [Audit Logs Parsing](#audit-logs-parsing)
-    - [Container Monitoring Tools](#container-monitoring-tools)
-    - [Malware Scanning](#malware-scanning)
-  - [Threat Intelligence](#threat-intelligence)
-    - [Container Runtime Security](#container-runtime-security)
-    - [Kubernetes Exploits](#kubernetes-exploits)
-    - [Kubernetes Exposures](#kubernetes-exposures)
-  - [Vulnerabilities](#vulnerabilities)
-    - [CRI-O and Podman Security](#cri-o-and-podman-security)
-    - [Log4Shell Mitigations](#log4shell-mitigations)
-    - [Log4j Detection Agent](#log4j-detection-agent)
-    - [Observability Mitigations](#observability-mitigations)
-  - [Vulnerability Management](#vulnerability-management)
-    - [Base Images](#base-images)
-    - [CICD Pipeline Security](#cicd-pipeline-security-1)
-    - [CNAPP Platform](#cnapp-platform)
-    - [Container Scanning](#container-scanning)
-    - [Kubernetes Hardening](#kubernetes-hardening-2)
-1. [Security and Compliance](#security-and-compliance)
-  - [Container Security](#container-security-1)
-    - [Runtime Observability](#runtime-observability)
-  - [Secrets Management](#secrets-management-1)
-    - [HashiCorp Vault](#hashicorp-vault)
-  - [Vulnerability Scanning](#vulnerability-scanning)
-    - [Grype and GitLab](#grype-and-gitlab)
-1. [Security and Governance](#security-and-governance)
-  - [DevSecOps](#devsecops-2)
-    - [AWS Implementations](#aws-implementations)
-    - [Automated Pipelines](#automated-pipelines)
-    - [Commercial CD](#commercial-cd)
-    - [Enterprise Compliance](#enterprise-compliance)
-
 ## Application Development
 
 ### Cloud-Native Java

v2-docs/digital-money.md

@@ -6,15 +6,6 @@
 !!! info "Architectural Context"
     Detailed reference for Digital Money in the context of Career & Industry.
 
-## Table of Contents
-
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Fintech](#fintech)
-  - [Cryptocurrency](#cryptocurrency)
-    - [Stablecoins](#stablecoins)
-
 ## Architectural Foundations
 
 ### Kubernetes Tools

v2-docs/digitalocean.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Digitalocean resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # Digital Ocean
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,17 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Digital Ocean in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Cloud Native](#cloud-native)
-  - [Managed Kubernetes](#managed-kubernetes)
-    - [Scaleway Kapsule](#scaleway-kapsule)
-1. [Cloud Providers](#cloud-providers)
-  - [Alternative Clouds](#alternative-clouds)
-    - [Visual Deployment](#visual-deployment)
-  - [PaaS](#paas)
-    - [DigitalOcean App Platform](#digitalocean-app-platform)
-
 ## Cloud Native
 
 ### Managed Kubernetes

v2-docs/docker.md

@@ -1,3 +1,6 @@
+---
+description: "Top Docker resources for 2026, AI-ranked: Awesome Compose, jib and more — curated Cloud Native tools, guides and references."
+---
 # Docker
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,64 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Docker in the context of The Container Stack.
 
-## Table of Contents
-
-1. [App Development](#app-development)
-  - [CICD](#cicd)
-    - [GitHub Actions](#github-actions)
-1. [Application Architecture](#application-architecture)
-  - [Microservices](#microservices)
-    - [Java Ecosystem](#java-ecosystem)
-1. [Application Development](#application-development)
-  - [Java](#java)
-    - [Image Building](#image-building)
-  - [Node.js](#nodejs)
-    - [Image Building](#image-building-1)
-  - [Python](#python)
-    - [Local Environments](#local-environments)
-1. [CI-CD](#ci-cd)
-  - [DevOps Pipelines](#devops-pipelines)
-    - [Container Delivery](#container-delivery)
-1. [Cloud Orchestration](#cloud-orchestration)
-  - [Multi-Cloud Deployments](#multi-cloud-deployments)
-    - [Application Architecture](#application-architecture-1)
-1. [Containers](#containers)
-  - [Architectural Patterns](#architectural-patterns)
-    - [Anti-patterns](#anti-patterns)
-  - [Build Optimization](#build-optimization)
-    - [Java](#java-1)
-    - [Kubernetes Deployment](#kubernetes-deployment)
-    - [Node.js](#nodejs-1)
-    - [Python](#python-1)
-    - [Reference Implementation](#reference-implementation)
-    - [Rust](#rust)
-    - [Security and Hardening](#security-and-hardening)
-  - [Developer Tooling](#developer-tooling)
-    - [Cloud Emulation](#cloud-emulation)
-  - [Diagnostics](#diagnostics)
-    - [Debugging Runtimes](#debugging-runtimes)
-  - [Docker Basics](#docker-basics)
-    - [Workshops](#workshops)
-  - [Production Operations](#production-operations)
-    - [Infrastructure](#infrastructure)
-  - [Security and Hardening](#security-and-hardening-1)
-    - [Node.js](#nodejs-2)
-    - [Vulnerability Management](#vulnerability-management)
-1. [Infrastructure](#infrastructure-1)
-  - [Docker Compose](#docker-compose)
-    - [Reference Architectures](#reference-architectures)
-  - [Kubernetes](#kubernetes)
-    - [Container Management](#container-management)
-  - [Local Environments](#local-environments-1)
-    - [Docker Compose](#docker-compose-1)
-1. [Local Developer Environment](#local-developer-environment)
-  - [Container Runtime Setup](#container-runtime-setup)
-    - [Docker Compose](#docker-compose-2)
-1. [Security](#security)
-  - [Container Security](#container-security)
-    - [Dockerfile optimization](#dockerfile-optimization)
-    - [RunAsUser](#runasuser)
-
 ## App Development
 
 ### CICD

v2-docs/dom.md

@@ -6,15 +6,6 @@
 !!! info "Architectural Context"
     Detailed reference for Document Object Model (DOM) in the context of Developer Ecosystem.
 
-## Table of Contents
-
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Web Development](#web-development)
-  - [DOM](#dom)
-    - [JavaScript](#javascript)
-
 ## Architectural Foundations
 
 ### Kubernetes Tools

v2-docs/dotnet.md

@@ -1,3 +1,6 @@
+---
+description: "Top Dotnet resources for 2026, AI-ranked: Lamar, Paradigm framework and more — curated Cloud Native tools, guides and references."
+---
 # Microsoft .NET
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,26 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Microsoft .NET in the context of Developer Ecosystem.
 
-## Table of Contents
-
-1. [Application Development](#application-development)
-  - [.NET Framework](#net-framework)
-    - [Architectural Guides](#architectural-guides)
-    - [Event-Driven Microservices](#event-driven-microservices)
-    - [Microservices Design](#microservices-design)
-    - [gRPC Communication](#grpc-communication)
-1. [Cloud Infrastructure and Orchestration](#cloud-infrastructure-and-orchestration)
-  - [Container Orchestration](#container-orchestration)
-    - [Kubernetes](#kubernetes)
-1. [Software Architecture and .NET Development](#software-architecture-and-net-development)
-  - [Application Diagnostics](#application-diagnostics)
-    - [Environment Validation](#environment-validation)
-    - [IoC Containers](#ioc-containers)
-  - [Microservices](#microservices)
-    - [Resilience Patterns](#resilience-patterns)
-  - [Web Frameworks](#web-frameworks)
-    - [Microservices](#microservices-1)
-
 ## Application Development
 
 ### .NET Framework

v2-docs/edge-computing.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Edge Computing resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # Edge Computing
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,14 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Edge Computing in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Architecture](#architecture)
-  - [Edge Computing](#edge-computing-1)
-    - [Distributed Systems](#distributed-systems)
-1. [Kubernetes Edge](#kubernetes-edge)
-  - [MicroShift](#microshift)
-
 ## Architecture
 
 ### Edge Computing (1)

v2-docs/elearning.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Elearning resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Career & Industry)."
+---
 # E-learning
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,18 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for E-learning in the context of Career & Industry.
 
-## Table of Contents
-
-1. [Orchestration](#orchestration)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Real-World Architecture](#real-world-architecture)
-1. [Professional Development](#professional-development)
-  - [Higher Education](#higher-education)
-    - [Software Engineering](#software-engineering)
-1. [Software Development](#software-development)
-  - [Software Architecture](#software-architecture)
-    - [DDD and Testing](#ddd-and-testing)
-
 ## Orchestration
 
 ### Infrastructure as Code

v2-docs/embedded-servlet-containers.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Embedded Servlet Containers resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Developer Ecosystem)."
+---
 # Embedded Servlet Containers in SpringBoot: Jetty, Tomcat, Undertow and more
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,12 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Embedded Servlet Containers in SpringBoot: Jetty, Tomcat, Undertow and more in the context of Developer Ecosystem.
 
-## Table of Contents
-
-1. [Platform Engineering](#platform-engineering)
-  - [Application Servers](#application-servers)
-    - [Web Servers](#web-servers)
-
 ## Platform Engineering
 
 ### Application Servers

v2-docs/faq.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Faq resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Architectural Foundations)."
+---
 # Microservices FAQ
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,28 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Microservices FAQ in the context of Architectural Foundations.
 
