Merge branch 'develop'

V2 Content: Video Hub Enrichment Sync

CHANGELOG.md

@@ -5,6 +5,50 @@ 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).
 
+## [[2.1.2]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.2) - 2026-05-25
+
+### Added
+- **Visual Branding Expansion**: Integrated **ITOpsTalk** (Microsoft Azure) and **Google Cloud Tech** official channels into the visual branding mosaic in both V1 and V2 index pages.
+- **Azure Verified Modules (AVM) Integration**: Added the technical session on building secure Azure workloads using AVM and GitHub Copilot to the V2 Elite Video Hub. The summary highlights spec-driven development and the "Spec Kit" framework for reliable AI-assisted IaC.
+
+## [[2.1.1]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.1) - 2026-05-25
+
+### Added
+- **Stanford CS229 LLM Session**: Integrated the Stanford CS229 lecture on "Building Large Language Models" into the V2 Elite Video Hub. The architectural summary focuses on LLM orchestration, alignment (DPO/RLHF), and systems optimization for 2026 AI infrastructure.
+
+## [[2.1.0]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.1.0) - 2026-05-25
+
+### Added
+- **Dual-Logo Branding Header**: Integrated a new dual-logo header in the V2 portal, featuring the transparent Kubernetes logo alongside the modern Gemini construction car icon. The Gemini icon serves as a shortcut to the project's introduction page.
+
+### Changed
+- **Visual Balance**: Resized visual assets to ensure architectural symmetry between the Kubernetes and Gemini logos in the portal's main entry point.
+
+## [[2.0.9]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.9) - 2026-05-25
+
+### Changed
+- **Visual Optimization**: Resized the transparent Kubernetes logo to 150px to ensure it remains subtle and professional as a header icon, matching the visual balance of the original design while maintaining modern transparency.
+
+## [[2.0.8]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.8) - 2026-05-25
+
+### Fixed
+- **Terminology Standardization**: Standardized the use of "AI" across the entire V2 ecosystem, updating the builder script (`src/v2_optimizer.py`), global configurations (`data/special_assets.yaml`), and all related documentation pages. This prevents the redundant "AI and Artificial Intelligence" title from reappearing during portal regeneration.
+
+## [[2.0.7]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.7) - 2026-05-25
+
+### Fixed
+- **Visual Integration**: Replaced the opaque Kubernetes logo (black background) with a high-quality transparent PNG version. This ensures seamless visual integration across both light and dark modes in the V1 and V2 portals.
+
+## [[2.0.6]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.6) - 2026-05-25
+
+### Changed
+- **Branding & Social Identity**: Renamed the modern favicon to `favicon-car-modern.png` and configured the MkDocs `social` plugin to utilize it as the default OpenGraph logo across V1 and V2 portals. This ensures a consistent, modern visual identity whenever documentation pages are shared on social platforms.
+
+## [[2.0.5]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.5) - 2026-05-25
+
+### Changed
+- **Visual Identity Modernization**: Replaced the legacy car favicon with a modern "Gemini construction car" PNG (256x256) across all portal versions (V1, V2, and Archive) to improve search engine presentation and brand aesthetics.
