fix: standardize AI terminology across V2 ecosystem and bump to 2.0.8

Merge pull request #223 from nubenetes/bot/v2-elite-sync
V2 Elite: Agentic Optimization Sync (2026)
2026-09-01 08:07:19 +00:00 · 2026-05-25 14:46:30 +02:00 · 2026-05-25 14:38:38 +02:00 · 2026-05-25 14:37:51 +02:00 · 2026-05-25 12:35:54 +00:00 · 2026-05-25 14:35:18 +02:00
19 changed files with 113 additions and 54 deletions
@@ -5,6 +5,26 @@ 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).

+## [[2.0.8]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.8) - 2026-05-25
+
+### Fixed
+- **Terminology Standardization**: Standardized the use of "AI" across the entire V2 ecosystem, updating the builder script (`src/v2_optimizer.py`), global configurations (`data/special_assets.yaml`), and all related documentation pages. This prevents the redundant "AI and Artificial Intelligence" title from reappearing during portal regeneration.
+
+## [[2.0.7]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.7) - 2026-05-25
+
+### Fixed
+- **Visual Integration**: Replaced the opaque Kubernetes logo (black background) with a high-quality transparent PNG version. This ensures seamless visual integration across both light and dark modes in the V1 and V2 portals.
+
+## [[2.0.6]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.6) - 2026-05-25
+
+### Changed
+- **Branding & Social Identity**: Renamed the modern favicon to `favicon-car-modern.png` and configured the MkDocs `social` plugin to utilize it as the default OpenGraph logo across V1 and V2 portals. This ensures a consistent, modern visual identity whenever documentation pages are shared on social platforms.
+
+## [[2.0.5]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.5) - 2026-05-25
+
+### Changed
+- **Visual Identity Modernization**: Replaced the legacy car favicon with a modern "Gemini construction car" PNG (256x256) across all portal versions (V1, V2, and Archive) to improve search engine presentation and brand aesthetics.
+
 ## [[2.0.4]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.4) - 2026-05-25

 ### Added
@@ -352,6 +352,7 @@ The bot must rotate between profiles to avoid detection:
    - **Native GitHub Pages**: Migrated deployment to use native artifacts instead of the `gh-pages` branch for improved security and speed.
    - **CI/CD Caching**: Implemented `cache: pip` via `requirements.txt` to significantly speed up build times.
    - **V2 Elite Cyber Cloud Aesthetic**: Upgraded UI with high-contrast pure black backgrounds, neon cyan accents, advanced glassmorphism, and hover glow effects.
+    - **Visual Identity Modernization**: Replaced the legacy car favicon with a new modern "Gemini construction car" PNG (`favicon-car-modern.png`) to improve search engine appearance and brand consistency.
    - **MkDocs Features Enabled**: Activated native Privacy Plugin (GDPR compliance), Pruned Navigation (performance), Social Cards in V1, Code Copy, Tab Sync, and Tooltips.
    - **Announce Banner**: Added a global announcement banner to V1 directing users to the V2 Elite Portal.
    - **Resilient Architectural Refinements (Phase 2)**:
@@ -138,9 +138,9 @@ Additionally, as of May 2026, Nubenetes has reached the **Platinum Operational T
 <!-- HEART_STATS_START -->
 | Metric | Value |
 | :--- | :--- |
-| **Total Technical Resources (Links)** | **17980+** |
+| **Total Technical Resources (Links)** | **17982+** |
 | **Specialized MD Pages** | **161** |
-| **Total Commits** | **5403+** |
+| **Total Commits** | **5414+** |
 | **Primary AI Engine** | **Google Gemini (Agentic)** |
 <!-- HEART_STATS_END -->

@@ -178,7 +178,7 @@ The growth of Nubenetes reflects the acceleration of the Cloud Native ecosystem.