-## Table of Contents
-
-1. [Architecture](#architecture)
-  - [Microservices](#microservices)
-    - [Caching](#caching)
-    - [Decision Frameworks](#decision-frameworks)
-    - [History](#history)
-    - [Resiliency Patterns](#resiliency-patterns)
-1. [Microservices Architecture](#microservices-architecture)
-  - [Dependency Management](#dependency-management)
-    - [Patterns](#patterns)
-  - [Fundamentals](#fundamentals)
-    - [Best Practices](#best-practices)
-    - [Comparisons](#comparisons)
-    - [Roadmap](#roadmap)
-    - [UI and Frontend](#ui-and-frontend)
-  - [Patterns](#patterns-1)
-    - [Service Discovery](#service-discovery)
-1. [Migration](#migration)
-  - [Containerization](#containerization)
-    - [Case Study](#case-study)
-
 ## Architecture
 
 ### Microservices

v2-docs/feed.xml

@@ -5,7 +5,7 @@
     <link>https://nubenetes.com/</link>
     <description>AI-curated top picks from the Cloud Native &amp; Kubernetes ecosystem</description>
     <language>en</language>
-    <lastBuildDate>Fri, 19 Jun 2026 13:56:27 -0000</lastBuildDate>
+    <lastBuildDate>Thu, 18 Jun 2026 00:00:00 -0000</lastBuildDate>
     <atom:link href="https://nubenetes.com/feed.xml" rel="self" type="application/rss+xml"/>
     <item>
       <title>Kubecost 🌟</title>

v2-docs/finops.md

@@ -6,58 +6,6 @@
 !!! info "Architectural Context"
     Detailed reference for Cloud FinOps. Collaborative, Real-Time Cloud Financial Management (CFM) in the context of Career & Industry.
 
-## Table of Contents
-
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [FinOps and Cloud Cost](#finops-and-cloud-cost)
-  - [AWS Optimization](#aws-optimization)
-    - [Data Transfer](#data-transfer)
-    - [EKS Cost Reduction](#eks-cost-reduction)
-    - [EKS Log Optimization](#eks-log-optimization)
-    - [Policy Engines](#policy-engines)
-    - [SMB Frameworks](#smb-frameworks)
-  - [Azure Optimization](#azure-optimization)
-    - [CLI Tools](#cli-tools)
-    - [Cost Estimation](#cost-estimation)
-    - [Dashboards](#dashboards)
-    - [Governance](#governance)
-    - [Pricing Frameworks](#pricing-frameworks)
-    - [Reference Guides](#reference-guides)
-    - [Savings Potential](#savings-potential)
-  - [IaC FinOps](#iac-finops)
-    - [AI Optimization](#ai-optimization)
-    - [AWS CDK Bots](#aws-cdk-bots)
-  - [Kubernetes FinOps](#kubernetes-finops)
-    - [AKS Cost Allocation](#aks-cost-allocation)
-    - [Actionable Frameworks](#actionable-frameworks)
-    - [Automated Optimization](#automated-optimization)
-    - [Cost Management](#cost-management)
-    - [Cost Platforms](#cost-platforms)
-    - [Foundational Concepts](#foundational-concepts)
-    - [Observability Integrations](#observability-integrations)
-    - [ROI Analysis](#roi-analysis)
-    - [Tooling](#tooling)
-  - [Market Trends](#market-trends)
-    - [Macroeconomics](#macroeconomics)
-  - [SaaS FinOps](#saas-finops)
-    - [License Management](#license-management)
-  - [Strategy and Governance](#strategy-and-governance)
-    - [FinOps Pitfalls](#finops-pitfalls)
-    - [FinOps vs Cost Management](#finops-vs-cost-management)
-1. [Financial Operations](#financial-operations)
-  - [FinOps](#finops)
-    - [Best Practices](#best-practices)
-    - [Case Studies](#case-studies)
-    - [Frameworks](#frameworks)
-    - [Kubernetes Costs](#kubernetes-costs)
-    - [Market Landscapes](#market-landscapes)
-    - [Methodologies](#methodologies)
-    - [Metrics](#metrics)
-    - [Roles and Responsibilities](#roles-and-responsibilities)
-    - [Standards](#standards)
-
 ## Architectural Foundations
 
 ### Kubernetes Tools

v2-docs/flux.md

@@ -1,3 +1,6 @@
+---
+description: "Top Flux resources for 2026, AI-ranked: github: Flux Version 2, github: Flux and more — curated Cloud Native tools, guides and references."
+---
 # Flux. The GitOps operator for Kubernetes
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,18 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Flux. The GitOps operator for Kubernetes in the context of Engineering Pipeline.
 
-## Table of Contents
-
-1. [Networking and Security](#networking-and-security)
-  - [Service Mesh and Gateway](#service-mesh-and-gateway)
-    - [Envoy](#envoy)
-1. [Platform Engineering](#platform-engineering)
-  - [GitOps and Deployment](#gitops-and-deployment)
-    - [Flux Ecosystem](#flux-ecosystem)
-1. [Storage and Databases](#storage-and-databases)
-  - [Cloud-Native Storage](#cloud-native-storage)
-    - [Stateful GitOps](#stateful-gitops)
-
 ## Networking and Security
 
 ### Service Mesh and Gateway

v2-docs/freelancing.md

@@ -6,48 +6,6 @@
 !!! info "Architectural Context"
     Detailed reference for Freelancing in the context of Career & Industry.
 
-## Table of Contents
-
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Business and Careers](#business-and-careers)
-  - [Freelance Platforms](#freelance-platforms)
-    - [Sourcing](#sourcing)
-1. [Careers](#careers)
-  - [Freelancing](#freelancing-1)
-    - [Career Paths](#career-paths)
-    - [Cooperatives](#cooperatives)
-    - [Europe Market](#europe-market)
-    - [Financial Calculators](#financial-calculators)
-    - [Financial Strategy](#financial-strategy)
-    - [Market Overview](#market-overview)
-    - [On-Demand Mentoring](#on-demand-mentoring)
-    - [Remote Contracting](#remote-contracting)
-    - [Spanish Market](#spanish-market)
-    - [Spanish Regulations](#spanish-regulations)
-    - [Talent Marketplaces](#talent-marketplaces)
-1. [Remote Work and Career](#remote-work-and-career)
-  - [Contractor Operations](#contractor-operations)
-    - [SaaS Administration](#saas-administration)
-  - [Legal Compliance](#legal-compliance)
-    - [Spanish Contracting](#spanish-contracting)
-    - [Spanish Freelancing](#spanish-freelancing)
-    - [Spanish Taxation](#spanish-taxation)
-    - [UK Contracting](#uk-contracting)
-  - [Talent Platforms](#talent-platforms)
-    - [AI-Backed Sourcing](#ai-backed-sourcing)
-    - [Bespoke Engineering Teams](#bespoke-engineering-teams)
-    - [Contractor Compliance](#contractor-compliance)
-    - [E-commerce Freelancing](#e-commerce-freelancing)
-    - [Freelance Consulting](#freelance-consulting)
-    - [Global Sourcing](#global-sourcing)
-    - [Mentorship Networks](#mentorship-networks)
-    - [Nearshore Outsourcing](#nearshore-outsourcing)
-    - [On-Demand Delivery](#on-demand-delivery)
-    - [Staff Augmentation](#staff-augmentation)
-    - [Web Development Networks](#web-development-networks)
-
 ## Architectural Foundations
 
 ### Kubernetes Tools

v2-docs/git.md

@@ -1,3 +1,6 @@
+---
+description: "Top Git resources for 2026, AI-ranked: Jenkins-X UpdateBOT, github-merge-bot and more — curated Cloud Native tools, guides and references."
+---
 # Git and Patterns for Managing Source Code Branches. Merge BOTs
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,37 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Git and Patterns for Managing Source Code Branches. Merge BOTs in the context of Architectural Foundations.
 
-## Table of Contents
-
-1. [CICD Pipeline](#cicd-pipeline)
-  - [Kubernetes and Containers](#kubernetes-and-containers)
-    - [Continuous Deployment](#continuous-deployment)
-    - [Self-Hosted Infrastructure](#self-hosted-infrastructure)
-  - [Testing Infrastructure](#testing-infrastructure)
-    - [Cloud Native Automation](#cloud-native-automation)
-1. [Cloud Native](#cloud-native)
-  - [GitOps](#gitops)
-    - [GitLab Kubernetes Agent](#gitlab-kubernetes-agent)
-    - [GitLab Operator](#gitlab-operator)
-1. [DevOps](#devops)
-  - [Continuous Delivery](#continuous-delivery)
-    - [GitOps](#gitops-1)
-  - [Version Control](#version-control)
-    - [Kubernetes Deployments](#kubernetes-deployments)
-1. [Security and Compliance](#security-and-compliance)
-  - [Supply Chain Security](#supply-chain-security)
-    - [Container Security](#container-security)
-1. [Software Engineering](#software-engineering)
-  - [CICD Platforms](#cicd-platforms)
-    - [GitLab CI Optimization](#gitlab-ci-optimization)
-  - [Collaborative Platforms](#collaborative-platforms)
-    - [Kubernetes Integration](#kubernetes-integration)
-  - [Software Delivery](#software-delivery)
-    - [Code Review Protocols](#code-review-protocols)
-  - [Version Control](#version-control-1)
-    - [Automation Bots](#automation-bots)
-    - [GitLab Automation](#gitlab-automation)
-
 ## CICD Pipeline
 
 ### Kubernetes and Containers

v2-docs/gitops.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Gitops resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Engineering Pipeline)."
+---
 # GitOps
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,52 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for GitOps in the context of Engineering Pipeline.
 