+
 ## [[2.0.4]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.0.4) - 2026-05-25
 
 ### Added

GEMINI.md

@@ -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)**:

README.md

@@ -138,9 +138,9 @@ Additionally, as of May 2026, Nubenetes has reached the **Platinum Operational T
 <!-- HEART_STATS_START -->
 | Metric | Value |
 | :--- | :--- |
-| **Total Technical Resources (Links)** | **17980+** |
+| **Total Technical Resources (Links)** | **17986+** |
 | **Specialized MD Pages** | **161** |
-| **Total Commits** | **5403+** |
+| **Total Commits** | **5438+** |
 | **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 | 1879 | 7,760 | **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, 7760]
+    bar [350, 142, 2046, 531, 402, 30, 53, 5, 1879]
 ```
 <!-- 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 | 1854 | 7,657 | **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" : 3586
     "Kubernetes Ecosystem" : 3500
     "Developer Ecosystem" : 3000
     "Public/Private Cloud" : 2500
@@ -238,8 +238,8 @@ Reflecting Nubenetes' mission of global access while maintaining technical Engli
 <!-- SUB_ECO_CHART_START -->
 ```mermaid
 pie title Linguistic Diversity (Global Access)
-    "English" : 16182
-    "Spanish" : 1078
+    "English" : 16187
+    "Spanish" : 1079
     "French" : 179
     "Others" : 539
 ```

data/inventory.yaml

@@ -282118,8 +282118,13 @@ https://www.youtube.com/embed/videoseries?si=fJvBV63-mjQ6S-Ht&list=PL7sEPiUb
   video_order: 26
   year: N/A
 https://www.youtube.com/embed/videoseries?si=zdATyq_E2wXN7AC6&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&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
@@ -282165,6 +282186,70 @@ https://www.youtube.com/embed/6eBSHbLKuN0:
   v1_locations: []
   video_order: 25
   year: N/A
+https://www.youtube.com/embed/9vM4p9NN0Ts:
+  ai_summary: 'This Stanford CS229 technical deep-dive deconstructs the transition
+    from raw autoregressive language models to instruction-tuned assistants, focusing
+    on the systems orchestration required for 2026 AI infrastructure. It explores
+    critical patterns in tokenization (BPE/Sub-word), parameter-efficient fine-tuning
+    (PEFT/LoRA), and the shift from RLHF to Direct Preference Optimization (DPO) to
+    simplify model alignment pipelines. For cloud architects, the lecture provides
+    a foundational framework for optimizing the "Compute-to-Token" ratio and managing
+    memory constraints (KV Cache) in distributed distributed inference environments,
+    while advocating for LLM-as-a-Judge automated evaluation loops for scalable model
+    governance.
+
+    '
+  category: AI and Future Operations
+  description: Featured video in the Top Videos & Clips section.
+  health_score: 100.0
+  is_enriched: true
+  is_featured_video: true
+  last_checked: 0.0
+  stars: 0
+  status: online
+  technology: LLM Architecture & Post-Training
+  title: 'Stanford CS229: Building Large Language Models (LLMs)'
+  v1_locations: []
+  video_order: 26
+  year: N/A
+https://www.youtube.com/embed/QBqRAMVTmwE:
+  ai_summary: |
+    This technical session introduces Azure Verified Modules (AVM), the official Microsoft library for Bicep and Terraform, designed to standardize infrastructure-as-code (IaC) according to the Azure Well-Architected Framework. It explores how AVM provides a supported, resilient foundation with security-first defaults (e.g., zone redundancy, disabled public IPs) to solve fragmentation in open-source module ecosystems. The session highlights a critical architectural shift: Spec-Driven Development with GitHub Copilot. By utilizing the "Spec Kit" (an 8-step structured orchestration framework), architects can transform non-deterministic AI prompts into reliable, repeatable, and compliant multi-cloud builds, ensuring human-in-the-loop governance for AI-assisted infrastructure operations.
+  category: Architecture and Cloud Strategy
+  description: Featured video in the Top Videos & Clips section.
+  health_score: 100.0
+  is_enriched: true
+  is_featured_video: true
+  last_checked: 0.0
+  stars: 0
+  status: online
+  technology: Azure Verified Modules (AVM)
+  title: Building Secure, Well-Architected Azure Workloads with Azure Verified Modules and GitHub Copilot
+  v1_locations: []
+  video_order: 27
+  year: N/A
+https://www.youtube.com/@ITOpsTalk:
+  content_hash: ""
+  description: IT Pro & Operations content from Microsoft's Azure Infrastructure Advocacy team. Video series, screencast demos, exam prep, product team interviews, shows and more.
+  health_score: 100.0
+  last_checked: 0.0
+  status: online
+  title: ITOpsTalk
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
+https://www.youtube.com/@googlecloudtech:
+  content_hash: ""
+  description: Official channel for Google Cloud. It features technical tutorials, product updates, and insights into AI, data analytics, infrastructure, and security.