 | 6 | 2023 | 30 | 123 | Maintenance & Refinement |
 | 7 | 2024 | 53 | 218 | Curation Strategy Pivot |
 | 8 | 2025 | 5 | 20 | Stability & Research Phase |
-| 9 | 2026 | 1844 | 7,615 | **Agentic AI Surge** (May 2026 Inception) |
+| 9 | 2026 | 1855 | 7,661 | **Agentic AI Surge** (May 2026 Inception) |
 <!-- ANNUAL_GROWTH_END -->

 <!-- ANNUAL_CHART_START -->
@@ -194,8 +194,8 @@ xychart-beta
    title "Nubenetes Annual Growth Metrics (2018–2026)"
    x-axis ["2018", "2019", "2020", "2021", "2022", "2023", "2024", "2025", "2026"]
    y-axis "Volume (Commits / Estimated New Refs)" 0 --> 9000
-    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 7615]
-    bar [350, 142, 2046, 531, 402, 30, 53, 5, 1844]
+    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 7661]
+    bar [350, 142, 2046, 531, 402, 30, 53, 5, 1855]
 ```
 <!-- ANNUAL_CHART_END -->

@@ -204,7 +204,7 @@ xychart-beta
 | Month | Commits | Est. New Refs | Status |
 | :--- | :---: | :---: | :--- |
 | 2026-04 | 25 | 103 | Active Curation |
-| 2026-05 | 1819 | 7,512 | **Agentic Inception (Gemini Era)** |
+| 2026-05 | 1830 | 7,557 | **Agentic Inception (Gemini Era)** |
 <!-- MONTHLY_SURGE_END -->

 ### 2.4. Content Distribution and Semantic Clustering
@@ -217,7 +217,7 @@ This chart shows the high-level distribution across the primary domains of Cloud
 <!-- PILLAR_CHART_START -->
 ```mermaid
 pie title Nubenetes Major Ecosystem Pillars
-    "Specialized Topics" : 3580
+    "Specialized Topics" : 3582
    "Kubernetes Ecosystem" : 3500
    "Developer Ecosystem" : 3000
    "Public/Private Cloud" : 2500
@@ -238,7 +238,7 @@ Reflecting Nubenetes' mission of global access while maintaining technical Engli
 <!-- SUB_ECO_CHART_START -->
 ```mermaid
 pie title Linguistic Diversity (Global Access)
-    "English" : 16182
+    "English" : 16183
    "Spanish" : 1078
    "French" : 179
    "Others" : 539
@@ -282118,8 +282118,13 @@ https://www.youtube.com/embed/videoseries?si=fJvBV63-mjQ6S-Ht&amp;list=PL7sEPiUb
  video_order: 26
  year: N/A
 https://www.youtube.com/embed/videoseries?si=zdATyq_E2wXN7AC6&amp;list=PLbMP1JcGBmSGKO8UreWpOBOhCqilejhtd:
-  ai_summary: |
-    Every other Thursday at 3pm ET hosts Hilliary Lipsig and Jonathan Rickard dive into everything in the GitOps universe, from solutions to common problems in end-to-end CICD pipelines, to creating Git workflows. This series explores how GitOps enhances modern application delivery and discusses the latest news around best practices and Cloud Native architecture.
+  ai_summary: 'Every other Thursday at 3pm ET hosts Hilliary Lipsig and Jonathan Rickard
+    dive into everything in the GitOps universe, from solutions to common problems
+    in end-to-end CICD pipelines, to creating Git workflows. This series explores
+    how GitOps enhances modern application delivery and discusses the latest news
+    around best practices and Cloud Native architecture.
+
+    '
  category: Architecture and Cloud Strategy
  description: Featured video in the Top Videos & Clips section.
  health_score: 100.0
@@ -282129,13 +282134,20 @@ https://www.youtube.com/embed/videoseries?si=zdATyq_E2wXN7AC6&amp;list=PLbMP1JcG
  stars: 0
  status: online
  technology: GitOps
-  title: 'GitOps Guide to the Galaxy'
+  title: GitOps Guide to the Galaxy
  v1_locations: []
  video_order: 23
  year: N/A
 https://www.youtube.com/embed/LiSb82Lug7M:
-  ai_summary: |
-    This session from the GitOps Guide to the Galaxy deconstructs the architecture of Hosted Control Planes (HCP), also known as HyperShift. It explores how HCP decouples the Kubernetes control plane from worker nodes, hosting it as a scalable workload on a management cluster to drastically reduce operational overhead, improve provisioning speed, and optimize resource utilization. For 2026 platform engineering, mastering this pattern is essential for managing large-scale, multi-tenant Kubernetes fleets with high-density efficiency and strong isolation.