-## Table of Contents
-
-1. [API Management](#api-management)
-  - [GitOps](#gitops-1)
-    - [Declarative APIs](#declarative-apis)
-1. [Application Delivery](#application-delivery)
-  - [Continuous Deployment](#continuous-deployment)
-    - [GitOps](#gitops-2)
-      - [Business Value](#business-value)
-      - [DevOps Culture](#devops-culture)
-      - [Ecosystem](#ecosystem)
-      - [Foundations](#foundations)
-      - [Implementation](#implementation)
-      - [Source Code](#source-code)
-      - [Standards](#standards)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Patterns](#patterns)
-1. [CICD](#cicd)
-  - [GitOps](#gitops-3)
-    - [Deployment Strategies](#deployment-strategies)
-    - [FluxCD](#fluxcd)
-    - [Kustomize Manifests](#kustomize-manifests)
-1. [Continuous Delivery](#continuous-delivery)
-  - [GitOps](#gitops-4)
-    - [Kubernetes Native](#kubernetes-native)
-    - [Telco and Edge](#telco-and-edge)
-    - [Testing Environments](#testing-environments)
-  - [Progressive Delivery](#progressive-delivery)
-    - [GitOps Integration](#gitops-integration)
-1. [GitOps](#gitops-5)
-  - [Methodology](#methodology)
-    - [Developer Platforms](#developer-platforms)
-1. [Networking](#networking)
-  - [Ingress and Gateway](#ingress-and-gateway)
-    - [Automation](#automation)
-  - [Service Mesh](#service-mesh)
-    - [eBPF vs Proxy](#ebpf-vs-proxy)
-1. [Platform Architecture](#platform-architecture)
-  - [GitOps](#gitops-6)
-    - [Modern Pipelines](#modern-pipelines)
-1. [Platform Engineering](#platform-engineering)
-  - [GitOps and Deployment](#gitops-and-deployment)
-    - [Flux Ecosystem](#flux-ecosystem)
-  - [Multi-Cluster Routing](#multi-cluster-routing)
-    - [Fleet Orchestration](#fleet-orchestration)
-
 ## API Management
 
 ### GitOps (1)

v2-docs/golang.md

@@ -1,3 +1,6 @@
+---
+description: "Top Golang resources for 2026, AI-ranked: Awesome Go, Dapr and more — curated Cloud Native tools, guides and references."
+---
 # Golang - Go
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,40 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Golang - Go in the context of Developer Ecosystem.
 
-## Table of Contents
-
-1. [Architecture](#architecture)
-  - [Microservices](#microservices)
-    - [Design Patterns](#design-patterns)
-    - [Go Frameworks](#go-frameworks)
-1. [Business Applications](#business-applications)
-  - [Go Web Apps](#go-web-apps)
-    - [Email Analytics](#email-analytics)
-1. [Cloud Native](#cloud-native)
-  - [Containers](#containers)
-    - [Dockerizing Go](#dockerizing-go)
-  - [Microservice Runtimes](#microservice-runtimes)
-    - [Dapr](#dapr)
-  - [Web Frameworks](#web-frameworks)
-    - [Request Binding](#request-binding)
-1. [Cloud Native Languages](#cloud-native-languages)
-  - [Go](#go)
-    - [API Design](#api-design)
-    - [Kubernetes Integration](#kubernetes-integration)
-    - [Microservices Frameworks](#microservices-frameworks)
-    - [Performance Tuning](#performance-tuning)
-    - [Storage Integration](#storage-integration)
-1. [Programming Languages](#programming-languages)
-  - [Go](#go-1)
-    - [Project Scaffolding](#project-scaffolding)
-    - [Resources](#resources)
-1. [Public Cloud](#public-cloud)
-  - [Google Cloud](#google-cloud)
-    - [Go Samples](#go-samples)
-1. [Software Engineering](#software-engineering)
-  - [Web Development](#web-development)
-    - [NodeJS](#nodejs)
-
 ## Architecture
 
 ### Microservices

v2-docs/grafana.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Grafana resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Architectural Foundations)."
+---
 # Grafana
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,33 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Grafana in the context of Architectural Foundations.
 
-## Table of Contents
-
-1. [Kubernetes and Cloud Native](#kubernetes-and-cloud-native)
-  - [CICD](#cicd)
-    - [Continuous Deployment](#continuous-deployment)
-1. [Observability](#observability)
-  - [Log Management](#log-management)
-    - [Deployment Guides](#deployment-guides)
-    - [Grafana Loki](#grafana-loki)
-1. [Observability and Delivery](#observability-and-delivery)
-  - [Kubernetes Observability](#kubernetes-observability)
-    - [Grafana Cloud](#grafana-cloud)
-  - [Synthetic Monitoring](#synthetic-monitoring)
-    - [Grafana Alerting](#grafana-alerting)
-1. [Observability and Monitoring](#observability-and-monitoring)
-  - [Data Collection](#data-collection)
-    - [Telemetry Agents](#telemetry-agents)
-  - [Kubernetes Deployment](#kubernetes-deployment)
-    - [Core Infrastructure Dashboards](#core-infrastructure-dashboards)
-    - [Grafana Ecosystem](#grafana-ecosystem)
-    - [Virtualization Monitoring](#virtualization-monitoring)
-  - [Log Management](#log-management-1)
-    - [Kubernetes Logging](#kubernetes-logging)
-    - [Log Aggregation](#log-aggregation)
-  - [Metrics Storage](#metrics-storage)
-    - [Scalable TSDB](#scalable-tsdb)
-
 ## Kubernetes and Cloud Native
 
 ### CICD

v2-docs/helm.md

@@ -1,3 +1,6 @@
+---
+description: "Top Helm resources for 2026, AI-ranked: Jmeter, Codecentric Jenkins and more — curated Cloud Native tools, guides and references."
+---
 # Helm Kubernetes Tool
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,51 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Helm Kubernetes Tool in the context of Architectural Foundations.
 
-## Table of Contents
-
-1. [Cloud Native](#cloud-native)
-  - [Application Delivery](#application-delivery)
-    - [Design Patterns](#design-patterns)
-      - [Library Charts](#library-charts)
-      - [Umbrella Charts](#umbrella-charts)
-    - [Operators](#operators)
-      - [Helm Integration](#helm-integration)
-    - [Package Management](#package-management)
-      - [Helm Hooks](#helm-hooks)
-      - [Introductory](#introductory)
-  - [Cloud Platforms](#cloud-platforms)
-    - [Azure AKS](#azure-aks)
-      - [Helm Integration](#helm-integration-1)
-  - [Continuous Delivery](#continuous-delivery)
-    - [GitOps](#gitops)
-      - [HashiCorp Waypoint](#hashicorp-waypoint)
-      - [Helm Integration](#helm-integration-2)
-      - [Red Hat OpenShift](#red-hat-openshift)
-    - [Helm Integration](#helm-integration-3)
-  - [Continuous Integration](#continuous-integration)
-    - [CI-CD Pipelines](#ci-cd-pipelines)
-      - [Jenkins](#jenkins)
-  - [Enterprise Platforms](#enterprise-platforms)
-    - [Red Hat OpenShift](#red-hat-openshift-1)
-      - [Microservices](#microservices)
-  - [Infrastructure](#infrastructure)
-    - [Cost Optimization](#cost-optimization)
-      - [Temporary Environments](#temporary-environments)
-  - [Observability](#observability)
-    - [Prometheus Integration](#prometheus-integration)
-      - [Metrics](#metrics)
-  - [Reliability](#reliability)
-    - [Post-Mortems](#post-mortems)
-      - [Deployment Failures](#deployment-failures)
-  - [Security](#security)
-    - [Vulnerabilities](#vulnerabilities)
-      - [Argo CD Security](#argo-cd-security)
-1. [Platform Engineering](#platform-engineering)
-  - [Kubernetes GitOps and Packaging](#kubernetes-gitops-and-packaging)
-    - [DevOps Pipelines](#devops-pipelines)
-    - [Java Microservices](#java-microservices)
-    - [Legacy Charts](#legacy-charts)
-
 ## Cloud Native
 
 ### Application Delivery

v2-docs/hr.md

@@ -6,19 +6,6 @@
 !!! info "Architectural Context"
     Detailed reference for Human Resources in the context of Career & Industry.
 