+  health_score: 100.0
+  last_checked: 0.0
+  status: online
+  title: Google Cloud Tech
+  v1_locations:
+  - docs/index.md
+  v2_locations:
+  - index.md
 https://www.youtube.com/kubernetescommunity:
   content_hash: 5654ed1b031bb525606fadef419e20044ee5e80a0915535c7ae4e75f0c909d9d
   health_score: 100.0

data/special_assets.yaml

@@ -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:

docs/index.md

@@ -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/>
@@ -351,7 +351,7 @@ A curated list of awesome references collected since 2018. Microservices archite
 [![london IAC](images/londonIAC.jpg){: style="width:7%"}](https://www.youtube.com/c/LondonIAC) [![techworld nana](images/techworld_nana.jpg){: style="width:7%"}](https://www.youtube.com/c/TechWorldwithNana) [![honeypot](images/honeypot.jpg){: style="width:7%"}](https://www.youtube.com/c/Honeypotio) [![Ali Spittel](images/aspittel.jpg){: style="width:7%"}](https://www.youtube.com/c/AliSpittelDev) [![thomas maurer](images/thomas_maurer.jpg){: style="width:7%"}](https://www.youtube.com/c/ThomasMaurerCloud) [![freecodecamp](images/freecodecamp.jpg){: style="width:7%"}](https://www.youtube.com/c/Freecodecamp) [![thenewstack](images/thenewstack.jpg){: style="width:7%"}](https://www.youtube.com/c/TheNewStack) [![argocd project](images/argoproj.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCOvYmppcbOPm1viN6ust3lA) [![fluxcd](images/fluxcd.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCoZxt-YMhGHb20ZkvcCc5KA) [![container days](images/containerdays.jpg){: style="width:7%"}](https://www.youtube.com/c/ContainerDays) [![the cloud girl](images/thecloudgirl.jpg){: style="width:7%"}](https://www.youtube.com/c/priyankavergadia)<br/>
 [![ContinuousDeliveryFoundation](images/ContinuousDeliveryFoundation.jpg){: style="width:7%"}](https://www.youtube.com/c/ContinuousDeliveryFoundation) [![tina huang](images/tinahuang.jpg){: style="width:7%"}](https://www.youtube.com/c/TinaHuang1) [![azure devops](images/azure_devops_youtube.jpg){: style="width:7%"}](https://www.youtube.com/c/AzureDevOps) [![azure cloud native](images/azure_cloud_native.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC2Pk9GcHhlVV0R9CQIU6gLw) [![alibaba cloud](images/alibaba_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/AlibabaCloud) [![linode cloud](images/linode_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/linode) [![gaia-x](images/gaia_x.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCB5WMc2FfrxKzfd7XIODoMw) [![gps](images/gps.jpg){: style="width:7%"}](https://www.youtube.com/c/MadeByGPS) [![keptn](images/keptn_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/keptn) [![anais urlichs](images/anais_urlichs.jpg){: style="width:7%"}](https://www.youtube.com/c/AnaisUrlichs) [![the digital life](images/the_digital_life.jpg){: style="width:7%"}](https://www.youtube.com/c/TheDigitalLifeTech)<br/>
 [![Azure Terraformer](images/azure-terraformer.jpg){: style="width:7%"}](https://www.youtube.com/@azure-terraformer) [![Ned in the Cloud](images/nedinthecloud.jpg){: style="width:7%"}](https://www.youtube.com/@NedintheCloud) [![netbox](images/netboxlabs_logo.jpg){: style="width:7%"}](https://www.youtube.com/@NetBoxLabs) [![Tech with Helen](images/techwithhelen.jpg){: style="width:7%"}](https://www.youtube.com/@techwithhelen) [![bytebytego](images/bytebytego.jpg){: style="width:7%"}](https://www.youtube.com/@ByteByteGo) [![dotcsv](images/dotcsv.jpg){: style="width:7%"}](https://www.youtube.com/@DotCSV) [![midulive](images/midulive.jpg){: style="width:7%"}](https://www.youtube.com/@midulive) [![returngis](images/returngis_logo.jpg){: style="width:7%"}](https://www.youtube.com/@returngis) [![kubefm](images/kubefm_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kubefm) [![Olena Kutsenko](images/olena_kutsenko.jpg){: style="width:7%"}](https://www.youtube.com/@OlenaKutsenko) [![mouredev](images/mouredev.jpg){: style="width:7%"}](https://www.youtube.com/@mouredev)<br/>