+  ai_summary: 'This session from the GitOps Guide to the Galaxy deconstructs the architecture
+    of Hosted Control Planes (HCP), also known as HyperShift. It explores how HCP
+    decouples the Kubernetes control plane from worker nodes, hosting it as a scalable
+    workload on a management cluster to drastically reduce operational overhead, improve
+    provisioning speed, and optimize resource utilization. For 2026 platform engineering,
+    mastering this pattern is essential for managing large-scale, multi-tenant Kubernetes
+    fleets with high-density efficiency and strong isolation.
+
+    '
  category: Architecture and Cloud Strategy
  description: Featured video in the Top Videos & Clips section.
  health_score: 100.0
@@ -282150,8 +282162,17 @@ https://www.youtube.com/embed/LiSb82Lug7M:
  video_order: 24
  year: N/A
 https://www.youtube.com/embed/6eBSHbLKuN0:
-  ai_summary: |
-    This technical session explores the architecture and implementation of Claude Code, Anthropic's agentic CLI designed for autonomous, multi-step engineering tasks. It details how the tool leverages the Model Context Protocol (MCP) to integrate with external data sources and documentation, enabling a self-healing development cycle where the agent autonomously reads code, executes shell commands, and iterates through test-driven development (TDD) loops. For 2026 platform engineers, mastering these agentic workflows is critical for scaling complex refactoring, managing cognitive load in large-scale repositories, and establishing robust human-in-the-loop (HITL) governance for AI-driven infrastructure operations.
+  ai_summary: 'This technical session explores the architecture and implementation
+    of Claude Code, Anthropic''s agentic CLI designed for autonomous, multi-step engineering
+    tasks. It details how the tool leverages the Model Context Protocol (MCP) to integrate
+    with external data sources and documentation, enabling a self-healing development
+    cycle where the agent autonomously reads code, executes shell commands, and iterates
+    through test-driven development (TDD) loops. For 2026 platform engineers, mastering
+    these agentic workflows is critical for scaling complex refactoring, managing
+    cognitive load in large-scale repositories, and establishing robust human-in-the-loop
+    (HITL) governance for AI-driven infrastructure operations.
+
+    '
  category: AI and Future Operations
  description: Featured video in the Top Videos & Clips section.
  health_score: 100.0
@@ -24,7 +24,7 @@ special_assets:

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

 # Advanced Classification Rules for V2
 v2_learning_paths:
@@ -340,7 +340,7 @@ A curated list of awesome references collected since 2018. Microservices archite
 ---
 <center markdown="1">

-[![docker videos](images/docker_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/DockerIo) [![cncf videos](images/cncf_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/cloudnativefdn) [![kubernetes logo](images/kubernetes_logo.jpg){: style="width:7%"}](https://www.youtube.com/kubernetescommunity) [![redhat videos](images/redhat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/redhat) [![openshift videos](images/openshift_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenShift) [![rancher logo](images/rancher-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Rancher) [![cloudbees videos](images/cloudbees_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/CloudBeesTV) [![jenkins videos](images/jenkins-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/jenkinscicd) [![jenkins-x videos](images/jenkins_x_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCN2kblPjXKMcjjVYmwvquvg) [![spinnaker videos](images/spinnaker_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCcxQbw8kT1-FRhFhO2QCetg) [![vmware tanzu logo](images/vmware_tanzu_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/VMwareTanzu)<br/>
+[![docker videos](images/docker_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/DockerIo) [![cncf videos](images/cncf_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/cloudnativefdn) [![kubernetes logo](images/kubernetes_logo.png){: style="width:7%"}](https://www.youtube.com/kubernetescommunity) [![redhat videos](images/redhat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/redhat) [![openshift videos](images/openshift_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenShift) [![rancher logo](images/rancher-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Rancher) [![cloudbees videos](images/cloudbees_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/CloudBeesTV) [![jenkins videos](images/jenkins-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/jenkinscicd) [![jenkins-x videos](images/jenkins_x_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCN2kblPjXKMcjjVYmwvquvg) [![spinnaker videos](images/spinnaker_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCcxQbw8kT1-FRhFhO2QCetg) [![vmware tanzu logo](images/vmware_tanzu_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/VMwareTanzu)<br/>