-## Table of Contents
-
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Organizations](#organizations)
-  - [Financial Risk](#financial-risk)
-    - [Startups](#startups)
-  - [Remote Work](#remote-work)
-    - [Company Handbooks](#company-handbooks)
-  - [Work Culture](#work-culture)
-    - [Startups](#startups-1)
-
 ## Architectural Foundations
 
 ### Kubernetes Tools

v2-docs/iac.md

@@ -6,71 +6,6 @@
 !!! info "Architectural Context"
     Detailed reference for Infrastructure Provisioning. Infra Management Tools. IaC Infrastructure as Code in the context of Hardened Infrastructure.
 
-## Table of Contents
-
-1. [Architectural Foundations](#architectural-foundations)
-  - [Kubernetes Tools](#kubernetes-tools)
-    - [General Reference](#general-reference)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Infrastructure as Code](#infrastructure-as-code)
-    - [Compliance Auditing](#compliance-auditing)
-    - [History and Insights](#history-and-insights)
-    - [Migration Strategies](#migration-strategies)
-    - [Schema Generation](#schema-generation)
-    - [Terraform Practices](#terraform-practices)
-  - [Kubernetes and Operators](#kubernetes-and-operators)
-    - [GCP Resources](#gcp-resources)
-1. [Cloud Management](#cloud-management)
-  - [FinOps](#finops)
-    - [Optimization](#optimization)
-1. [DevOps](#devops)
-  - [GitOps](#gitops)
-    - [Automation](#automation)
-  - [Infrastructure as Code](#infrastructure-as-code-1)
-    - [AI Assisted](#ai-assisted)
-    - [AI Integration](#ai-integration)
-      - [Terraform](#terraform)
-    - [Architecture](#architecture)
-    - [Best Practices](#best-practices)
-    - [CICD Platforms](#cicd-platforms)
-    - [Culture](#culture)
-    - [Fundamentals](#fundamentals)
-    - [Lifecycle Management](#lifecycle-management)
-    - [Local Environments](#local-environments)
-    - [Organizational](#organizational)
-    - [Provisioning Paradigms](#provisioning-paradigms)
-    - [Pulumi](#pulumi)
-    - [Security](#security)
-    - [Strategy](#strategy)
-    - [Terminology](#terminology)
-    - [Terraform](#terraform-1)
-      - [Secrets](#secrets)
-    - [Tool Comparison](#tool-comparison)
-    - [Tooling](#tooling)
-    - [Training](#training)
-    - [Workflows](#workflows)
-1. [DevOps and CICD](#devops-and-cicd)
-  - [CICD Automation](#cicd-automation)
-    - [Terraform Release Management](#terraform-release-management)
-  - [Infrastructure as Code](#infrastructure-as-code-2)
-    - [AI Code Generation](#ai-code-generation)
-    - [Security Scanning](#security-scanning)
-  - [Roadmaps](#roadmaps)
-    - [Career Path](#career-path)
-1. [DevOps Automation and Modern Systems Engineering](#devops-automation-and-modern-systems-engineering)
-  - [Infrastructure-as-Code](#infrastructure-as-code)
-    - [Platform Engineering](#platform-engineering)
-1. [Infrastructure](#infrastructure)
-  - [Sysadmin](#sysadmin)
-    - [Resources](#resources)
-1. [Infrastructure as Code](#infrastructure-as-code-3)
-  - [Architecture](#architecture-1)
-    - [Diagrams](#diagrams)
-  - [Terraform Providers](#terraform-providers)
-    - [Azure IPAM](#azure-ipam)
-  - [Verification and AI](#verification-and-ai)
-    - [Copilot Verification](#copilot-verification)
-
 ## Architectural Foundations
 
 ### Kubernetes Tools

v2-docs/ibm_cloud.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Ibm_Cloud resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Cloud Providers (Hyperscalers))."
+---
 # IBM
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,20 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for IBM in the context of Cloud Providers (Hyperscalers).
 
-## Table of Contents
-
-1. [Cloud-Native Java](#cloud-native-java)
-  - [Runtimes](#runtimes)
-    - [Open Liberty](#open-liberty)
-      - [Source Code](#source-code)
-    - [WebSphere](#websphere)
-      - [Docker](#docker)
-1. [Enterprise Integration](#enterprise-integration)
-  - [Microservices](#microservices)
-    - [GraphQL and Open Liberty](#graphql-and-open-liberty)
-  - [Multi-Cluster Management](#multi-cluster-management)
-    - [IBM Cloud Pak SDK](#ibm-cloud-pak-sdk)
-
 ## Cloud-Native Java
 
 ### Runtimes

v2-docs/industry-digest.md

@@ -8,12 +8,171 @@ search:
 !!! tip "Nubenetes Intelligence Digest"
     AI-curated ranking of the most impactful resources, updated monthly.
 
+## Americas
+
 === "Last 3 Months"
 
+    | Date | Resource | Impact | Why It Matters |
+    | :--- | :--- | :---: | :--- |
+    | 2026-06-02 | [](https://www.ccohs.ca/oshanswers/ergonomics/shovel.html) | 🔵 medium |  |
+    | 2026-05-17 | [businessinsider.mx: 5 trucos de ChatGPT que pueden ayudar a reducir tu carga' laboral](https://businessinsider.mx/trucos-chatgpt-aminorar-carga-laboranl_vida-profesional) | 🔵 medium | A curated technical resource and architectural guide covering businessinsider.mx: 5 trucos de ChatGPT que pueden ayudar a reducir tu carga' laboral in the Kubernetes Tools ecosystem. |
 
 === "Last 6 Months"
 
+    | Date | Resource | Impact | Why It Matters |
+    | :--- | :--- | :---: | :--- |
+    | 2026-06-02 | [](https://www.ccohs.ca/oshanswers/ergonomics/shovel.html) | 🔵 medium |  |
+    | 2026-05-17 | [businessinsider.mx: 5 trucos de ChatGPT que pueden ayudar a reducir tu carga' laboral](https://businessinsider.mx/trucos-chatgpt-aminorar-carga-laboranl_vida-profesional) | 🔵 medium | A curated technical resource and architectural guide covering businessinsider.mx: 5 trucos de ChatGPT que pueden ayudar a reducir tu carga' laboral in the Kubernetes Tools ecosystem. |
 
 === "Last 12 Months"
 