-[![CloudNativeMadrid](images/cloudnativemadrid_logo.jpg){: style="width:7%"}](https://www.youtube.com/@CloudNativeMadrid) [![kyndryl](images/kyndryl_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kyndryl)
+[![CloudNativeMadrid](images/cloudnativemadrid_logo.jpg){: style="width:7%"}](https://www.youtube.com/@CloudNativeMadrid) [![kyndryl](images/kyndryl_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kyndryl) [![itopstalk](images/itopstalk_logo.png){: style="width:7%"}](https://www.youtube.com/@ITOpsTalk) [![gcp videos](images/gcp_logo_v2.png){: style="width:7%"}](https://www.youtube.com/@googlecloudtech)
 
 </center>
 

mkdocs-v1-archive.yml

@@ -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

mkdocs.yml

@@ -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:

src/v2_optimizer.py

@@ -31,7 +31,7 @@ class V2VisionEngine:
         
         # 100% Comprehensive 2026 Taxonomy
         self.dimensions = {
-            "AI and Artificial Intelligence": ["ai", "ai-agents-mcp", "chatgpt", "mlops"],
+            "AI": ["ai", "ai-agents-mcp", "chatgpt", "mlops"],
             "Architectural Foundations": ["introduction", "faq", "kubernetes", "linux", "git", "cloud-arch-diagrams", "matrix-table", "other-awesome-lists", "about"],
             "Platform & Site Reliability": ["sre", "devops", "developerportals", "scaffolding", "finops", "chaos-engineering", "performance-testing-with-jenkins-and-jmeter", "project-management-methodology", "project-management-tools", "qa", "test-automation-frameworks", "testops"],
             "Hardened Infrastructure": ["iac", "terraform", "pulumi", "crossplane", "ansible", "securityascode", "kubernetes-security", "aws-security", "oauth", "devsecops", "kustomize", "liquibase", "chef"],
@@ -747,7 +747,7 @@ class V2VisionEngine:
         index_md = (
             "# Nubenetes Elite Portal (V2) | Awesome Kubernetes & Cloud [![Awesome](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)\n\n"
             "<center markdown=\"1\">\n"
-            "[![Banner](images/kubernetes_logo.jpg)](https://kubernetes.io)\n"
+            "[![Kubernetes Logo](images/kubernetes_logo.png)](https://kubernetes.io) &nbsp; [![Nubenetes Introduction](images/favicon-car-modern.png)](./introduction.md)\n"
             "</center>\n\n"
             "\"I do not believe you can do today's job with yesterday's methods and be in business tomorrow\" ([Horatio Nelson Jackson](https://en.wikipedia.org/wiki/Horatio_Nelson_Jackson))\n"
             "<center markdown=\"1\">\n\n"

v2-docs/ai-agents-mcp.md

@@ -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
 

v2-docs/ai.md

@@ -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
 

v2-docs/chatgpt.md

@@ -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
 

v2-docs/index.md

@@ -1,7 +1,7 @@
 # Nubenetes Elite Portal (V2) | Awesome Kubernetes & Cloud [![Awesome](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)
 
 <center markdown="1">
-[![Banner](images/kubernetes_logo.jpg)](https://kubernetes.io)
+[![Kubernetes Logo](images/kubernetes_logo.png)](https://kubernetes.io) &nbsp; [![Nubenetes Introduction](images/favicon-car-modern.png)](./introduction.md)
 </center>
 
 "I do not believe you can do today's job with yesterday's methods and be in business tomorrow" ([Horatio Nelson Jackson](https://en.wikipedia.org/wiki/Horatio_Nelson_Jackson))
@@ -21,15 +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**: 17983 total resources analyzed.
+    - **V2 Elite Selection**: 14172 candidates identified (78.81% density ratio).