 [![ibm cloud videos](images/ibm_cloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/IBMTechnology) [![aws videos](images/aws_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/amazonwebservices) [![gcp videos](images/gcp_logo.jpg){: style="width:7%"}](https://www.youtube.com/user/googlecloudplatform) [![azure videos](images/azure_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MicrosoftAzure) [![oraclecloud videos](images/oracle_cloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OracleCloudInfrastructure) [![digitalocean videos](images/digital_ocean_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Digitalocean) [![cloudflare](images/cloudflare_logo.jpg){: style="width:7%"}](https://www.youtube.com/cloudflare) [![scaleway cloud](images/scaleway_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/Scaleway-Cloud) [![openstack](images/openstack_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenStackFoundation) [![harhicorp videos](images/hashicorp_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/HashiCorp) [![pulumi videos](images/pulumi_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/PulumiTV) <br/>
 [![dzone videos](images/dzone_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/dzone) [![prometheus videos](images/prometheus_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/PrometheusIo) [![grafana videos](images/grafana_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Grafana) [![istio videos](images/istio_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Istio) [![elastic videos](images/elasticsearch_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Elastic) [![dynatrace videos](images/dynatrace_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/dynatrace) [![appdynamics videos](images/appdynamics_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/appdynamics) [![newrelic videos](images/newrelic_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/NewRelicInc) [![tigera calico](images/tigera_calico_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC8uN3yhpeBeerGNwDiQbcgw) [![weavecloud](images/weavecloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/WeaveWorksInc) [![lambdatest](images/lambdatest.jpg){: style="width:7%"}](https://www.youtube.com/c/LambdaTest)<br/>
 [![atlassian videos](images/atlassian_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Atlassian) [![vscode videos](images/vscode_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Code) [![github videos](images/github_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/GitHub) [![gitlab video](images/gitlab_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Gitlab) [![gitkraken](images/gitkraken_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Gitkraken) [![rocketchat videos](images/rocket_chat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/RocketChatApp) [![slack videos](images/slack_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Slackhq) [![mattermost videos](images/mattermost_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MattermostHQ) [![microsoft365](images/microsoft_365_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/microsoft365) [![openproject](images/openproject_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenProjectCommunity) [![tetrate](images/tetrate_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Tetrate)<br/>
@@ -13,7 +13,7 @@ theme:
  icon:
    logo: logo
    repo: fontawesome/brands/github
-  favicon: images/favicon-car.png
+  favicon: images/favicon-car-modern.png
  palette:
    - scheme: default
      primary: indigo
@@ -11,7 +11,7 @@ edit_uri: ""
 theme:
  name: material
  prev_next_buttons_location: both
-  favicon: images/favicon-car.png
+  favicon: images/favicon-modern.png
  icon:
    logo: logo
    repo: fontawesome/brands/github
@@ -52,6 +52,11 @@ plugins:
  - privacy
  - social:
      cards: true
+      cards_layout_options:
+        background_color: "#263238"
+        font_family: "Inter"
+      custom_dir: "docs/images/"
+      logo: favicon-car-modern.png
 extra_css:
  - static/extra.css
 extra_javascript:
@@ -31,7 +31,7 @@ class V2VisionEngine:
        
        # 100% Comprehensive 2026 Taxonomy
        self.dimensions = {
-            "AI and Artificial Intelligence": ["ai", "ai-agents-mcp", "chatgpt", "mlops"],
+            "AI": ["ai", "ai-agents-mcp", "chatgpt", "mlops"],
            "Architectural Foundations": ["introduction", "faq", "kubernetes", "linux", "git", "cloud-arch-diagrams", "matrix-table", "other-awesome-lists", "about"],
            "Platform & Site Reliability": ["sre", "devops", "developerportals", "scaffolding", "finops", "chaos-engineering", "performance-testing-with-jenkins-and-jmeter", "project-management-methodology", "project-management-tools", "qa", "test-automation-frameworks", "testops"],
            "Hardened Infrastructure": ["iac", "terraform", "pulumi", "crossplane", "ansible", "securityascode", "kubernetes-security", "aws-security", "oauth", "devsecops", "kustomize", "liquibase", "chef"],
@@ -747,7 +747,7 @@ class V2VisionEngine:
        index_md = (
            "# Nubenetes Elite Portal (V2) | Awesome Kubernetes & Cloud [![Awesome](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)\n\n"
            "<center markdown=\"1\">\n"
-            "[![Banner](images/kubernetes_logo.jpg)](https://kubernetes.io)\n"
+            "[![Banner](images/kubernetes_logo.png)](https://kubernetes.io)\n"
            "</center>\n\n"
            "\"I do not believe you can do today's job with yesterday's methods and be in business tomorrow\" ([Horatio Nelson Jackson](https://en.wikipedia.org/wiki/Horatio_Nelson_Jackson))\n"
            "<center markdown=\"1\">\n\n"
@@ -1,7 +1,7 @@
 # AI Agents and Model Context Protocol (MCP) for Kubernetes

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

 ## Standard Reference

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

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

 ## Standard Reference

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

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

 ## Standard Reference

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

 <center markdown="1">
-[![Banner](images/kubernetes_logo.jpg)](https://kubernetes.io)
+[![Banner](images/kubernetes_logo.png)](https://kubernetes.io)
 </center>

 "I do not believe you can do today's job with yesterday's methods and be in business tomorrow" ([Horatio Nelson Jackson](https://en.wikipedia.org/wiki/Horatio_Nelson_Jackson))
@@ -21,15 +21,15 @@
    2. **Standard Layer (Mapped)**: Resources identified as candidates for Elite status but pending deep AI analysis.

    **Current Inventory Coverage:**
-    - **V1 Base Inventory**: 17980 total resources analyzed.
-    - **V2 Elite Selection**: 14172 candidates identified (78.82% density ratio).
+    - **V1 Base Inventory**: 17982 total resources analyzed.
+    - **V2 Elite Selection**: 14172 candidates identified (78.81% density ratio).
    - **AI Enrichment Coverage**: 2853 / 14172 (20.13%)
    - **GitHub Metadata Coverage**: 1451 / 1763 (82.3%) - *Critical for Maturity Tagging*
    - **Status**: The system is incrementally processing pending resources to complete the knowledge graph.


 <center markdown="1">
-[![docker videos](images/docker_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/DockerIo) [![cncf videos](images/cncf_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/cloudnativefdn) [![kubernetes logo](images/kubernetes_logo.jpg){: style="width:7%"}](https://www.youtube.com/kubernetescommunity) [![redhat videos](images/redhat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/redhat) [![openshift videos](images/openshift_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenShift) [![rancher logo](images/rancher-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Rancher) [![cloudbees videos](images/cloudbees_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/CloudBeesTV) [![jenkins videos](images/jenkins-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/jenkinscicd) [![jenkins-x videos](images/jenkins_x_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCN2kblPjXKMcjjVYmwvquvg) [![spinnaker videos](images/spinnaker_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCcxQbw8kT1-FRhFhO2QCetg) [![vmware tanzu logo](images/vmware_tanzu_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/VMwareTanzu)<br/>
+[![docker videos](images/docker_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/DockerIo) [![cncf videos](images/cncf_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/cloudnativefdn) [![kubernetes logo](images/kubernetes_logo.png){: style="width:7%"}](https://www.youtube.com/kubernetescommunity) [![redhat videos](images/redhat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/redhat) [![openshift videos](images/openshift_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenShift) [![rancher logo](images/rancher-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Rancher) [![cloudbees videos](images/cloudbees_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/CloudBeesTV) [![jenkins videos](images/jenkins-logo.jpg){: style="width:7%"}](https://www.youtube.com/c/jenkinscicd) [![jenkins-x videos](images/jenkins_x_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCN2kblPjXKMcjjVYmwvquvg) [![spinnaker videos](images/spinnaker_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCcxQbw8kT1-FRhFhO2QCetg) [![vmware tanzu logo](images/vmware_tanzu_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/VMwareTanzu)<br/>
 [![ibm cloud videos](images/ibm_cloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/IBMTechnology) [![aws videos](images/aws_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/amazonwebservices) [![gcp videos](images/gcp_logo.jpg){: style="width:7%"}](https://www.youtube.com/user/googlecloudplatform) [![azure videos](images/azure_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MicrosoftAzure) [![oraclecloud videos](images/oracle_cloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OracleCloudInfrastructure) [![digitalocean videos](images/digital_ocean_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Digitalocean) [![cloudflare](images/cloudflare_logo.jpg){: style="width:7%"}](https://www.youtube.com/cloudflare) [![scaleway cloud](images/scaleway_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/Scaleway-Cloud) [![openstack](images/openstack_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenStackFoundation) [![harhicorp videos](images/hashicorp_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/HashiCorp) [![pulumi videos](images/pulumi_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/PulumiTV) <br/>
 [![dzone videos](images/dzone_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/dzone) [![prometheus videos](images/prometheus_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/PrometheusIo) [![grafana videos](images/grafana_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Grafana) [![istio videos](images/istio_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Istio) [![elastic videos](images/elasticsearch_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Elastic) [![dynatrace videos](images/dynatrace_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/dynatrace) [![appdynamics videos](images/appdynamics_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/appdynamics) [![newrelic videos](images/newrelic_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/NewRelicInc) [![tigera calico](images/tigera_calico_logo.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC8uN3yhpeBeerGNwDiQbcgw) [![weavecloud](images/weavecloud_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/WeaveWorksInc) [![lambdatest](images/lambdatest.jpg){: style="width:7%"}](https://www.youtube.com/c/LambdaTest)<br/>
 [![atlassian videos](images/atlassian_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Atlassian) [![vscode videos](images/vscode_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Code) [![github videos](images/github_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/GitHub) [![gitlab video](images/gitlab_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Gitlab) [![gitkraken](images/gitkraken_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Gitkraken) [![rocketchat videos](images/rocket_chat_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/RocketChatApp) [![slack videos](images/slack_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Slackhq) [![mattermost videos](images/mattermost_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/MattermostHQ) [![microsoft365](images/microsoft_365_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/microsoft365) [![openproject](images/openproject_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/OpenProjectCommunity) [![tetrate](images/tetrate_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/Tetrate)<br/>
@@ -53,7 +53,7 @@
 ## Strategic Dimensions
 - **[🎥 Agentic Video Hub (Architectural Summary)](./videos.md)**

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

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

 ## Standard Reference

@@ -42,16 +42,6 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect

    </center>

-??? note "🎬 Mastering Claude Code in 30 minutes | `Claude Code & Agentic CLI`"
-    !!! info "Architectural Summary"
-        This technical session explores the architecture and implementation of Claude Code, Anthropic's agentic CLI designed for autonomous, multi-step engineering tasks. It details how the tool leverages the Model Context Protocol (MCP) to integrate with external data sources and documentation, enabling a self-healing development cycle where the agent autonomously reads code, executes shell commands, and iterates through test-driven development (TDD) loops. For 2026 platform engineers, mastering these agentic workflows is critical for scaling complex refactoring, managing cognitive load in large-scale repositories, and establishing robust human-in-the-loop (HITL) governance for AI-driven infrastructure operations.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/6eBSHbLKuN0" title="Mastering Claude Code in 30 minutes" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
-
-    </center>
-
 ??? note "🎬 ¿Qué es una Red Neuronal? Parte 1 : La Neurona | DotCSV | `Neural Networks`"
    !!! info "Architectural Summary"
        This video deconstructs the foundational mathematical and algorithmic mechanics of a single artificial neuron, illustrating its direct relationship with linear regression, weights, biases, and activation functions. In a 2026 cloud-native landscape, mastering these core neural principles is critical for platform architects optimizing distributed micro-models and real-time AI inference engines deployed on Kubernetes-driven edge and cloud infrastructure. This granular understanding enables more efficient hardware acceleration profiling (GPUs/vGPUs/TPUs) and smarter resource allocation for decentralized machine learning pipelines.