+    | Date | Resource | Impact | Why It Matters |
+    | :--- | :--- | :---: | :--- |
+    | 2026-06-02 | [](https://www.ccohs.ca/oshanswers/ergonomics/shovel.html) | 🔵 medium |  |
+    | 2026-05-17 | [businessinsider.mx: 5 trucos de ChatGPT que pueden ayudar a reducir tu carga' laboral](https://businessinsider.mx/trucos-chatgpt-aminorar-carga-laboranl_vida-profesional) | 🔵 medium | A curated technical resource and architectural guide covering businessinsider.mx: 5 trucos de ChatGPT que pueden ayudar a reducir tu carga' laboral in the Kubernetes Tools ecosystem. |
+
+
+## Europe
+
+=== "Last 3 Months"
+
+    | Date | Resource | Impact | Why It Matters |
+    | :--- | :--- | :---: | :--- |
+    | 2026-05-17 | [justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper)](https://www.justinpolidori.it/posts/20220116_sign_images_with_cosign_and_verify_with_gatekeeper) | 🔴 critical | It addresses a critical security paradigm by combining container signing via Cosign with policy enforcement through OPA Gatekeeper directly inside Kubernetes. |
+    | 2026-06-01 | [Gaia-X.eu](https://gaia-x.eu) | 🔴 critical | Gaia-X is a major European initiative establishing unified sovereign data infrastructure standards, heavily impacting how enterprise cloud architectures operate across the EU. |
+    | 2026-05-17 | [versusmind.eu: Dapr - a serverless runtime for distributed applications' 🌟](https://versusmind.eu/blog/dapr-a-serverless-runtime-for-distributed-applications) | 🟡 high | Dapr introduces a powerful, runtime-agnostic microservice sidecar pattern that simplifies distributed application state, pub/sub, and bindings for cloud-native developers. |
+    | 2026-05-17 | [Automated Disaster Recovery failover and failback with Red Hat OpenShift](https://youtu.be/OPKVKPfJrRA?si=YBt3LmBRNNq-GrqL) | 🔴 critical | Automating multi-cluster disaster recovery and failback on OpenShift is vital for mission-critical enterprise workloads requiring strict resilience. |
+    | 2026-06-01 | [http3-explained.haxx.se: HTTP/3 explained 🌟](https://http3-explained.haxx.se) | 🟡 high | HTTP/3 and QUIC fundamentally rewrite the rules of cloud-native networking, offering major latency and connection multiplexing improvements for modern edge ingress. |
+    | 2026-05-17 | [en.sokube.ch: K3S + K3D = K8S : a new perfect match for dev and test](https://en.sokube.ch/post/k3s-k3d-k8s-a-new-perfect-match-for-dev-and-test-1) | 🟡 high | Using K3s with K3d dramatically streamlines local developer environments, allowing developers to run lightweight, production-grade Kubernetes clusters locally. |
+    | 2026-06-01 | [Building a continious deployment pipeline with Kubernetes and Concourse-CI](https://blog.alterway.fr/en/building-a-continious-deployment-pipeline-with-kubernetes-and-concourse-ci.html) | 🟡 high | It details how to securely interface CI pipelines with target Kubernetes clusters by isolating service accounts and managing cluster-bound secrets. |
+    | 2026-05-17 | [padok.fr: FinOps, or the Culture of Cloud Cost Optimization](https://www.padok.fr/en/blog/finops-cloud) | 🟡 high | FinOps bridges engineering and financial accountability, helping enterprises optimize massive cloud spend and waste within dynamic Kubernetes environments. |
+    | 2026-05-17 | [blog.knell.it: Making your Helm Chart observable for Prometheus](https://blog.knell.it/making-your-helm-chart-observable-for-prometheus) | 🔵 medium | Integrating Prometheus metrics natively into Helm charts ensures observability standards are packaged alongside application deployments by default. |
+    | 2026-05-17 | [Templating on OpenShift: should I use Helm templates or OpenShift templates?' 🌟](https://www.padok.fr/en/blog/templating-openshift-helm-templates) | 🔵 medium | It assists enterprise platform engineers in choosing the right templating standard to prevent vendor lock-in while using OpenShift. |
+
+=== "Last 6 Months"
+
+    | Date | Resource | Impact | Why It Matters |
+    | :--- | :--- | :---: | :--- |
+    | 2026-06-01 | [Gaia-X.eu](https://gaia-x.eu) | 🔴 critical | Establishes a unified, secure, and sovereign European data infrastructure to reduce enterprise dependency on non-EU hyperscalers. |
+    | 2026-05-17 | [justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper)](https://www.justinpolidori.it/posts/20220116_sign_images_with_cosign_and_verify_with_gatekeeper) | 🟡 high | Enforces supply chain security in Kubernetes by combining cryptographic container signing with policy-based admission control. |
+    | 2026-06-01 | [devopswithkubernetes.com](https://courses.mooc.fi/org/uh-cs/courses/devops-with-kubernetes) | 🟡 high | Provides a comprehensive, open-source academic curriculum that democratizes production-grade Kubernetes education. |
+    | 2026-06-01 | [http3-explained.haxx.se: HTTP/3 explained 🌟](https://http3-explained.haxx.se) | 🟡 high | Provides the definitive technical guide to the QUIC protocol, reshaping edge performance and cloud-native ingress routing. |
+    | 2026-05-17 | [versusmind.eu: Dapr - a serverless runtime for distributed applications' 🌟](https://versusmind.eu/blog/dapr-a-serverless-runtime-for-distributed-applications) | 🟡 high | Explores Dapr as a key CNCF runtime that significantly simplifies microservice integration and state management on Kubernetes. |
+    | 2026-05-17 | [blog.knell.it: Making your Helm Chart observable for Prometheus](https://blog.knell.it/making-your-helm-chart-observable-for-prometheus) | 🟡 high | Bridges deployment and observability by detailing how to natively integrate Prometheus monitoring metrics into Helm packages. |
+    | 2026-06-01 | [Building a continious deployment pipeline with Kubernetes and Concourse-CI](https://blog.alterway.fr/en/building-a-continious-deployment-pipeline-with-kubernetes-and-concourse-ci.html) | 🟡 high | Addresses the critical security boundaries and access controls required to orchestrate Kubernetes-native continuous deployment pipelines. |
+    | 2026-06-14 | [ruudvanasseldonk.com: The yaml document from hell](https://ruuda.nl/2023/the-yaml-document-from-hell) | 🔵 medium | Exposes critical edge cases and pitfalls of YAML, the dominant yet highly error-prone configuration standard of Kubernetes. |
+    | 2026-05-17 | [en.sokube.ch: K3S + K3D = K8S : a new perfect match for dev and test](https://en.sokube.ch/post/k3s-k3d-k8s-a-new-perfect-match-for-dev-and-test-1) | 🔵 medium | Highlights a highly efficient, lightweight development environment that mirrors production Kubernetes patterns locally. |
+    | 2026-05-17 | [Templating on OpenShift: should I use Helm templates or OpenShift templates?' 🌟](https://www.padok.fr/en/blog/templating-openshift-helm-templates) | 🔵 medium | Evaluates configuration management options to help enterprise teams optimize application packaging on Red Hat OpenShift. |
+
+=== "Last 12 Months"
+
+    | Date | Resource | Impact | Why It Matters |
+    | :--- | :--- | :---: | :--- |
+    | 2026-06-01 | [Gaia-X.eu](https://gaia-x.eu) | 🔴 critical | Defines the emerging standard for data sovereignty and cloud federation across Europe, shifting how multi-cloud workloads are designed. |
+    | 2026-06-01 | [devopswithkubernetes.com](https://courses.mooc.fi/org/uh-cs/courses/devops-with-kubernetes) | 🟡 high | Provides a comprehensive, open-source curriculum that accelerates enterprise Kubernetes adoption and developer upskilling across the EU. |
+    | 2026-05-17 | [justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper)](https://www.justinpolidori.it/posts/20220116_sign_images_with_cosign_and_verify_with_gatekeeper) | 🟡 high | Offers an actionable blueprint for software supply chain security using key CNCF tools Cosign and OPA Gatekeeper. |
+    | 2026-06-01 | [http3-explained.haxx.se: HTTP/3 explained 🌟](https://http3-explained.haxx.se) | 🟡 high | Explains the foundational architecture of HTTP/3 and QUIC, which are critical for optimizing modern cloud-native edge ingress performance. |
+    | 2026-05-17 | [versusmind.eu: Dapr - a serverless runtime for distributed applications' 🌟](https://versusmind.eu/blog/dapr-a-serverless-runtime-for-distributed-applications) | 🟡 high | Demystifies Dapr as a major paradigm shift for building portable, cloud-native microservices with standard APIs. |
+    | 2026-06-14 | [ruudvanasseldonk.com: The yaml document from hell](https://ruuda.nl/2023/the-yaml-document-from-hell) | 🟡 high | Exposes catastrophic syntactic edge cases in YAML, helping platform engineers avoid silent and dangerous Kubernetes configuration errors. |
+    | 2026-05-17 | [en.sokube.ch: K3S + K3D = K8S : a new perfect match for dev and test](https://en.sokube.ch/post/k3s-k3d-k8s-a-new-perfect-match-for-dev-and-test-1) | 🔵 medium | Demonstrates a highly efficient local development and testing workflow using lightweight k3s and k3d container orchestrators. |
+    | 2026-05-17 | [augmentedmind.de: Docker optimization guide: the 12 best tips to optimize' Docker image security](https://www.augmentedmind.de/2022/02/20/optimize-docker-image-security) | 🟡 high | Provides actionable strategies for drastically reducing vulnerability surfaces and footprints in production Docker images. |
+    | 2026-05-17 | [blog.knell.it: Making your Helm Chart observable for Prometheus](https://blog.knell.it/making-your-helm-chart-observable-for-prometheus) | 🔵 medium | Establishes a repeatable pattern for embedding native Prometheus observability endpoints directly into reusable Helm charts. |
+    | 2026-06-01 | [difftastic.wilfred.me.uk](https://difftastic.wilfred.me.uk) | 🔵 medium | Introduces AST-based syntax comparison that eliminates noisy git diffs, making Kubernetes manifest and code reviews vastly more reliable. |
+
+
+## Spain
+
+=== "Last 3 Months"
+
+    | Date | Resource | Impact | Why It Matters |
+    | :--- | :--- | :---: | :--- |
+    | 2026-05-17 | [aboutamazon.es: AWS acelera la apertura de la Región AWS Europa (España)' para apoyar la transformación digital de España](https://www.aboutamazon.es/innovaci%C3%B3n/aws-acelera-la-apertura-de-la-regi%C3%B3n-aws-europa-espa%C3%B1a-para-apoyar-la-transformaci%C3%B3n-digital-de-espa%C3%B1a) | 🔴 critical | The launch of the AWS Spain region is a massive milestone that addresses data residency and latency requirements, accelerating cloud-native migration for Spanish enterprises. |
+    | 2026-06-01 | [20minutos.es: Amazon Web Services vuelve a romper Internet: se ha caído ya tres veces en el mismo mes y le llueven las críticas](https://www.20minutos.es/tecnologia/actualidad/amazon-web-services-vuelve-a-romper-internet-se-ha-caido-ya-tres-veces-en-el-mismo-mes-y-le-llueven-las-criticas-4931834) | 🟡 high | This analysis of major AWS outages highlights the systemic risks of cloud centralization and underscores the importance of multi-region and multi-cloud resilience strategies. |
+    | 2026-06-14 | [computing.es: Retos del outsourcing de servicios IT en España](https://www.computing.es/mundo-digital/retos-del-outsourcing-de-servicios-it-en-espana) | 🟡 high | It addresses the critical organizational and cultural hurdles of scaling DevSecOps and cloud-native practices when relying on external IT outsourcing in Spain. |
+    | 2026-06-18 | [technologyreview.es: "Las empresas que empiezan a lo grande con la IA fracasan más" 🌟](https://www.technologyreview.es/article/las-empresas-que-empiezan-lo-grande-con-la-ia-fracasan-mas) | 🟡 high | Provides essential strategic guidance for enterprises, arguing for realistic, incremental AI adoption paths rather than high-risk, large-scale overhauls. |
+    | 2026-06-01 | [systemadmin.es](https://systemadmin.es) | 🔵 medium | Provides deep, localized technical knowledge on Linux performance and storage optimization, which are foundational for running high-performance Kubernetes worker nodes. |
+    | 2026-06-01 | [santalucia.es](https://api-market.santalucia.es) | 🔵 medium | Demonstrates a real-world enterprise implementation of API-driven architecture, facilitating digital insurance B2B integrations. |
+    | 2026-06-01 | [Cecabank API Market](https://apimarket.cecabank.es) | 🔵 medium | Showcases production-ready financial API infrastructure designed to comply with PSD2, highlighting modern integration patterns in Spanish banking. |
+    | 2026-05-17 | [softzone.es: Conoce Fleet, el nuevo IDE ultraligero de la mano de JetBrains](https://www.softzone.es/noticias/programas/conoce-fleet-ide-ultraligero-mano-jetbrains) | 🔵 medium | Introduces a lightweight, next-generation IDE that supports remote backend execution, aligning with the cloud-based developer workspace trend. |
+    | 2026-06-02 | [Think Python en espanol (Piensa en Python)](https://libropython.es) | 🔵 medium | Offers a highly accessible, localized resource for mastering Python, which remains a core language for cloud automation, tooling, and AI pipelines. |
+    | 2026-05-17 | [Túneles SSH](https://www.atareao.es/ubuntu/tuneles-ssh) | 🔵 medium | A practical guide to SSH tunneling, a fundamental skill for secure remote access, port forwarding, and network debugging in cloud environments. |
+
+=== "Last 6 Months"
+
+    | Date | Resource | Impact | Why It Matters |
+    | :--- | :--- | :---: | :--- |
+    | 2026-05-17 | [aboutamazon.es: AWS acelera la apertura de la Región AWS Europa (España)' para apoyar la transformación digital de España](https://www.aboutamazon.es/innovaci%C3%B3n/aws-acelera-la-apertura-de-la-regi%C3%B3n-aws-europa-espa%C3%B1a-para-apoyar-la-transformaci%C3%B3n-digital-de-espa%C3%B1a) | 🔴 critical | The opening of an AWS Region in Spain provides essential infrastructure for local cloud-native adoption and data residency compliance. |
+    | 2026-06-18 | [technologyreview.es: "Las empresas que empiezan a lo grande con la IA fracasan más" 🌟](https://www.technologyreview.es/article/las-empresas-que-empiezan-lo-grande-con-la-ia-fracasan-mas) | 🟡 high | Provides critical strategic guidance on avoiding common pitfalls in enterprise AI transformation, which is increasingly integrated into cloud-native pipelines. |
+    | 2026-06-01 | [Cecabank API Market](https://apimarket.cecabank.es) | 🟡 high | Demonstrates enterprise-grade API management and security compliance required by the PSD2 mandate in the Spanish financial sector. |
+    | 2026-06-01 | [santalucia.es](https://api-market.santalucia.es) | 🔵 medium | Showcases the shift toward API-first architectures and B2B integration patterns within the traditional insurance sector. |
+    | 2026-06-01 | [systemadmin.es](https://systemadmin.es) | 🔵 medium | Provides foundational knowledge on Linux performance and storage optimization necessary for managing high-performance Kubernetes clusters. |
+    | 2026-05-17 | [softzone.es: Conoce Fleet, el nuevo IDE ultraligero de la mano de JetBrains](https://www.softzone.es/noticias/programas/conoce-fleet-ide-ultraligero-mano-jetbrains) | 🔵 medium | Introduces new developer tooling paradigms that prioritize remote execution and lightweight environments, matching cloud-native development workflows. |
+    | 2026-05-17 | [computing.es: Retos del outsourcing de servicios IT en España](https://www.computing.es/mundo-digital/opinion/1129764046601/retos-del-outsourcing-de-servicios-it-espana.1.html) | 🔵 medium | Addresses the structural challenges of IT outsourcing in Spain, directly impacting how organizations manage cloud-native scaling and DevOps silos. |
+    | 2026-06-02 | [Think Python en espanol (Piensa en Python)](https://libropython.es) | 🔵 medium | Facilitates broader technical literacy in the Spanish community by providing a modern, accessible resource for foundational programming. |
+    | 2026-06-01 | [20minutos.es: Amazon Web Services vuelve a romper Internet: se ha caído ya tres veces en el mismo mes y le llueven las críticas](https://www.20minutos.es/tecnologia/actualidad/amazon-web-services-vuelve-a-romper-internet-se-ha-caido-ya-tres-veces-en-el-mismo-mes-y-le-llueven-las-criticas-4931834) | 🔵 medium | Highlights systemic risks of hyperscaler dependency, prompting necessary architecture discussions around multi-cloud and resilience strategies. |
+    | 2026-05-17 | [hays.es: ‘La Gran Renuncia’: ¿por qué tantos profesionales se están planteando' dejar su trabajo?](https://www.hays.es/blog/insights/la-gran-renuncia) | 🔵 medium | Provides essential context on talent retention and professional shifts in the Spanish IT sector, impacting team stability for cloud-native projects. |
+
+=== "Last 12 Months"
+
+    | Date | Resource | Impact | Why It Matters |
+    | :--- | :--- | :---: | :--- |
+    | 2026-05-17 | [aboutamazon.es: AWS acelera la apertura de la Región AWS Europa (España)' para apoyar la transformación digital de España](https://www.aboutamazon.es/innovaci%C3%B3n/aws-acelera-la-apertura-de-la-regi%C3%B3n-aws-europa-espa%C3%B1a-para-apoyar-la-transformaci%C3%B3n-digital-de-espa%C3%B1a) | 🔴 critical | The launch of the AWS Spain region is a massive milestone for local data residency compliance, low-latency applications, and accelerated enterprise cloud adoption. |
+    | 2026-06-01 | [20minutos.es: Amazon Web Services vuelve a romper Internet: se ha caído ya tres veces en el mismo mes y le llueven las críticas](https://www.20minutos.es/tecnologia/actualidad/amazon-web-services-vuelve-a-romper-internet-se-ha-caido-ya-tres-veces-en-el-mismo-mes-y-le-llueven-las-criticas-4931834) | 🟡 high | Major hyperscaler outages highlight the systemic risks of cloud centralization and drive the architectural need for resilient, multi-region setups. |
+    | 2026-06-14 | [computing.es: Retos del outsourcing de servicios IT en España](https://www.computing.es/mundo-digital/retos-del-outsourcing-de-servicios-it-en-espana) | 🟡 high | Highlights the critical organizational bottlenecks Spanish enterprises face when attempting to scale DevSecOps and cloud-native practices via outsourcing. |
+    | 2026-06-01 | [systemadmin.es](https://systemadmin.es) | 🟡 high | Offers essential system-level optimization and Linux performance insights necessary for engineers running workloads on cloud infrastructure. |
+    | 2026-06-18 | [technologyreview.es: "Las empresas que empiezan a lo grande con la IA fracasan más" 🌟](https://www.technologyreview.es/article/las-empresas-que-empiezan-lo-grande-con-la-ia-fracasan-mas) | 🔵 medium | Provides crucial strategic guidance for enterprises adopting AI, advising on iterative, cloud-native scaling over massive, high-risk initial rollouts. |
+    | 2026-06-02 | [Think Python en espanol (Piensa en Python)](https://libropython.es) | 🔵 medium | A highly visible localized educational resource that supports developer upskilling in Python, a foundational language for cloud-native scripting and AI/ML. |
+    | 2026-05-17 | [softzone.es: Conoce Fleet, el nuevo IDE ultraligero de la mano de JetBrains](https://www.softzone.es/noticias/programas/conoce-fleet-ide-ultraligero-mano-jetbrains) | 🔵 medium | Introduces lightweight, remote-friendly IDE options that align with modern developer workflows and cloud-hosted development environments. |
+    | 2026-06-01 | [Cecabank API Market](https://apimarket.cecabank.es) | 🔵 medium | Showcases a production-ready, highly regulated financial API integration platform that aligns with modern microservices architecture. |
+    | 2026-06-01 | [santalucia.es](https://api-market.santalucia.es) | 🔵 medium | Demonstrates how legacy enterprises in Spain are modernizing their B2B digital delivery through API-first cloud integration architectures. |
+    | 2026-05-17 | [computing.es: Retos del outsourcing de servicios IT en España](https://www.computing.es/mundo-digital/opinion/1129764046601/retos-del-outsourcing-de-servicios-it-espana.1.html) | 🔵 medium | Explores strategic mitigation models for managing SLAs and operational consistency in complex, outsourced enterprise IT environments. |
+
+
+## Asia-Pacific
+
+=== "Last 3 Months"
+
+    | Date | Resource | Impact | Why It Matters |
+    | :--- | :--- | :---: | :--- |
+    | 2026-05-17 | [mixi-developers.mixi.co.jp: Comparing External Secrets Operator with Secret' Storage CSI as Kubernetes External Secrets is Deprecated](https://mixi-developers.mixi.co.jp/compare-eso-with-secret-csi-402bf37f20bc?gi=a7ce4398a8d7) | 🔴 critical | Provides critical architectural guidance for migrating away from the deprecated Kubernetes External Secrets to modern ESO or Secrets Store CSI alternatives. |
+    | 2026-05-17 | [devsecops.co.in: GitOps Guide – What, Why and How? 🌟](https://devsecops.co.in/2021/05/13/gitops-guide-what-why-and-how) | 🟡 high | Demystifies GitOps practices which are essential for achieving declarative, auditable, and automated continuous delivery in cloud-native setups. |
+    | 2026-05-17 | [devstack.in: Deploy Prometheus Operator with Helm3 and Private Registry' 🌟](https://devstack.in/2020/05/25/deploy-prometheus-operator-with-helm3-and-private-registry) | 🟡 high | Addresses a common enterprise security requirement of deploying cloud-native monitoring (Prometheus Operator) within private registry environments. |
+    | 2026-05-17 | [ittroubleshooter.in: Run Parallel Builds in Kubernetes Cluster with Jenkins' Pipeline 🌟](https://ittroubleshooter.in/run-parallel-build-kubernetes-cluster-jenkins) | 🟡 high | Improves CI/CD efficiency by demonstrating how to scale and parallelize build pipelines dynamically using Kubernetes-hosted Jenkins agents. |
+    | 2026-06-01 | [comparecloud.in: Public Cloud Services Comparison 🌟](https://comparecloud.in) | 🔵 medium | Simplifies multi-cloud architecture planning by offering a direct service-mapping taxonomy across major cloud providers. |
+    | 2026-05-17 | [ishantgaurav.in: Kubernetes – Sidecar Container Pattern](https://ishantgaurav.in/2021/07/18/kubernetes-sidecar-container-pattern) | 🔵 medium | Explains the sidecar pattern, which is fundamental to implementing service meshes, logging, and security proxies in microservices. |
+    | 2026-05-17 | [devopstalks.in: Everything about Prometheus](https://devopstalks.in/everything-about-prometheus) | 🔵 medium | Explores Prometheus, the de facto CNCF standard for cloud-native metrics collection and alerting. |
+    | 2026-05-17 | [blog.learncodeonline.in: Kubernetes Scheduling - Taints and Tolerations](https://blog.learncodeonline.in/kubernetes-scheduling-taints-and-tolerations) | 🔵 medium | Covers advanced scheduling techniques necessary for workload isolation and resource allocation in multi-tenant Kubernetes clusters. |
+    | 2026-05-17 | [blog.learncodeonline.in: Kubernetes Scheduling - DaemonSet](https://blog.learncodeonline.in/kubernetes-scheduling-daemonset) | 🔵 medium | Explains DaemonSets, which are vital for running platform-level agents like log forwarders and node monitors. |
+    | 2026-05-17 | [skilledfield.com.au: Monitoring Kubernetes and Docker Container Logs](https://skilledfield.com.au/monitoring-kubernetes-and-docker-container-logs) | 🔵 medium | Provides essential operational foundations for setting up container logging and observability in Kubernetes. |
+
+=== "Last 6 Months"
+
+    | Date | Resource | Impact | Why It Matters |
+    | :--- | :--- | :---: | :--- |
+    | 2026-05-17 | [mixi-developers.mixi.co.jp: Comparing External Secrets Operator with Secret' Storage CSI as Kubernetes External Secrets is Deprecated](https://mixi-developers.mixi.co.jp/compare-eso-with-secret-csi-402bf37f20bc?gi=a7ce4398a8d7) | 🔴 critical | Provides a crucial architectural comparison for managing enterprise secrets securely on Kubernetes following the deprecation of legacy tools. |
+    | 2026-06-01 | [comparecloud.in: Public Cloud Services Comparison 🌟](https://comparecloud.in) | 🟡 high | Simplifies multi-cloud architecture planning by mapping services across major public cloud providers for engineering teams. |
+    | 2026-05-17 | [devstack.in: Deploy Prometheus Operator with Helm3 and Private Registry' 🌟](https://devstack.in/2020/05/25/deploy-prometheus-operator-with-helm3-and-private-registry) | 🟡 high | Delivers a production-ready guide for deploying observability infrastructure securely in enterprise environments using private registries. |
+    | 2026-05-17 | [devsecops.co.in: GitOps Guide – What, Why and How? 🌟](https://devsecops.co.in/2021/05/13/gitops-guide-what-why-and-how) | 🟡 high | Demystifies the GitOps methodology, which is a fundamental paradigm shift for modern cloud-native continuous delivery. |
+    | 2026-05-17 | [ishantgaurav.in: Kubernetes – Sidecar Container Pattern](https://ishantgaurav.in/2021/07/18/kubernetes-sidecar-container-pattern) | 🔵 medium | Explains the sidecar pattern, which is essential for implementing service meshes and platform-level logging in Kubernetes. |
+    | 2026-05-17 | [ittroubleshooter.in: Run Parallel Builds in Kubernetes Cluster with Jenkins' Pipeline 🌟](https://ittroubleshooter.in/run-parallel-build-kubernetes-cluster-jenkins) | 🔵 medium | Optimizes continuous integration pipelines by leveraging Kubernetes to run parallel, dynamically scaled build jobs. |
+    | 2026-05-17 | [devopstalks.in: Everything about Prometheus](https://devopstalks.in/everything-about-prometheus) | 🔵 medium | Offers a comprehensive deep dive into Prometheus, the de facto standard tool for cloud-native system observability. |
+    | 2026-05-17 | [blog.learncodeonline.in: Kubernetes Scheduling - Taints and Tolerations](https://blog.learncodeonline.in/kubernetes-scheduling-taints-and-tolerations) | 🔵 medium | Enables engineers to design resilient and segregated clusters using advanced Kubernetes scheduling constraints. |
+    | 2026-05-17 | [blog.learncodeonline.in: Kubernetes Scheduling - DaemonSet](https://blog.learncodeonline.in/kubernetes-scheduling-daemonset) | 🔵 medium | Details DaemonSet scheduling, which is vital for deploying node-level logging and security agents uniformly across a cluster. |
+    | 2026-05-17 | [skilledfield.com.au: Monitoring Kubernetes and Docker Container Logs](https://skilledfield.com.au/monitoring-kubernetes-and-docker-container-logs) | 🔵 medium | Guides operational teams through establishing essential log aggregation pipelines for containerized applications. |
+
+=== "Last 12 Months"
+
+    | Date | Resource | Impact | Why It Matters |
+    | :--- | :--- | :---: | :--- |
+    | 2026-05-17 | [mixi-developers.mixi.co.jp: Comparing External Secrets Operator with Secret' Storage CSI as Kubernetes External Secrets is Deprecated](https://mixi-developers.mixi.co.jp/compare-eso-with-secret-csi-402bf37f20bc?gi=a7ce4398a8d7) | 🔴 critical | Provides crucial architectural guidance on migrating workloads following the deprecation of Kubernetes External Secrets to ESO or Secrets Store CSI. |
+    | 2026-05-17 | [devstack.in: Deploy Prometheus Operator with Helm3 and Private Registry' 🌟](https://devstack.in/2020/05/25/deploy-prometheus-operator-with-helm3-and-private-registry) | 🟡 high | Demonstrates secure, production-ready enterprise deployment of Prometheus Operator utilizing private registries and Helm3. |
+    | 2026-05-17 | [devsecops.co.in: GitOps Guide – What, Why and How? 🌟](https://devsecops.co.in/2021/05/13/gitops-guide-what-why-and-how) | 🟡 high | Explains the GitOps operational paradigm, which is fundamental to modern cloud-native continuous delivery and infrastructure management. |
+    | 2026-05-17 | [ittroubleshooter.in: Run Parallel Builds in Kubernetes Cluster with Jenkins' Pipeline 🌟](https://ittroubleshooter.in/run-parallel-build-kubernetes-cluster-jenkins) | 🟡 high | Enables engineering teams to optimize CI/CD pipelines by executing highly parallelized Jenkins builds natively inside a Kubernetes cluster. |
+    | 2026-06-01 | [comparecloud.in: Public Cloud Services Comparison 🌟](https://comparecloud.in) | 🔵 medium | Simplifies multi-cloud system architecture design with a comprehensive taxonomy mapping tool for major public clouds. |
+    | 2026-05-17 | [ishantgaurav.in: Kubernetes – Sidecar Container Pattern](https://ishantgaurav.in/2021/07/18/kubernetes-sidecar-container-pattern) | 🔵 medium | Examines the Kubernetes sidecar pattern, a foundational design concept essential for service mesh integrations and logging agents. |
+    | 2026-05-17 | [skilledfield.com.au: Monitoring Kubernetes and Docker Container Logs](https://skilledfield.com.au/monitoring-kubernetes-and-docker-container-logs) | 🔵 medium | Provides essential practices for establishing central observability by monitoring Docker and Kubernetes container logs. |
+    | 2026-05-17 | [devopstalks.in: Everything about Prometheus](https://devopstalks.in/everything-about-prometheus) | 🔵 medium | Covers Prometheus, the definitive CNCF standard for cloud-native systems monitoring and alerting. |
+    | 2026-05-17 | [blog.learncodeonline.in: Kubernetes Scheduling - Taints and Tolerations](https://blog.learncodeonline.in/kubernetes-scheduling-taints-and-tolerations) | 🔵 medium | Explains taints and tolerations, which are critical for controlling workload scheduling and dedicated node allocation in production. |
+    | 2026-05-17 | [blog.learncodeonline.in: Kubernetes Scheduling - DaemonSet](https://blog.learncodeonline.in/kubernetes-scheduling-daemonset) | 🔵 medium | Details DaemonSets, a key scheduling primitive used for deploying node-level infrastructure agents like logging and monitoring daemons. |
+
 

v2-docs/interview-questions.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Interview Questions resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Career & Industry)."
+---
 # Interview Questions
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,22 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Interview Questions in the context of Career & Industry.
 
-## Table of Contents
-
-1. [Architecture](#architecture)
-  - [System Design](#system-design)
-    - [Scalability](#scalability)
-1. [Career and Interview Preparation](#career-and-interview-preparation)
-  - [Interview Prep](#interview-prep)
-    - [API and Automation Testing](#api-and-automation-testing)
-    - [Microservices Design](#microservices-design)
-1. [Data Engineering](#data-engineering)
-  - [Event Streaming](#event-streaming)
-    - [Apache Kafka](#apache-kafka)
-1. [DevOps](#devops)
-  - [Container Orchestration](#container-orchestration)
-    - [Kubernetes](#kubernetes)
-
 ## Architecture
 
 ### System Design

v2-docs/introduction.md

@@ -1,3 +1,6 @@
+---
+description: "Curated, AI-ranked Introduction resources for the 2026 Cloud Native architect: top-tier tools, guides and references (Architectural Foundations)."
+---
 # Introduction. Microservice Architecture. From Java EE To Cloud Native. Openshift VS Kubernetes
 
 !!! tip "Nubenetes V2 Elite Portal"
@@ -6,145 +9,6 @@
 !!! info "Architectural Context"
     Detailed reference for Introduction. Microservice Architecture. From Java EE To Cloud Native. Openshift VS Kubernetes in the context of Architectural Foundations.
 
-## Table of Contents
-
-1. [Application Modernization](#application-modernization)
-  - [Monolith to Microservices](#monolith-to-microservices)
-    - [Automated Refactoring](#automated-refactoring)
-    - [Case Studies](#case-studies)
-    - [Guides](#guides)
-1. [Architecture](#architecture)
-  - [APIs](#apis)
-    - [Protocols](#protocols)
-  - [Best Practices](#best-practices)
-    - [EDA](#eda)
-  - [Data Management](#data-management)
-    - [Patterns](#patterns)
-  - [Microservices](#microservices)
-    - [Fundamentals](#fundamentals)
-  - [Patterns](#patterns-1)
-    - [EDA](#eda-1)
-    - [Evolution](#evolution)
-    - [Twelve-Factor App](#twelve-factor-app)
-  - [SaaS](#saas)
-    - [Multi-Tenancy](#multi-tenancy)
-  - [Technical Debt](#technical-debt)
-    - [Microservices](#microservices-1)
-    - [Orchestration](#orchestration)
-  - [Web Applications](#web-applications)
-    - [Enterprise Patterns](#enterprise-patterns)
-1. [Architecture Patterns](#architecture-patterns)
-  - [Microservices](#microservices-2)
-    - [Cloud-Native Infrastructure](#cloud-native-infrastructure)
-1. [Cloud Architecture](#cloud-architecture)
-  - [Cloud-Native](#cloud-native)
-    - [Design Patterns](#design-patterns)
-  - [Modernization](#modernization)
-    - [Reactive Systems](#reactive-systems)
-1. [Cloud Architecture and Infrastructure Strategy](#cloud-architecture-and-infrastructure-strategy)
-  - [Modern Architectural Paradigms](#modern-architectural-paradigms)
-    - [MACH Architecture](#mach-architecture)
-1. [Cloud Infrastructure](#cloud-infrastructure)
-  - [Kubernetes](#kubernetes)
-    - [Container Patterns](#container-patterns)
-1. [Cloud Native Architecture](#cloud-native-architecture)
-  - [Containerization](#containerization)
-    - [Kubernetes](#kubernetes-1)
-  - [Design Patterns](#design-patterns-1)
-    - [Operators and Sidecars](#operators-and-sidecars)
-  - [GitOps](#gitops)
-    - [Cloud Native Strategy](#cloud-native-strategy)
-  - [Microservices](#microservices-3)
-    - [Enterprise Solutions](#enterprise-solutions)
-1. [DevOps and CICD](#devops-and-cicd)
-  - [Microservices](#microservices-4)
-    - [Tooling Ecosystem](#tooling-ecosystem)
-1. [Frontend Architecture](#frontend-architecture)
-  - [Design Patterns](#design-patterns-2)
-    - [BFF](#bff)
-  - [Microfrontends](#microfrontends)
-    - [AWS Serverless](#aws-serverless)
-    - [Introduction](#introduction)
-1. [Microservices](#microservices-5)
-  - [Anti-Patterns](#anti-patterns)
-    - [Failure Modes](#failure-modes)
-    - [Lessons Learned](#lessons-learned)
-  - [Data Management](#data-management-1)
-    - [Event-Driven Architecture](#event-driven-architecture)
-  - [Design Patterns](#design-patterns-3)
-    - [Best Practices](#best-practices-1)
-    - [Catalog](#catalog)
-    - [DotNet](#dotnet)
-    - [Event-Driven](#event-driven)
-    - [Reference Architecture](#reference-architecture)
-  - [Design Principles](#design-principles)
-    - [Core Principles](#core-principles)
-    - [Evaluation](#evaluation)
-  - [Frameworks](#frameworks)
-    - [Ecosystem](#ecosystem)
-  - [Implementation](#implementation)
-    - [CQRS](#cqrs)
-  - [Modernization](#modernization-1)
-    - [Automated Migration](#automated-migration)
-    - [CDC Patterns](#cdc-patterns)
-    - [Monolith Migration](#monolith-migration)
-  - [Observability](#observability)
-    - [Namespaces](#namespaces)
-  - [Orchestration](#orchestration-1)
-    - [Best Practices](#best-practices-2)
-1. [Microservices and Distributed Systems](#microservices-and-distributed-systems)
-  - [Architecture Evolution](#architecture-evolution)
-    - [Abstractions and Frameworks](#abstractions-and-frameworks)
-    - [Curated Reference](#curated-reference)
-  - [Architecture Patterns](#architecture-patterns-1)
-    - [Anti-Patterns](#anti-patterns-1)
-    - [Best Practices](#best-practices-3)
-    - [Component Design](#component-design)
-    - [Decision Matrix](#decision-matrix)
-    - [Fundamentals](#fundamentals-1)
-  - [Deployment Models](#deployment-models)
-    - [Orchestration Options](#orchestration-options)
-  - [Software Engineering Principles](#software-engineering-principles)
-    - [Developer Workflow](#developer-workflow)
-  - [Testing and Reliability](#testing-and-reliability)
-    - [Fault Tolerance](#fault-tolerance)
-1. [Orchestration](#orchestration-2)
-  - [Kubernetes](#kubernetes-2)
-    - [Dependency Isolation](#dependency-isolation)
-    - [Microservices](#microservices-6)
-    - [Paradigms](#paradigms)
-    - [Prerequisites](#prerequisites)
-    - [Processes](#processes)
-    - [Twelve-Factor App](#twelve-factor-app-1)
-    - [Workloads](#workloads)
-1. [Platform Engineering](#platform-engineering)
-  - [Reference Architectures](#reference-architectures)
-    - [GCP](#gcp)
-  - [Service Catalogs](#service-catalogs)
-    - [Microservices Governance](#microservices-governance)
-1. [Reliability Engineering](#reliability-engineering)
-  - [Resilience Patterns](#resilience-patterns)
-    - [Infrastructure Stability](#infrastructure-stability)
-1. [Software Architecture](#software-architecture)
-  - [Application Modernization](#application-modernization-1)
-    - [Legacy Migration](#legacy-migration)
-  - [Event-Driven Systems](#event-driven-systems)
-    - [Asynchronous Messaging](#asynchronous-messaging)
-  - [Microservices](#microservices-7)
-    - [Decomposition Patterns](#decomposition-patterns)
-    - [Design Patterns](#design-patterns-4)
-    - [Distributed Transactions](#distributed-transactions)
-    - [Maturity Models](#maturity-models)
-    - [Technology Selection](#technology-selection)
-    - [Value Proposition](#value-proposition)
-  - [Modernization](#modernization-2)
-    - [Strangler Pattern](#strangler-pattern)
-1. [Software Engineering](#software-engineering)
-  - [Architecture Patterns](#architecture-patterns-2)
-    - [Microservices](#microservices-8)
-  - [Web Development](#web-development)
-    - [NodeJS](#nodejs)
-
 ## Vision 2026
 
 !!! quote "The Evolution of Autonomy"