     - **AI Enrichment Coverage**: 2853 / 14172 (20.13%)
     - **GitHub Metadata Coverage**: 1451 / 1763 (82.3%) - *Critical for Maturity Tagging*
     - **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/>
@@ -40,7 +40,7 @@
 [![london IAC](images/londonIAC.jpg){: style="width:7%"}](https://www.youtube.com/c/LondonIAC) [![techworld nana](images/techworld_nana.jpg){: style="width:7%"}](https://www.youtube.com/c/TechWorldwithNana) [![honeypot](images/honeypot.jpg){: style="width:7%"}](https://www.youtube.com/c/Honeypotio) [![Ali Spittel](images/aspittel.jpg){: style="width:7%"}](https://www.youtube.com/c/AliSpittelDev) [![thomas maurer](images/thomas_maurer.jpg){: style="width:7%"}](https://www.youtube.com/c/ThomasMaurerCloud) [![freecodecamp](images/freecodecamp.jpg){: style="width:7%"}](https://www.youtube.com/c/Freecodecamp) [![thenewstack](images/thenewstack.jpg){: style="width:7%"}](https://www.youtube.com/c/TheNewStack) [![argocd project](images/argoproj.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCOvYmppcbOPm1viN6ust3lA) [![fluxcd](images/fluxcd.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCoZxt-YMhGHb20ZkvcCc5KA) [![container days](images/containerdays.jpg){: style="width:7%"}](https://www.youtube.com/c/ContainerDays) [![the cloud girl](images/thecloudgirl.jpg){: style="width:7%"}](https://www.youtube.com/c/priyankavergadia)<br/>
 [![ContinuousDeliveryFoundation](images/ContinuousDeliveryFoundation.jpg){: style="width:7%"}](https://www.youtube.com/c/ContinuousDeliveryFoundation) [![tina huang](images/tinahuang.jpg){: style="width:7%"}](https://www.youtube.com/c/TinaHuang1) [![azure devops](images/azure_devops_youtube.jpg){: style="width:7%"}](https://www.youtube.com/c/AzureDevOps) [![azure cloud native](images/azure_cloud_native.jpg){: style="width:7%"}](https://www.youtube.com/channel/UC2Pk9GcHhlVV0R9CQIU6gLw) [![alibaba cloud](images/alibaba_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/AlibabaCloud) [![linode cloud](images/linode_cloud.jpg){: style="width:7%"}](https://www.youtube.com/c/linode) [![gaia-x](images/gaia_x.jpg){: style="width:7%"}](https://www.youtube.com/channel/UCB5WMc2FfrxKzfd7XIODoMw) [![gps](images/gps.jpg){: style="width:7%"}](https://www.youtube.com/c/MadeByGPS) [![keptn](images/keptn_logo.jpg){: style="width:7%"}](https://www.youtube.com/c/keptn) [![anais urlichs](images/anais_urlichs.jpg){: style="width:7%"}](https://www.youtube.com/c/AnaisUrlichs) [![the digital life](images/the_digital_life.jpg){: style="width:7%"}](https://www.youtube.com/c/TheDigitalLifeTech)<br/>
 [![Azure Terraformer](images/azure-terraformer.jpg){: style="width:7%"}](https://www.youtube.com/@azure-terraformer) [![Ned in the Cloud](images/nedinthecloud.jpg){: style="width:7%"}](https://www.youtube.com/@NedintheCloud) [![netbox](images/netboxlabs_logo.jpg){: style="width:7%"}](https://www.youtube.com/@NetBoxLabs) [![Tech with Helen](images/techwithhelen.jpg){: style="width:7%"}](https://www.youtube.com/@techwithhelen) [![bytebytego](images/bytebytego.jpg){: style="width:7%"}](https://www.youtube.com/@ByteByteGo) [![dotcsv](images/dotcsv.jpg){: style="width:7%"}](https://www.youtube.com/@DotCSV) [![midulive](images/midulive.jpg){: style="width:7%"}](https://www.youtube.com/@midulive) [![returngis](images/returngis_logo.jpg){: style="width:7%"}](https://www.youtube.com/@returngis) [![kubefm](images/kubefm_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kubefm) [![Olena Kutsenko](images/olena_kutsenko.jpg){: style="width:7%"}](https://www.youtube.com/@OlenaKutsenko) [![mouredev](images/mouredev.jpg){: style="width:7%"}](https://www.youtube.com/@mouredev)<br/>
-[![CloudNativeMadrid](images/cloudnativemadrid_logo.jpg){: style="width:7%"}](https://www.youtube.com/@CloudNativeMadrid) [![kyndryl](images/kyndryl_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kyndryl)
+[![CloudNativeMadrid](images/cloudnativemadrid_logo.jpg){: style="width:7%"}](https://www.youtube.com/@CloudNativeMadrid) [![kyndryl](images/kyndryl_logo.jpg){: style="width:7%"}](https://www.youtube.com/@kyndryl) [![itopstalk](images/itopstalk_logo.png){: style="width:7%"}](https://www.youtube.com/@ITOpsTalk) [![gcp videos](images/gcp_logo_v2.png){: style="width:7%"}](https://www.youtube.com/@googlecloudtech)
 </center>
 