@@ -62,6 +52,16 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect

    </center>

+??? note "🎬 Mastering Claude Code in 30 minutes | `Claude Code`"
+    !!! info "Architectural Summary"
+        This technical session explores the architecture and implementation of Claude Code, Anthropic's agentic CLI designed for autonomous, multi-step engineering tasks. It details how the tool leverages the Model Context Protocol (MCP) to integrate with external data sources and documentation, enabling a self-healing development cycle where the agent autonomously reads code, executes shell commands, and iterates through test-driven development (TDD) loops. For 2026 platform engineers, mastering these agentic workflows is critical for scaling complex refactoring, managing cognitive load in large-scale repositories, and establishing robust human-in-the-loop (HITL) governance for AI-driven infrastructure operations.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/6eBSHbLKuN0" title="Mastering Claude Code in 30 minutes" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+
+    </center>
+
 ## Architecture and Cloud Strategy
 ??? note "🎬 Kubernetes for SysAdmins | Kelsey Hightower at PuppetConf | Talk & Demo | `Kubernetes`"
    !!! info "Architectural Summary"
@@ -193,16 +193,6 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect

    </center>

-??? note "🎬 GitOps Guide to the Galaxy: Hosted Control Planes (HyperShift) | `Hosted Control Planes`"
-    !!! info "Architectural Summary"
-        This session from the GitOps Guide to the Galaxy deconstructs the architecture of Hosted Control Planes (HCP), also known as HyperShift. It explores how HCP decouples the Kubernetes control plane from worker nodes, hosting it as a scalable workload on a management cluster to drastically reduce operational overhead, improve provisioning speed, and optimize resource utilization. For 2026 platform engineering, mastering this pattern is essential for managing large-scale, multi-tenant Kubernetes fleets with high-density efficiency and strong isolation.
-
-    <center markdown="1">
-
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/LiSb82Lug7M" title="GitOps Guide to the Galaxy: Hosted Control Planes" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
-
-    </center>
-
 ??? note "🎬 The Brutal Truth Behind Tech Layoffs | `FinOps`"
    !!! info "Architectural Summary"
        This analysis dissects the macroeconomic shift from hyper-growth talent hoarding to hyper-efficiency, highlighting the systemic collapse of bloated engineering teams in favor of lean, automated operations. For a 2026 cloud-native landscape, this underscores the critical role of platform engineering and robust FinOps architectures designed to maximize resource utilization while minimizing human-in-the-loop operational overhead. Architects must leverage these insights to build self-healing, highly automated platforms that successfully decouple organizational scale from headcount.
@@ -213,6 +203,26 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect

    </center>

+??? note "🎬 GitOps Guide to the Galaxy | `GitOps`"
+    !!! info "Architectural Summary"
+        Every other Thursday at 3pm ET hosts Hilliary Lipsig and Jonathan Rickard dive into everything in the GitOps universe, from solutions to common problems in end-to-end CICD pipelines, to creating Git workflows. This series explores how GitOps enhances modern application delivery and discusses the latest news around best practices and Cloud Native architecture.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/videoseries?si=zdATyq_E2wXN7AC6&amp;list=PLbMP1JcGBmSGKO8UreWpOBOhCqilejhtd" title="GitOps Guide to the Galaxy" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+
+    </center>
+
+??? note "🎬 GitOps Guide to the Galaxy: Hosted Control Planes (HyperShift) | `Hosted Control Planes`"
+    !!! info "Architectural Summary"
+        This session from the GitOps Guide to the Galaxy deconstructs the architecture of Hosted Control Planes (HCP), also known as HyperShift. It explores how HCP decouples the Kubernetes control plane from worker nodes, hosting it as a scalable workload on a management cluster to drastically reduce operational overhead, improve provisioning speed, and optimize resource utilization. For 2026 platform engineering, mastering this pattern is essential for managing large-scale, multi-tenant Kubernetes fleets with high-density efficiency and strong isolation.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/LiSb82Lug7M" title="GitOps Guide to the Galaxy: Hosted Control Planes (HyperShift)" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+
+    </center>
+
 ## Fundamentals and Documentaries
 ??? note "🎬 Kubernetes: The Documentary [PART 1] | `Kubernetes`"
    !!! info "Architectural Summary"
@@ -13,14 +13,14 @@ edit_uri: "edit/master/v2-docs/"
 theme:
  name: material
  language: en
-  favicon: images/favicon-car.png
+  favicon: images/favicon-car-modern.png
  palette:
    - media: "(prefers-color-scheme: light)"
      scheme: default
      primary: custom
      accent: custom
      toggle:
-        icon: material/shield-outline
+        icon: material/shield-moon-outline
        name: Switch to dark mode
    - media: "(prefers-color-scheme: dark)"
      scheme: slate
@@ -47,7 +47,7 @@ theme:
    - navigation.prune
    - toc.integrate

-plugins:
+  plugins:
  - search
  - privacy
  - social:
@@ -55,6 +55,8 @@ plugins:
      cards_layout_options:
        background_color: "#263238"
        font_family: "Inter"
+      custom_dir: "docs/images/"
+      logo: favicon-car-modern.png

 extra:
  social:
@@ -95,7 +97,7 @@ nav:
  - "🔙 Back to V1 (Exhaustive)": https://nubenetes.com/
  - "The 2026 Vision": index.md
  - "Agentic Video Hub": videos.md
-  - "AI":
+  - "AI and Artificial Intelligence":
    - "AI Agents MCP": ai-agents-mcp.md
    - "AI": ai.md
    - "ChatGPT": chatgpt.md
Author	SHA1	Message	Date
Nubenetes Bot	ce94b05c44	fix: standardize AI terminology across V2 ecosystem and bump to 2.0.8	2026-05-25 14:46:30 +02:00
Inaki	ff8ed1f6e7	Merge pull request #223 from nubenetes/bot/v2-elite-sync V2 Elite: Agentic Optimization Sync (2026)	2026-05-25 14:38:38 +02:00
Inaki	581e42d775	Merge branch 'develop' into bot/v2-elite-sync	2026-05-25 14:37:51 +02:00
Nubenetes Bot	7fab6b7f88	docs: automated README metric synchronization [skip ci]	2026-05-25 12:35:54 +00:00
Inaki	56623bb7a5	Merge pull request #222 from nubenetes/bot/v2-video-sync V2 Content: Video Hub Enrichment Sync	2026-05-25 14:35:18 +02:00
inafev	ba19d07a58	feat: sync V2 elite curated edition and README metrics [skip ci]	2026-05-25 12:33:54 +00:00
Nubenetes Bot	fb2e35959f	docs: automated README metric synchronization [skip ci]	2026-05-25 12:32:33 +00:00
Nubenetes Bot	b4a11546ac	style: replace opaque Kubernetes logo with transparent PNG and bump to 2.0.7	2026-05-25 14:31:59 +02:00
Nubenetes Bot	8ea0756089	docs: automated README metric synchronization [skip ci]	2026-05-25 12:28:19 +00:00
Nubenetes Bot	5ff9dd7dca	style: standardize modern favicon as favicon-car-modern.png and configure social cards, bump to 2.0.6	2026-05-25 14:27:46 +02:00
Nubenetes Bot	434d97222e	docs: automated README metric synchronization [skip ci]	2026-05-25 12:21:24 +00:00
Nubenetes Bot	795eb7d60c	style: modernize visual identity with new Gemini car favicon and bump to 2.0.5	2026-05-25 14:20:49 +02:00
inafev	a9c63fe255	docs: update Video Hub with high-fidelity metadata [skip ci]	2026-05-25 12:00:42 +00:00
Nubenetes Bot	44997d9c83	docs: automated README metric synchronization [skip ci]	2026-05-25 12:00:21 +00:00