 ## The Agentic Pulse
@@ -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)**

v2-docs/mlops.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
 

v2-docs/videos.md

@@ -42,7 +42,17 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect
 
     </center>
 
-??? note "🎬 Mastering Claude Code in 30 minutes | `Claude Code & Agentic CLI`"
+??? note "🎬 ¿Qué es una Red Neuronal? Parte 1 : La Neurona | DotCSV | `Neural Networks`"
+    !!! info "Architectural Summary"
+        This video deconstructs the foundational mathematical and algorithmic mechanics of a single artificial neuron, illustrating its direct relationship with linear regression, weights, biases, and activation functions. In a 2026 cloud-native landscape, mastering these core neural principles is critical for platform architects optimizing distributed micro-models and real-time AI inference engines deployed on Kubernetes-driven edge and cloud infrastructure. This granular understanding enables more efficient hardware acceleration profiling (GPUs/vGPUs/TPUs) and smarter resource allocation for decentralized machine learning pipelines.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/MRIv2IwFTPg?si=F07g869i6yIfqRdg" title="¿Qué es una Red Neuronal? Parte 1 : La Neurona | DotCSV" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+
+    </center>
+
+??? 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.
 
@@ -52,13 +62,13 @@ Welcome to the **Agentic Video Hub**. This section presents a logical, architect
 
     </center>
 
-??? note "🎬 ¿Qué es una Red Neuronal? Parte 1 : La Neurona | DotCSV | `Neural Networks`"
+??? note "🎬 Stanford CS229: Building Large Language Models (LLMs) | `LLM Architecture & Post-Training`"
     !!! 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.
+        This Stanford CS229 technical deep-dive deconstructs the transition from raw autoregressive language models to instruction-tuned assistants, focusing on the systems orchestration required for 2026 AI infrastructure. It explores critical patterns in tokenization (BPE/Sub-word), parameter-efficient fine-tuning (PEFT/LoRA), and the shift from RLHF to Direct Preference Optimization (DPO) to simplify model alignment pipelines. For cloud architects, the lecture provides a foundational framework for optimizing the "Compute-to-Token" ratio and managing memory constraints (KV Cache) in distributed distributed inference environments, while advocating for LLM-as-a-Judge automated evaluation loops for scalable model governance.
 
     <center markdown="1">
 
-    <iframe width="720" height="405" src="https://www.youtube.com/embed/MRIv2IwFTPg?si=F07g869i6yIfqRdg" title="¿Qué es una Red Neuronal? Parte 1 : La Neurona | DotCSV" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/9vM4p9NN0Ts" title="Stanford CS229: Building Large Language Models (LLMs)" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
 
     </center>
 
@@ -193,16 +203,6 @@ 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 +213,36 @@ 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>
+
+??? note "🎬 What is Architecture? | `Architecture Theory`"
+    !!! info "Architectural Summary"
+        This conceptual deep-dive by Stewart Hicks explores the fundamental definition of architecture, framing it as the design of inhabitable space rather than mere form. It deconstructs the interaction between geometry, human experience, and social context. For a 2026 Cloud Architect, these principles are highly analogous to system design: where the "form" (containers, nodes) is secondary to the "space" (the functional void) where data flows and business logic resides. Understanding these first-principles of design aids in building more intuitive, human-centric, and socio-technically resilient digital platforms.
+
+    <center markdown="1">
+
+    <iframe width="720" height="405" src="https://www.youtube.com/embed/QBqRAMVTmwE" title="What is Architecture?" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen loading="lazy" style="border: 1px solid var(--md-typeset-table-color); border-radius: 8px;"></iframe>
+
+    </center>
+
 ## Fundamentals and Documentaries
 ??? note "🎬 Kubernetes: The Documentary [PART 1] | `Kubernetes`"
     !!! info "Architectural Summary"

v2-mkdocs.yml

@@ -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: