diff --git a/.github/workflows/03.1.agentic_v2_metadata.yml b/.github/workflows/03.1.agentic_v2_metadata.yml index 94497891..034d3165 100644 --- a/.github/workflows/03.1.agentic_v2_metadata.yml +++ b/.github/workflows/03.1.agentic_v2_metadata.yml @@ -18,7 +18,7 @@ permissions: pull-requests: write concurrency: - group: v2-pipeline-${{ github.ref }} + group: ${{ github.workflow }}-${{ github.ref }} cancel-in-progress: false jobs: diff --git a/.github/workflows/03.2.agentic_v2_ai.yml b/.github/workflows/03.2.agentic_v2_ai.yml index 42c622cf..71177a67 100644 --- a/.github/workflows/03.2.agentic_v2_ai.yml +++ b/.github/workflows/03.2.agentic_v2_ai.yml @@ -27,7 +27,7 @@ permissions: pull-requests: write concurrency: - group: v2-pipeline-${{ github.ref }} + group: ${{ github.workflow }}-${{ github.ref }} cancel-in-progress: false jobs: diff --git a/.github/workflows/03.3.agentic_v2_videos.yml b/.github/workflows/03.3.agentic_v2_videos.yml index 0724cf80..231ae747 100644 --- a/.github/workflows/03.3.agentic_v2_videos.yml +++ b/.github/workflows/03.3.agentic_v2_videos.yml @@ -7,7 +7,6 @@ on: paths: - 'src/v2_video_portal.py' - 'src/enrich_videos.py' - - 'data/inventory.yaml' workflow_run: workflows: ["03.2. V2 AI Curator"] branches: [develop] @@ -33,7 +32,7 @@ permissions: pull-requests: write concurrency: - group: v2-pipeline-${{ github.ref }} + group: ${{ github.workflow }}-${{ github.ref }} cancel-in-progress: false jobs: diff --git a/.github/workflows/04.1.agentic_v2_publish.yml b/.github/workflows/04.1.agentic_v2_publish.yml index f309138e..8a0a2b48 100644 --- a/.github/workflows/04.1.agentic_v2_publish.yml +++ b/.github/workflows/04.1.agentic_v2_publish.yml @@ -5,7 +5,6 @@ on: branches: - develop paths: - - 'data/inventory.yaml' - 'docs/**' workflow_run: workflows: ["03.3. V2 Video Hub Builder"] @@ -24,7 +23,7 @@ permissions: pull-requests: write concurrency: - group: v2-pipeline-${{ github.ref }} + group: ${{ github.workflow }}-${{ github.ref }} cancel-in-progress: false jobs: diff --git a/.github/workflows/05.1.readme_sync.yml b/.github/workflows/05.1.readme_sync.yml index d57153ce..91a61111 100644 --- a/.github/workflows/05.1.readme_sync.yml +++ b/.github/workflows/05.1.readme_sync.yml @@ -6,13 +6,16 @@ on: - develop paths-ignore: - 'README.md' + - 'data/inventory.yaml' + - 'docs/**' + - 'v2-docs/**' workflow_dispatch: # Permite ejecución manual desde la pestaña Actions permissions: contents: write concurrency: - group: v2-pipeline-${{ github.ref }} + group: ${{ github.workflow }}-${{ github.ref }} cancel-in-progress: false jobs: diff --git a/README.md b/README.md index ed446fe1..1d4e9f36 100644 --- a/README.md +++ b/README.md @@ -676,16 +676,23 @@ graph TD AC["Agentic Curator"] end - subgraph "Agentic Tiering (Multi-Agent)" + 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)"] end AC -->|"Raw Discovery"| AA AA -->|"Initial Classification"| AV AV <-->|"Deep Context Search"| MCP - AV -->|"Verified Metadata"| DB[("Unified DB")] + + AA -->|"Borderline (Score 70-85)"| DBT + AV -->|"Selective Audit (3-4 Stars)"| DBT + DBT <-->|"Live Proof Search"| MCP + + DBT -->|"Consensus Metadata"| DB[("Unified DB")] + AV -->|"Verified Metadata"| DB LC["Link Cleaner"] -->|"Health Sync"| DB V2["V2 Optimizer"] -->|"Elite Selection"| DB @@ -734,6 +741,8 @@ The following matrix defines our strategic model tiering across all workflows: | **PR Guardian** | PR Presubmit | **Gemini Flash/Lite** | Tier 1 | Rapid syntax and mandate format linting. | **Medium** | | **Curator (X/RSS)** | Agentic Curator | **Gemini Pro** | Tier 2 | Deep reasoning for human/social context. | **Low (Burst)** | | **Auditor** | V2 Elite Builder | **Gemini Pro** | Tier 2 | High-fidelity verification of [ELITE] resources. | **Medium** | +| **Debater Personas** | Curation / V2 Builder | **Gemini Flash/Lite** | Tier 1 | Independent multi-perspective evaluations and rebuttals. | **High** | +| **Debate Synthesis** | Curation / V2 Builder | **Gemini Pro** | Tier 2 | High-fidelity final consensus and summary synthesis. | **Medium** | ### 8.2. Core Agent Definitions The heart of the new Nubenetes is a suite of AI Agents that operate on our `develop` branch: @@ -755,7 +764,11 @@ The heart of the new Nubenetes is a suite of AI Agents that operate on our `deve - **Resilience:** asynchronous health checks with 3x retry and identity rotation. - **V1 Integrity:** Focuses on link validity (removing 404s) to ensure the exhaustive V1 archive remains accessible. - **Transparency:** Provides detailed, real-time unbuffered logging of all cleaning operations. -4. **Resilient Architecture Core**: +4. **DebatePanelEngine ([`src/v2_debate.py`](src/v2_debate.py))**: + - **Persona-based Evaluation**: Coordinates specialized opinions across Security Architect, SRE, and AI Engineer personas. + - **Consensus Resolution**: Resolves high score-divergences (>= 15 points) using a round-robin debate structure. + - **Auto-Corrective Memory**: Appends resolution logs to `src/memory/health_learning.json` for persistent, few-shot alignment. +5. **Resilient Architecture Core**: - **Exponential Backoff**: Intelligent `tenacity`-based retry logic in `gemini_utils.py` gracefully handles 429 Rate Limits before triggering the Circuit Breaker. - **Flash-First Architecture**: Prioritizes Gemini Flash/Lite models for high-density Analyst tasks, enabling processing of 10,000+ resources within the 6-hour GitHub Actions limit through 100-item batching and 2-second safety delays. - **Programmatic Smart Injection (Option B)**: The system extracts document headers and has Gemini Flash choose the target header, performing the actual line insertion using Python. This bypasses the need for Gemini Pro to rewrite entire documents, slashing API usage and preventing 429 errors. @@ -767,6 +780,42 @@ The heart of the new Nubenetes is a suite of AI Agents that operate on our `deve - **Pip Caching**: All workflows utilize `cache: pip` for lightning-fast execution and reduced compute costs. - **AI PR Guardian**: Enforces the `PULL_REQUEST_TEMPLATE.md` checklist automatically on community contributions. +### 8.3. Multi-Agent Consensus and Debate Protocol + +To eliminate individual LLM rating bias, resolve borderline cases, and prevent architectural rating drift, Nubenetes employs a structured multi-agent debate process. This ensures that resources included in the V2 Elite portal meet the high-density requirements of a 2026 Cloud Architect. + +```mermaid +graph TD + A["New Resource Found"] --> B["Persona 1: Security Architect"] + A --> C["Persona 2: Cloud Native SRE"] + A --> D["Persona 3: AI Platform Engineer"] + B --> E["Independent Evaluations"] + C --> E + D --> E + E -->|Scores Diverge >= 15 points| F["Trigger Debate Round"] + E -->|Scores Converge| G["Accept / Reject Directly"] + 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"] +``` + +#### 8.3.1. Panel of Expert Personas +The panel consists of three distinct virtual expert roles, each prompting Gemini with specialized priorities: +* **Security Architect**: Evaluates license changes (e.g., transitions from permissive MIT/Apache 2.0 to restrictive BSL/SSPL), supply-chain compliance, vulnerability history, and enterprise readiness. +* **Cloud Native SRE**: Prioritizes production readiness, high availability, performance overhead, community activity (commits and stars), and operational scalability. +* **AI Platform Engineer**: Judges developer productivity, ease of integration with the modern AI stack (e.g., Model Context Protocol (MCP) tools), and overall 2026 Cloud Native architectural relevance. + +#### 8.3.2. Protocol Execution Flow +The debate protocol executes asynchronously in three distinct phases: +1. **Phase 1: Independent Evaluation**: Each expert persona independently evaluates the resource (using Google Search Grounding to check the live state of the project). They assign an architectural impact score (0–100) and write a 1–2 sentence justification. +2. **Phase 2: Divergence Assessment and Rebuttal**: If the difference between the highest and lowest assigned scores is **$\ge 15$ points**, a debate round is triggered. Each expert receives the scores and justifications of their peers and is asked to defend or revise their score in a rebuttal round. +3. **Phase 3: Consensus and Synthesis**: The final consensus score is the average of the revised scores of the three personas. A fourth agent (Curation Synthesis Agent) compiles the justifications and rebuttals, generating a refined, high-density technical summary (2–5 sentences) and selecting precise ecosystem tags (e.g., `[DE FACTO STANDARD]`, `[ENTERPRISE-STABLE]`, `[EMERGING]`). + +#### 8.3.3. Integration Points +* **Discovery Ingestion**: Hooked into [`src/agentic_curator.py`](src/agentic_curator.py) for new links with borderline initial scores between `70` and `85`. +* **V2 Portal Auditing**: Hooked into [`src/v2_optimizer.py`](src/v2_optimizer.py) during builds for high-impact candidates (`[DE FACTO STANDARD]`, `[ENTERPRISE-STABLE]`) or borderline candidates (3–4 stars). +* **Persistent Memory Log**: The final consensus score, justifications, rebuttals, and metadata are saved to `src/memory/health_learning.json` under `resolved_debates` to serve as few-shot training examples for future curation runs. + --- ## 9. GitHub Workflows and Automation diff --git a/docs/terraform.md b/docs/terraform.md index d1e30fe3..1b53d76c 100644 --- a/docs/terraform.md +++ b/docs/terraform.md @@ -889,7 +889,7 @@ - [**Boilerplate: 25-Azure-DevOps-Terraform-Azure-AKS** 🌟🌟🌟](https://github.com/stacksimplify/azure-aks-kubernetes-masterclass/tree/master/25-Azure-DevOps-Terraform-Azure-AKS) - [PDF presentation 🌟](https://github.com/stacksimplify/azure-aks-kubernetes-masterclass/tree/master/ppt-presentation) - ``` tf +``` tf # 07-aks-cluster.tf # Network Profile @@ -922,14 +922,14 @@ # docker_bridge_cidr = "172.17.0.1/16" # Default. You can reuse this range across different AKS Clusters # dns_service_ip = "10.0.0.10" - network_profile { # (1) - load_balancer_sku = "Standard" - network_plugin = "kubenet" # use Azure CNI network plugin when windows node pools are required (not supported by kubenet) +network_profile { # (1) +load_balancer_sku = "Standard" +network_plugin = "kubenet" # use Azure CNI network plugin when windows node pools are required (not supported by kubenet) # service_cidr = "10.0.0.0/16" # dns_service_ip = "10.0.0.10" # docker_bridge_cidr = "172.17.0.1/16" # Default. You can reuse this range across different AKS clusters. - } - ``` +} +``` 1. :man_raising_hand: Network Profile diff --git a/site/ChromeDevTools.html b/site/ChromeDevTools.html index 911bc4b4..a6680304 100644 --- a/site/ChromeDevTools.html +++ b/site/ChromeDevTools.html @@ -86,7 +86,7 @@
- + Skip to content @@ -2454,10 +2454,10 @@ -

Chrome & Firefox DevTools. HTTP Protocols & WebSockets

+

Chrome and Firefox DevTools. HTTP Protocols and WebSockets

Architectural Context

-

Detailed reference for Chrome & Firefox DevTools. HTTP Protocols & WebSockets in the context of Developer Ecosystem.

+

Detailed reference for Chrome and Firefox DevTools. HTTP Protocols and WebSockets in the context of Developer Ecosystem.

Table of Contents

    @@ -2489,7 +2489,7 @@
  1. (2021) digitalocean.com: How To Debug Node.js with the Built-In Debugger and Chrome DevTools [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] — A comprehensive tutorial on attaching Chrome DevTools directly to Node.js backend processes. Step-by-step guidance on setting execution break points, inspecting call stacks, and detecting memory leaks.
    2. -

    💡 Explore Related: Angular | Python | Dom

    +

    💡 Explore Related: Postman | Angular | Swagger Code Generator For Rest APIs

    diff --git a/site/GoogleCloudPlatform.html b/site/GoogleCloudPlatform.html index 38633c7c..64fe63bc 100644 --- a/site/GoogleCloudPlatform.html +++ b/site/GoogleCloudPlatform.html @@ -4928,7 +4928,7 @@
  2. (2026) github.com/GoogleCloudPlatform [MULTI CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — The master landing organization for Google Cloud Platform's open-source projects, APIs, and CLI utilities. Holds structural frameworks, SDKs, and enterprise infrastructure design tools.
    3. -

    💡 Explore Related: AWS Pricing | AWS Spain | Azure

    +

    💡 Explore Related: Edge Computing | Azure | AWS Storage

    diff --git a/site/about.html b/site/about.html index fe5779bc..23a5ae89 100644 --- a/site/about.html +++ b/site/about.html @@ -969,7 +969,7 @@ - 🏛️ 1. The Genesis: Munich 2018 + 1. The Genesis: Munich 2018 @@ -980,12 +980,12 @@ - 🧠 2. Our Engineering Philosophy + 2. Our Engineering Philosophy -
-

🏛️ 1. The Genesis: Munich 2018

+

1. The Genesis: Munich 2018

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.

-

🧠 2. Our Engineering Philosophy

+

2. Our Engineering Philosophy

We reject technical obfuscation as a competitive advantage. Solutions that are "the hard way" by design do not scale and create fragile, person-dependent silos.

2.1. Correctness by Design

@@ -2730,16 +2730,16 @@

2.4. Avoiding Engineering Anti-Patterns

We combat the culture of Promotion-Based Development (PBD), where complexity is manufactured for personal career visibility rather than business value.

-

🏗️ 3. The Architectural North Star

+

3. The Architectural North Star

We advocate for decoupled, maintainable architectures that survive the test of time and organizational growth.

-

📊 4. Comparative Maturity Framework

+

4. Comparative Maturity Framework

@@ -2770,7 +2770,7 @@
-

🛡️ 5. Strategic Standards & Cultural Shifts

+

5. Strategic Standards and Cultural Shifts

Engineering excellence is as much about culture as it is about code. These foundational resources define the strategic landscape of modern Cloud Native organizations:

-

📈 6. Scaling with Evidence: DORA & Value Streams

+

6. Scaling with Evidence: DORA and Value Streams

We advocate for data-driven engineering management to avoid the trap of "gut-feeling" decision making.

-

🧩 7. Technical Leadership & The 'Glue' Factor

+

7. Technical Leadership and The 'Glue' Factor

True seniority is measured by the ability to hold teams together through communication and shared context.

-

⚖️ 8. Meritocracy & Careers in 2026

+

⚖ 8. Meritocracy and Careers in 2026

We advocate for a technical sector where quality and evidence-based decisions take precedence over corporate politics.

-

🚀 9. The 2026 Vision: Agentic Intelligence

+

9. The 2026 Vision: Agentic Intelligence

Nubenetes has evolved from a historical manual archive into an Agentic Knowledge Graph.

9.1. V1 Archive (Exhaustive)

Preserves historical context, the original curator's voice, and every technically valid link discovered since 2018. It serves as the foundational truth for the entire ecosystem.

@@ -2826,7 +2826,7 @@

Kubernetes

Terraform Boilerplates

Kubernetes Tools

General Reference

@@ -2837,7 +2837,7 @@
  • en.wikipedia.org: Kiss up kick down [COMMUNITY-TOOL] — A curated technical resource and architectural guide covering en.wikipedia.org: Kiss up kick down in the Kubernetes Tools ecosystem.
    • -

    💡 Explore Related: Demos | Kubernetes | Cloud Arch Diagrams

    +

    💡 Explore Related: Demos | Kubernetes | Cheatsheets

    diff --git a/site/ai-agents-mcp.html b/site/ai-agents-mcp.html index 672138a1..858c8cf2 100644 --- a/site/ai-agents-mcp.html +++ b/site/ai-agents-mcp.html @@ -894,34 +894,6 @@ - - -
  • - - - - Agentic Frameworks - - - - - -
  • @@ -959,10 +931,10 @@
  • - + - Developer Experience (1) + Developer Experience @@ -1167,51 +1139,6 @@ -
    • - -
  • - - - - Automation - - - - - -
  • @@ -1260,15 +1187,15 @@
  • - + - Developer Experience (2) + Developer Experience (1) -
    • -
  • Agentic Frameworks -
  • Model Context Protocol
    • -
  • Automation
    • -
  • Agentic Systems -
  • Cloud Native Operations
  • AI AIOps
    • -
  • Developer Experience
    • +
  • Developer Experience
  • AI-Assisted Coding
  • Software Engineering
    • @@ -2425,11 +2331,6 @@ -

    Agentic Frameworks

    -

    Developer Experience

    -

    Model Context Protocol

    Architecture

    -

    Automation

    -

    Agentic Systems

    -

    MCP Server

    -

    Cloud Native Operations

    AI AIOps

    Kubernetes Troubleshooting

    -

    Developer Experience (2)

    +

    Developer Experience (1)

    AI-Assisted Coding

    Claude Code

    -

    Cursor IDE

    -

    Software Engineering

    AI Tools

    @@ -2512,7 +2402,7 @@
  • (2025) youtube: The 6 Levels of Claude Code Explained [COMMUNITY-TOOL] — A deep-dive video breakdown analyzing the capabilities of Anthropic's Claude Code interface. Evaluates the progression from basic code generation and syntax correction to advanced multi-file refactoring and semi-autonomous agentic software engineering tasks.
    • -

    💡 Explore Related: AI | ChatGPT | MLOps

    +

    💡 Explore Related: AI | MLOps | ChatGPT

    diff --git a/site/ai.html b/site/ai.html index c2117dcc..a61a5038 100644 --- a/site/ai.html +++ b/site/ai.html @@ -882,6 +882,51 @@ + + +
  • + + + + AI and Agents + + + + + +
  • @@ -927,6 +972,51 @@ +
    • + +
  • + + + + AI and Platform Engineering + + + + + +
  • @@ -1017,6 +1107,51 @@ +
    • + +
  • + + + + Architecture and Visualization + + + + + +
  • @@ -1405,10 +1540,55 @@ + + +
    • + + + + + + +
  • + + + + Artificial Intelligence and Machine Learning + + + + +

    • Table of Contents

      +
    1. AI and Agents
      2. +
    2. Environments +
    3. AI and Orchestration
    4. Agentic Workflows
      5. +
    5. AI and Platform Engineering
      6. +
    6. AI Assistants +
    7. AI Engineering
    8. Model Context Protocol
      9. +
    9. Architecture and Visualization
      10. +
    10. Interactive Diagramming +
    11. Artificial Intelligence
    12. AI Strategy
      13. +
    13. Cloud Platform
      14. +
    14. Enterprise Solutions +
    15. Computer Vision
    16. Deep Learning Research
    17. Infrastructure as Code
    18. Developer Experience
    19. AI-Assisted Coding
    20. Developer Tooling
      21. @@ -3658,30 +3976,31 @@
    21. Automated Optimization
      22. -
    22. Infrastructure as Code
      23. -
    23. AI Integrations
    +

    AI and Agents

    +

    Environments

    +

    Cloud Agents

    +

    AI and Orchestration

    Agentic Workflows

    Command-Line Tools

    +

    AI and Platform Engineering

    +

    AI Assistants

    +

    Developer Productivity

    +

    AI Engineering

    Model Context Protocol

    Awesome Lists

    @@ -3715,18 +4051,24 @@

    Kubernetes Tools

    General Reference

    +

    Architecture and Visualization

    +

    Interactive Diagramming

    +

    AI Integration

    +

    Artificial Intelligence (1)

    AI Strategy

    Business Alignment

    @@ -3826,10 +4168,16 @@

    Artificial Intelligence and LLMs

    Prompt Engineering

    -

    Developer Productivity

    +

    Developer Productivity (1)

    +

    Artificial Intelligence and Machine Learning

    +

    LLM Deployment

    +

    DeepSeek R1

    +

    CICD Pipelines

    AI and Automation

    AI PR Automation

    @@ -3860,6 +4208,7 @@

    AI-Powered Operations AIOps

    Kubernetes Troubleshooting (1)

    Infrastructure as Code (1)

    @@ -3872,6 +4221,12 @@ +

    Cloud Platform

    +

    Enterprise Solutions

    +

    AI and Infrastructure

    +

    Computer Vision

    Deep Learning Research

    CVPR

    @@ -3890,7 +4245,7 @@

    Azure Kubernetes Service

    AKS Fleet Manager

    DevOps

    Automation

    @@ -3899,7 +4254,7 @@
  • (2023) Quiz Grader [PYTHON CONTENT] [COMMUNITY-TOOL] — A lightweight utility engineered to automate the grading and feedback of quizzes and programming assignments. Processes markdown-based inputs to generate structured performance assessments, supporting classroom and self-assessment operations.

    • Infrastructure as Code (2)

    -

    AI Integration

    +

    AI Integration (1)

    Terraform

    Cloud Integrations

    DNS Routing

    -

    💡 Explore Related: Googlecloudplatform | AWS Pricing | AWS Spain

    +

    💡 Explore Related: Googlecloudplatform | Edge Computing | Azure

    diff --git a/site/aws-containers.html b/site/aws-containers.html index d23a6aa0..5e61aecd 100644 --- a/site/aws-containers.html +++ b/site/aws-containers.html @@ -1386,17 +1386,6 @@ - - -
  • - - - - Container Orchestration - - - -
  • @@ -1451,51 +1440,6 @@ -
    • - -
  • - - - - Cloud Native - - - - - -
    • @@ -2782,27 +2726,21 @@
  • Cloud Infrastructure
  • AWS
    • -
  • Cloud Native
    • -
  • Kubernetes -

    • Architectural Foundations

    Kubernetes Tools

    General Reference

    Legacy Tooling

    Security Practices

    @@ -2839,14 +2771,8 @@
  • (2025) awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper ⭐ 2703 [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — A Docker credential helper that handles seamless, transparent IAM-based authentication for Amazon ECR. By removing the need to run periodic 'aws ecr get-login-password' cron jobs, it enhances runtime security by integrating directly with standard IAM Instance Profiles and local AWS config files.
  • (2022) dev.to: Sharing secrets to ECS in an AWS multi-account architecture [TERRAFORM CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — A technical blueprint for cross-account secret management for Amazon ECS using AWS Secrets Manager and Systems Manager (SSM) Parameter Store. It provides security engineers with an architectural approach to maintain strict separation of concerns, principal-of-least-privilege IAM policies, and cross-account IAM role assumption.
    • -

    Cloud Native

    -

    Kubernetes

    -

    Rancher Management

    -
    -

    💡 Explore Related: Googlecloudplatform | AWS Pricing | AWS Spain

    +

    💡 Explore Related: Googlecloudplatform | Edge Computing | Azure

    diff --git a/site/aws-data.html b/site/aws-data.html index 54afbcaa..f16c209f 100644 --- a/site/aws-data.html +++ b/site/aws-data.html @@ -2745,15 +2745,15 @@

    Kubernetes Tools

    General Reference

    Cloud Infrastructure

    AWS

    Big Data

    ETL

    -

    💡 Explore Related: Googlecloudplatform | AWS Pricing | AWS Spain

    +

    💡 Explore Related: Googlecloudplatform | Edge Computing | Azure

    diff --git a/site/aws-databases.html b/site/aws-databases.html index c4dff3a3..ee7d0cba 100644 --- a/site/aws-databases.html +++ b/site/aws-databases.html @@ -3113,9 +3113,9 @@

    Kubernetes Tools

    General Reference

    @@ -3127,9 +3127,9 @@

    Amazon RDS

    Legacy Releases

    Multi-Region Storage

    @@ -3159,7 +3159,7 @@

    Schema Conversion

    Whitepapers

    @@ -3234,10 +3234,10 @@

    Performance Tuning (1)

    -

    💡 Explore Related: Googlecloudplatform | AWS Pricing | AWS Spain

    +

    💡 Explore Related: Googlecloudplatform | Edge Computing | Azure

    diff --git a/site/aws-devops.html b/site/aws-devops.html index da67b7ae..687b06d6 100644 --- a/site/aws-devops.html +++ b/site/aws-devops.html @@ -2894,7 +2894,7 @@

    General Reference

    Comparisons

    Jenkins Integration

    -

    💡 Explore Related: Googlecloudplatform | AWS Pricing | AWS Spain

    +

    💡 Explore Related: Googlecloudplatform | Edge Computing | Azure

    diff --git a/site/aws-iac.html b/site/aws-iac.html index 1144eea1..27929305 100644 --- a/site/aws-iac.html +++ b/site/aws-iac.html @@ -2903,8 +2903,8 @@

    Kubernetes Tools

    General Reference

    Cloud Computing

    @@ -2972,7 +2972,7 @@
  • (2022) cloudkatha.com: How to Create an S3 Bucket using CloudFormation [YAML CONTENT] [COMMUNITY-TOOL] [GUIDE] — A foundational tutorial detailing the YAML patterns required to create and lock down basic AWS S3 buckets inside CloudFormation templates. It details parameters for versioning rules, basic access controls, and server-side encryption.
    • -

    💡 Explore Related: Googlecloudplatform | AWS Pricing | AWS Spain

    +

    💡 Explore Related: Googlecloudplatform | Edge Computing | Azure

    diff --git a/site/aws-messaging.html b/site/aws-messaging.html index 2fe43ea1..97ac27d0 100644 --- a/site/aws-messaging.html +++ b/site/aws-messaging.html @@ -2758,7 +2758,7 @@

    Kubernetes Tools

    General Reference

    @@ -2773,7 +2773,7 @@
  • (2022) dev.to: When to SNS or SQS [N/A CONTENT] [COMMUNITY-TOOL] — A technical comparison of Amazon Simple Notification Service (SNS) and Simple Queue Service (SQS) within event-driven architectures. It details SNS's pub-sub push mechanism versus SQS's pull-based queueing model, analyzing throughput characteristics and decoupling strategies. This guide clarifies architectural patterns for integrating microservices via point-to-point and fan-out message routing.
    • -

    💡 Explore Related: Googlecloudplatform | AWS Pricing | AWS Spain

    +

    💡 Explore Related: Googlecloudplatform | Edge Computing | Azure

    diff --git a/site/aws-miscellaneous.html b/site/aws-miscellaneous.html index aa8e02fc..76c92ae2 100644 --- a/site/aws-miscellaneous.html +++ b/site/aws-miscellaneous.html @@ -1809,34 +1809,6 @@ - - -
  • - - - - FinOps - - - - - -
  • @@ -3668,10 +3640,6 @@
  • Case Studies
    • -
  • FinOps -
  • FinOps and Sustainability @@ -3791,7 +3759,7 @@

    AWS

    Application Deployment

    Application Platform Updates

    Cloud Migration

    Configuration Management

    @@ -3818,20 +3786,20 @@

    Infrastructure Operations

    Load Balancing

    PaaS Architecture

    PaaS Platform

    Web Servers

    Documentation
    Network Load Balancer

    Networking Tutorials

    Performance Optimization

    RDS

    VPC Integration
    @@ -3598,7 +3598,7 @@

    VPC

    CLI Administration
    Fundamentals
    -

    💡 Explore Related: Googlecloudplatform | AWS Pricing | AWS Spain

    +

    💡 Explore Related: Googlecloudplatform | Edge Computing | Azure

    diff --git a/site/aws-newfeatures.html b/site/aws-newfeatures.html index c59123e9..a3f1246f 100644 --- a/site/aws-newfeatures.html +++ b/site/aws-newfeatures.html @@ -2055,17 +2055,6 @@ -
    • - -
  • - - - - EKS Security - - - -
  • @@ -2964,10 +2953,10 @@
  • - + - EKS Security (1) + EKS Security @@ -4579,7 +4568,6 @@
  • Container Orchestration @@ -4687,7 +4675,7 @@
  • Kubernetes
  • Market Analysis

    Regions

    Security

    -

    💡 Explore Related: Googlecloudplatform | AWS Spain | Azure

    +

    💡 Explore Related: Googlecloudplatform | Edge Computing | Azure

    diff --git a/site/aws-security.html b/site/aws-security.html index 413ac310..caca7ebd 100644 --- a/site/aws-security.html +++ b/site/aws-security.html @@ -1926,51 +1926,6 @@ -
    • - -
  • - - - - Certification - - - - - -
    • @@ -3449,11 +3404,6 @@
  • Multi-Account Strategy
    • -
  • Certification -
  • Cloud Engineering
  • DevSecOps +
    • + +
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  • @@ -3062,6 +3107,11 @@
  • Amazon Q
    • +
  • Cloud Infrastructure and Orchestration
    • +
  • Asset Management and Governance +
  • Cloud Platform
  • AWS Infrastructure @@ -2875,7 +2864,6 @@
  • Training
  • Infrastructure
    • @@ -2893,7 +2881,7 @@

    Kubernetes Tools

    General Reference

    Community Learning

    Infrastructure as Code

    @@ -2938,10 +2925,6 @@ -

    Multi-Cloud Education

    -

    Infrastructure

    Cloud Computing (1)

    AWS Training

    @@ -2955,7 +2938,7 @@
  • (2024) explore.skillbuilder.aws: AWS Security Fundamentals (free) [COMMUNITY-TOOL] [GUIDE] — A fundamental training program covering core security topologies inside AWS. Explores the Shared Responsibility Model, IAM resource authorization, KMS encryption keys, and continuous infrastructure auditing.
    • -

    💡 Explore Related: Googlecloudplatform | AWS Pricing | AWS Spain

    +

    💡 Explore Related: Googlecloudplatform | Edge Computing | Azure

    diff --git a/site/aws.html b/site/aws.html index 5658d86f..0c26a092 100644 --- a/site/aws.html +++ b/site/aws.html @@ -1978,34 +1978,6 @@ - - -
  • - - - - AWS Automation - - - - - -
  • @@ -2515,17 +2487,6 @@ -
    • - -
  • - - - - Security and IAM - - - -
  • @@ -2637,51 +2598,6 @@ -
    • - -
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    • @@ -3505,10 +3421,6 @@
  • Resources
    • -
  • AWS Automation -
  • AWS Ecosystem
    • -
  • Infrastructure as Code
    • -
  • CICD and Delivery -

    • Architectural Foundations

    Kubernetes Tools

    @@ -3599,6 +3505,7 @@ @@ -3991,15 +3756,15 @@
  • - + - Governance (1) + Governance -
    • - -
  • - - - - Networking and Edge Routing (1) - - - - -
    • -
  • Kubernetes Operators -
  • Automation
  • Configuration Management
    -

    💡 Explore Related: IaC | Terraform | Crossplane

    +

    💡 Explore Related: IaC | Terraform | Oauth

    diff --git a/site/cicd-kubernetes-plugins.html b/site/cicd-kubernetes-plugins.html index 1ac9d982..8dd15d9c 100644 --- a/site/cicd-kubernetes-plugins.html +++ b/site/cicd-kubernetes-plugins.html @@ -1604,56 +1604,6 @@ -
    • - -
  • - - - - OpenShift - - - - - -
    • @@ -2253,12 +2203,6 @@
  • GitLab Integration
    • -
  • OpenShift -
  • Software Engineering
  • Collaborative Platforms -
    • - -
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  • @@ -2238,17 +2176,6 @@ -
    • - -
  • - - - - Enterprise Tooling - - - -
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  • - - - - Jenkins - - - -
  • @@ -2600,13 +2516,30 @@ +
    • + + + +
  • - + - Tooling + CICD + + + + + -
    • - -
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    • - -
  • - - - - Industry Analysis - - - - - - -
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    • -
  • Cloud Native
    • -
  • Application Delivery -
  • Continuous Delivery
  • CICD and Testing
    -

    💡 Explore Related: Demos | Kubernetes | Cloud Arch Diagrams

    +

    💡 Explore Related: Demos | Kubernetes | Cheatsheets

    diff --git a/site/cloudflare.html b/site/cloudflare.html index fda18961..fb3f49a3 100644 --- a/site/cloudflare.html +++ b/site/cloudflare.html @@ -2197,7 +2197,7 @@
  • (2026) Cloudflare workers (Serverless) [JAVASCRIPT/WEBASSEMBLY CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — Cloudflare Workers is an advanced serverless architecture utilizing V8 engine isolates. It runs application code directly at global edge locations, yielding near-zero cold-start overhead.
    • -

    💡 Explore Related: Web Servers | Caching | Kubernetes Networking

    +

    💡 Explore Related: Kubernetes Networking | Servicemesh | Networking

    diff --git a/site/container-managers.html b/site/container-managers.html index 04f9dc73..d8f60b38 100644 --- a/site/container-managers.html +++ b/site/container-managers.html @@ -86,7 +86,7 @@
    - + Skip to content @@ -1518,34 +1518,6 @@ - - -
  • - - - - CI-CD Pipelines - - - - - -
  • @@ -3608,10 +3580,10 @@ -

    Container Runtimes/Managers, Base Images and Container Tools. Podman, Buildah & Skopeo

    +

    Container Runtimes/Managers, Base Images and Container Tools. Podman, Buildah and Skopeo

    Architectural Context

    -

    Detailed reference for Container Runtimes/Managers, Base Images and Container Tools. Podman, Buildah & Skopeo in the context of The Container Stack.

    +

    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

      @@ -3630,10 +3602,6 @@
    1. VM-in-Container
      2. -
    2. CI-CD Pipelines -
    3. Container Engines
      • Comparative Analysis
      • Docker Migration
        • @@ -3790,11 +3758,6 @@
        • (2021) opensource.com: Run a Linux virtual machine in Podman [SHELL CONTENT] [ADVANCED LEVEL] [LEGACY] — An architectural exploration of executing a nested Linux VM directly within an OCI-compliant container managed by Podman. This setup leverages nested systemd instances, enabling engineers to package legacy system-level workloads, VMs, or multi-process service layers without full VM overhead.
        -

        CI-CD Pipelines

        -

        Pipeline Security

        -
          -
        • (2022) Build trusted pipelines/Guards with Podman containers [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — Analyzes how to design highly secure, isolated CI/CD pipelines using Podman container guards. By isolating execution steps within unprivileged container sandboxes, this architecture protects build systems and host servers from security compromises.
          • -

        Container Engines

        Comparative Analysis

          @@ -3847,7 +3810,7 @@

          Container Tooling

          Compose Comparison

            -
          • (2021) crunchtools.com: Should I Use Docker Compose Or Podman Compose With Podman? [SHELL CONTENT] [COMMUNITY-TOOL] — This architectural comparison contrasts the usage of Podman Compose with Docker Compose running on Podman's virtualized API socket. The synthesis recommends leveraging the Docker-compatible socket configuration in enterprise environments for high-fidelity compatibility with complex multi-container definitions.
            • +
          • (2021) crunchtools.com: Should I Use Docker Compose Or Podman Compose With Podman? [SHELL CONTENT] [COMMUNITY-TOOL] — This architectural comparison contrasts the usage of Podman Compose with Docker Compose running on Podman's virtualized API socket. The synthesis recommends leveraging the Docker-compatible socket configuration in enterprise environments for high-fidelity compatibility with complex multi-container definitions.

          Decompiled Engines

            @@ -3906,7 +3869,7 @@
          • (2021) ubi-micro: RHEL tiny images to build containers 🌟 [SHELL CONTENT] [ADVANCED LEVEL] 🌟 [COMMUNITY-TOOL] — An open-source repository dedicated to UBI-Micro, Red Hat's smallest, zero-dependency base image layer designed for extreme attack surface minimization. It contains only essential package databases and relies on host-side tools like Buildah to inject necessary microservice binaries.
          • (2019) Introducing the Red Hat Universal Base Image 🌟 [COMMUNITY-TOOL] — An overview introducing the Red Hat Universal Base Image (UBI), designed to provide enterprise RHEL security configurations without subscription constraints. UBI delivers a reliable foundation for packaging and distributing cloud-native microservices across multi-cloud environments.
          • (2019) What is Red Hat Universal Base Image? [COMMUNITY-TOOL] — Deconstructs the design of Red Hat's Universal Base Image, explaining its lifecycle, support commitments, and open redistribution model. It outlines how UBI bridges the gap between secure RHEL package dependency requirements and standard public distribution channels.
            • -
          • (2019) RH Universal Base Image FAQ [COMMUNITY-TOOL] — A comprehensive FAQ resource answering technical queries regarding Red Hat UBI redistribution rights, support channels, and package installation configurations. Explains differences between standard, minimal, and micro base layers to help developers choose the right runtime footprint.
            • +
          • (2019) RH Universal Base Image FAQ [COMMUNITY-TOOL] — A comprehensive FAQ resource answering technical queries regarding Red Hat UBI redistribution rights, support channels, and package installation configurations. Explains differences between standard, minimal, and micro base layers to help developers choose the right runtime footprint.

          Image Synthesis

          BuildKit Integration

          @@ -3966,7 +3929,6 @@
        • (2018) Libpod: Library and tool for running OCI-based containers in Pods ⭐ 31763 [GO CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — The core engine library underlying Podman, enabling programmatic creation and lifecycle management of OCI-compliant containers and Pods. Libpod brings native Kubernetes-style multi-container 'Pod' groupings to local local environments without requiring a background orchestration API.
        • (2021) youtube: Getting started with Podman [NONE CONTENT] [COMMUNITY-TOOL] — A developer-oriented video walkthrough detailing installation, basic image handling, and container deployment using Podman. Explains core concepts of local rootless container security and basic networking models for developers transitioning from monolithic engine setups.
        • (2020) podmain.io: Announcing Podman v2 [NONE CONTENT] [COMMUNITY-TOOL] — The release announcement detailing Podman v2's updated architecture, notably the introduction of a new structured REST API. This release allows remote management of containers from macOS or Windows machines, bridging compatibility barriers to match modern hybrid-development requirements.
          • -
        • (2019) developers.redhat.com: Podman and Buildah for Docker users 🌟 [NONE CONTENT] [LEGACY] — A practical handbook for developers transitionining from legacy Docker tooling to the modern Podman/Buildah stack. It walks through command mapping, registry authentications, building minimal rootless images, and deploying local Kubernetes-style multi-container YAML manifests.
        • (2018) Intro to Podman [NONE CONTENT] [COMMUNITY-TOOL] — An introductory engineering guide presenting Podman's design philosophies. It outlines the core mechanics of running daemonless containers, using standard alias configs to replace traditional docker systems, and managing container storage within unprivileged user directories.

        Strategy and Standards

        @@ -4007,7 +3969,6 @@

        Kubernetes Integration (2)

        • (2024) Kubernetes.io: Container runtimes [NONE CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] — The official Kubernetes documentation detailing installation and integration patterns for CRI-compliant container runtimes. It provides step-by-step production setup configurations for containerd and CRI-O, detailing necessary kernel parameters, socket configurations, and systemd driver alignments.
          • -
        • (2017) cri-o.io [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] — The official home of CRI-O, an optimized Container Runtime Interface (CRI) designed specifically and exclusively for Kubernetes. CRI-O avoids overhead by supporting only OCI-compliant runtimes, removing unnecessary client CLI abstractions to deliver minimum-footprint workload execution.

        Low-Level Engines

          @@ -4073,7 +4034,7 @@
        • (2026) buildah [GO CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — Buildah specializes in crafting OCI-compliant container images without requiring a background container daemon. It enables fine-grained Layer management, dramatically reducing the security footprint of target images by keeping build tools outside the final layers.
        -

        💡 Explore Related: Kubernetes Storage | Kubernetes Alternatives | Kubernetes Client Libraries

        +

        💡 Explore Related: OCP 4 | Openshift | Serverless

        diff --git a/site/crossplane.html b/site/crossplane.html index 2975b507..7a5efd4d 100644 --- a/site/crossplane.html +++ b/site/crossplane.html @@ -2454,7 +2454,7 @@
      • (2021) itnext.io: Why do developers find Kubernetes so hard? [AGNOSTIC CONTENT] [COMMUNITY-TOOL] — Diagnoses the cognitive load and operational hurdles associated with exposing raw Kubernetes interfaces directly to application developers. It analyzes the friction created by complex network topologies, YAML verbosity, and security policies, making the case for platform abstraction layers and custom developer portals.
      -

      💡 Explore Related: IaC | Terraform | Chef

      +

      💡 Explore Related: IaC | Terraform | Oauth

      diff --git a/site/crunchydata.html b/site/crunchydata.html index c326e48b..eee3532f 100644 --- a/site/crunchydata.html +++ b/site/crunchydata.html @@ -2186,17 +2186,6 @@ -
      4. - -
    4. - - - - Developer Tutorials - - - -
    5. @@ -2944,7 +2933,6 @@
    6. Data Ingestion
    7. Data Replication
    8. Database Administration
      9. -
    9. Developer Tutorials
    10. Enterprise Solutions
    11. High Availability
    12. Open Source Repositories
      13. @@ -3154,11 +3142,6 @@

      Database Administration (1)

      -

      Developer Tutorials

      -
        -
      • (2026) learn.crunchydata.com 🌟 [SQL CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] — Interactive educational portal offering structured developer exercises focused on core database engineering. Includes tasks on indexing optimizations, raw performance telemetry, and complex JSON data orchestration strategies in PostgreSQL.

      Enterprise Solutions

        @@ -3192,7 +3175,6 @@

        Database Monitoring

        • (2020) info.crunchydata.com: Monitoring PostgreSQL clusters in kubernetes [NONE CONTENT] [COMMUNITY-TOOL] — Details structural metric collection architectures for Kubernetes-hosted PostgreSQL. Describes the integration of specialized postgres_exporter containers to feed telemetry into Prometheus targets with visualized dashboard outputs.
          • -
        • (2020) info.crunchydata.com: How to Setup PostgreSQL Monitoring in Kubernetes [YAML CONTENT] [COMMUNITY-TOOL] — Hands-on implementation guide for deploying a scalable monitoring architecture for PostgreSQL. Instructs on integrating postgres_exporter configurations, configuring Prometheus scrape pools, and importing Grafana analytics interfaces.

        Long-Term Storage

          @@ -3205,7 +3187,7 @@
        • (2019) ref1 [YAML CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — Explains OpenShift Service Accounts, Role-Based Access Control (RBAC), and Security Context Constraints (SCC). Understanding SCCs is vital when deploying complex operators that need custom security postures, such as stateful databases. This reference outlines how to grant specific system permissions safely, protecting multi-tenant clusters from security compromise.
        -

        💡 Explore Related: Yaml | Newsql | NoSQL

        +

        💡 Explore Related: Yaml | Message Queue | Databases

        diff --git a/site/customer.html b/site/customer.html index 8bf44ae5..319c93e9 100644 --- a/site/customer.html +++ b/site/customer.html @@ -1131,34 +1131,6 @@
      - - -
    13. - - - - Enterprise Solutions - - - - - -
    14. @@ -1563,34 +1535,6 @@ -
      15. - -
    15. - - - - Data Management (1) - - - - - -
    16. @@ -2980,10 +2924,6 @@
    17. Continuous Integration
      18. -
    18. Enterprise Solutions -
    19. Healthcare Tech @@ -3032,10 +2972,6 @@
    20. Software-Defined Vehicles
      21. -
    21. Data Management -
    22. Industrial Engineering @@ -3292,15 +3393,15 @@
    23. - + - PostgreSQL (1) + PostgreSQL (3) -
      24. + +
    24. + + + + System Architecture + + + + + +
    25. @@ -4594,6 +4740,10 @@
    26. Cloud Infrastructure
      27. +
    27. FinOps +
    28. Market Trends @@ -4678,6 +4828,11 @@
    29. Operational Guide
      30. +
    30. Database
      31. +
    31. PostgreSQL +
    32. Database and Storage Management
    33. Data Administration
      34. -
    34. PostgreSQL
      35. +
    35. PostgreSQL +
      36. +
    36. PostgreSQL
    37. Alternative Paradigms
    38. Application Architecture
    39. Application Performance
    40. Backups
      41. -
    41. Database Administration
      42. +
    42. Database Administration
    43. Database Architecture
    44. Database Backups
    45. Extensions
      46. @@ -4869,6 +5028,11 @@
    46. Crunchy PostgreSQL
      47. +
    47. System Architecture
      48. +
    48. Data Management +
    49. Time-Series
    50. Architecture
    51. VictoriaMetrics
      52. @@ -4928,6 +5092,11 @@
    52. (2021) unifieddatascience.com: Data lake design patterns on google (GCP) cloud [N/A CONTENT] [COMMUNITY-TOOL] — Detailed reference architecture mapping design paths for deploying scalable data lakes inside Google Cloud Platform (GCP). Reviews Cloud Storage setups, BigQuery access schemas, and serverless ingestion patterns.

      53. Cloud Infrastructure

      +

      FinOps

      +

      Cost Optimization

      +
        +
      • (2023) treblle.com: How does Treblle scale on AWS without breaking the bank? [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — Curator Insight highlights Treblle’s architectural strategy for processing billions of API requests on AWS affordably. Live Grounding details how modern SaaS platforms leverage spot instances, API gateway caching, serverless scale-to-zero databases, and intensive performance profiling to decouple traffic volume from infrastructure costs.
        • +

      Cloud Databases

      - - -
    53. - - - - Collaboration - - - - - -
    54. @@ -3134,10 +3061,10 @@ -

      API Marketplaces. API Management with API Gateways & Developer Portals

      +

      API Marketplaces. API Management with API Gateways and Developer Portals

      Architectural Context

      -

      Detailed reference for API Marketplaces. API Management with API Gateways & Developer Portals in the context of Platform & Site Reliability.

      +

      Detailed reference for API Marketplaces. API Management with API Gateways and Developer Portals in the context of Platform & Site Reliability.

      Table of Contents

        @@ -3237,11 +3164,6 @@
      1. Transport Layer Security
        2. -
      2. Networking
        3. -
      3. Service Mesh -
      4. Platform Engineering
      5. Developer Portal
        6. -
      6. Collaboration -
      7. Programming Paradigms @@ -3546,12 +3464,6 @@
        • (2020) howhttps.works [COMMUNITY-TOOL] — An interactive, visual educational resource designed to unpack the complex mechanics of the HTTPS protocol, TLS handshakes, and public key cryptography. Highly useful for onboarding developers to understand transport-layer security and key-exchange negotiations in web systems.
        -

        Networking

        -

        Service Mesh

        -

        eBPF vs Proxy

        -

        Platform Engineering

        Developer Portal

        Internal Developer Platforms

        @@ -3573,18 +3485,13 @@
        • (2026) Best Practices for Using GitHub Copilot [DOCUMENTATION] [COMMUNITY-TOOL] — Authoritative guidelines from GitHub designed to optimize interaction with Copilot. Covers prompt engineering tactics (such as context-setting files and comments), managing AI security and license compliance, and verifying generated output.
        -

        Collaboration

        -

        Documentation Specifications

        -

        Programming Paradigms

        Functional Programming

        • (2023) github.com/readme/guides: Functional Programming 101 [GUIDE] [COMMUNITY-TOOL] [GUIDE] — An introductory guide exploring core tenets of the functional programming paradigm, such as immutability, pure functions, and referential transparency. Synthesizes practical benefits of adopting these concepts in modern application development to minimize side effects, simplify testing, and boost concurrent performance.
        -

        💡 Explore Related: DevOps | SRE | Chaos Engineering

        +

        💡 Explore Related: DevOps | Performance Testing With Jenkins And Jmeter | QA

        diff --git a/site/devops-tools.html b/site/devops-tools.html index 6e548ee2..c7f6f85e 100644 --- a/site/devops-tools.html +++ b/site/devops-tools.html @@ -1119,6 +1119,96 @@ +
        8. + +
      8. + + + + AI and Platform Engineering + + + + + + +
        9. + +
      9. + + + + AI Engineering + + + + + +
      10. @@ -1326,10 +1416,49 @@ + + +
        11. + +
      11. + + + + Platform Engineering + + + + + -
        12. - -
      12. - - - - Orchestration and Packaging - - - - - -
        13. @@ -3096,6 +3208,16 @@

    • Table of Contents

      +
    1. AI and Platform Engineering
      2. +
    2. AI Assistants +
      3. +
    3. AI Engineering
      4. +
    4. Agentic Frameworks +
    5. CICD Pipelines
    6. AI and Automation
    7. Kubernetes and Container Orchestration
      8. -
    8. Platform Engineering
      9. +
    9. Version Management +
    10. Observability
    11. UI Clients
      12. -
    12. Orchestration and Packaging
      13. -
    13. Cloud-Native Delivery -
    +

    AI and Platform Engineering

    +

    AI Assistants

    +

    Developer Productivity

    + +

    AI Engineering

    +

    Agentic Frameworks

    +

    Developer Experience

    +

    CICD Pipelines

    AI and Automation

    Model Context Protocol

    @@ -3211,10 +3349,19 @@

    Deployment and Delivery

    CICD and Delivery

    -

    Developer Productivity

    +

    Developer Productivity (1)

    +

    Enterprise Tooling

    + +

    Platform Engineering

    +

    Kubernetes Management

    +

    DevOps and Platform Engineering

    Architecture and Orchestration

    Foundational Primer

    @@ -3224,7 +3371,7 @@

    Event-Driven Automation

    Workflows

    Industry Reports

    Tooling Landscape

    @@ -3324,7 +3471,7 @@
  • (2023) devopscube.com: Vagrant Tutorial For Beginners: Getting Started Guide 🌟 [N/A CONTENT] [GUIDE] [COMMUNITY-TOOL] [GUIDE] — An introductory guide to Vagrant for configuring local virtual machine environments. It explains how to write Vagrantfiles, configure local networks, and run provisioning engines like Ansible to ensure consistent local developer environments.

    • Kubernetes and Container Orchestration

    -

    Platform Engineering

    +

    Platform Engineering (1)

    AppOps and GitOps

    +
  • Cloud Computing
    • +
  • Training +
  • Cloud Infrastructure
  • AWS
    • +
  • Software Engineering Practices
    • +
  • Containerized Workflows +
  • Testing
  • Integration Testing

    Caching

    Dockerfiles

    -

    💡 Explore Related: Angular | Python | Java_Frameworks

    +

    💡 Explore Related: Postman | Angular | Swagger Code Generator For Rest APIs

    diff --git a/site/dotnet.html b/site/dotnet.html index f57995ad..59c7b851 100644 --- a/site/dotnet.html +++ b/site/dotnet.html @@ -1992,17 +1992,6 @@ +
    • + +
  • + + + + CICD Pipelines + + + + + +
  • @@ -1922,6 +1967,51 @@ +
    • + +
  • + + + + DevOps + + + + + +
  • @@ -2080,6 +2170,34 @@ +
    • + +
  • + + + + Security and Compliance + + + + + +
    • @@ -2831,6 +2949,11 @@
  • General Reference
    • +
  • CICD Pipelines
    • +
  • Git Integration +
  • Cloud Platforms
  • OpenShift
    • +
  • DevOps
    • +
  • Education +
  • Operating Systems and Infrastructure
  • Linux
    • +
  • Security and Compliance +
  • Professional Development
  • Certifications
    -

    💡 Explore Related: Appointment Scheduling | Recruitment | Digital Money

    +

    💡 Explore Related: HR | Newsfeeds | Workfromhome

    diff --git a/site/embedded-servlet-containers.html b/site/embedded-servlet-containers.html index 3af93bf2..0ca61f69 100644 --- a/site/embedded-servlet-containers.html +++ b/site/embedded-servlet-containers.html @@ -2516,10 +2516,10 @@

    Web Servers

    -

    💡 Explore Related: Angular | Python | Dom

    +

    💡 Explore Related: Postman | Angular | Swagger Code Generator For Rest APIs

    diff --git a/site/faq.html b/site/faq.html index 8e2181a3..66442487 100644 --- a/site/faq.html +++ b/site/faq.html @@ -1323,34 +1323,6 @@ -
    • - -
  • - - - - DevOps - - - - - -
  • @@ -1662,51 +1589,6 @@ -
    • - -
  • - - - - Networking - - - - - -
    • @@ -2911,19 +2793,10 @@
  • Cloud Infrastructure
    • -
  • Enterprise Containers -
  • Storage and Databases
    • -
  • DevOps
    • -
  • CICD -
  • Kubernetes Tools
  • General Reference
  • Microservices Architecture
    • @@ -2951,11 +2824,6 @@
  • Case Study
    • -
  • Networking
    • -
  • Multi-Cluster -

    • Architecture

    Cloud Native

    @@ -2991,27 +2859,16 @@
  • (2022) cybercoders.com: What Hiring Managers look for in a Full Stack Developer [NONE CONTENT] [COMMUNITY-TOOL] — A market intelligence report surveying hiring requirements for full stack engineering roles. It maps out key technical benchmarks such as comfort with distributed system paradigms, experience with container systems like Docker/Kubernetes, and familiarity with cloud platforms, alongside essential communication and agile development competencies.

    • Cloud Infrastructure

    -

    Enterprise Containers

    -

    Strategy

    -

    Storage and Databases

    Storage Strategy

    -

    DevOps

    -

    CICD

    -

    Kubernetes Orchestration

    -

    Kubernetes Tools

    General Reference

    -

    💡 Explore Related: Demos | Kubernetes | Cloud Arch Diagrams

    +

    💡 Explore Related: Demos | Kubernetes | Cheatsheets

    diff --git a/site/gitops.html b/site/gitops.html index e75a89d5..ef5261de 100644 --- a/site/gitops.html +++ b/site/gitops.html @@ -2012,34 +2012,6 @@ - - -
  • - - - - Kubernetes and Operators - - - - - -
    • @@ -2107,6 +2079,51 @@ + + +
  • + + + + Cloud Native and Kubernetes + + + + + +
  • @@ -2575,34 +2592,6 @@ +
    • + +
  • + + + + Service Mesh + + + + + + +
    • + + + + + + +
  • + + + + Orchestration and Packaging + + + + +
  • - + - Platform Engineering (1) + Platform Engineering -
    • - -
  • - - - - Microservice Runtimes - - - - - -
  • @@ -2487,51 +2459,6 @@ -
    • - -
  • - - - - Developer Productivity - - - - - -
  • @@ -3603,10 +3530,6 @@
  • Debugging Tools
    • -
  • Microservice Runtimes -
  • Web Frameworks @@ -3635,11 +3558,6 @@
  • Go Templates
    • -
  • Developer Productivity
    • -
  • Integrated Development Environments -
  • Kubernetes Platform
  • K8s API and Development
    -

    💡 Explore Related: Demos | Kubernetes | Cloud Arch Diagrams

    +

    💡 Explore Related: Demos | Kubernetes | Cheatsheets

    diff --git a/site/helm.html b/site/helm.html index 7d37b440..2e0b2116 100644 --- a/site/helm.html +++ b/site/helm.html @@ -2086,51 +2086,6 @@ -
    • - -
  • - - - - Infrastructure as Code - - - - - -
  • @@ -2353,6 +2308,34 @@
    • -
  • Infrastructure as Code
    • -
  • Helm -
  • Kubernetes Tools
  • General Reference
  • Multi-Cluster Management
    • @@ -3863,6 +3830,10 @@
  • Platform Engineering
    • +
  • Application Delivery +
  • Kubernetes GitOps and Packaging +
    • + +
  • + + + + FinOps and Cloud Cost + + + + + + +
    • + +
  • + + + + Governance and Management + + + + + +
  • @@ -2894,11 +3091,23 @@
  • General Reference
    • +
  • Cloud Governance
    • +
  • Enterprise Architecture +
  • Cloud Infrastructure
    • +
  • AWS Automation +
    • +
  • Azure Networking +
  • Infrastructure as Code @@ -2907,6 +3116,11 @@
  • GCP Resources
    • +
  • Cloud Infrastructure and Orchestration
    • +
  • Public Cloud Administration +
  • Cloud Management
  • FinOps
    • +
  • FinOps and Cloud Cost
    • +
  • Azure Optimization +
    • +
  • Governance and Management
    • +
  • Enterprise Governance +
  • Infrastructure
  • Sysadmin @@ -2295,17 +2323,6 @@ -
    • - -
  • - - - - Multi-Region Deployments - - - -
    • @@ -2456,34 +2473,6 @@ - - -
  • - - - - Storage and Hybrid Systems - - - - - -
    • @@ -2640,6 +2629,51 @@ + + +
  • + + + + Cloud Infrastructure and Orchestration + + + + + +
  • @@ -7007,6 +7041,10 @@
  • Orchestration
    • +
  • Web Applications +
  • Architecture Patterns
  • Microservices +
    • + +
  • + + + + Kubernetes Developer Experience + + + + + +
  • @@ -2426,6 +2684,51 @@ +
    • + +
  • + + + + Orchestration and Packaging + + + + + +
  • @@ -2498,10 +2801,10 @@
    • -
  • Enterprise DevOps -
  • Infrastructure
  • CI-CD
    • +
  • Kubernetes Developer Experience
    • +
  • Inner-Loop Automation +
  • MLOps
  • Kubernetes
    • +
  • Orchestration and Packaging
    • +
  • Cloud-Native Delivery +
  • Platform Architecture
  • CICD +
    • + +
  • + + + + Cloud Computing + + + + + +
  • @@ -3840,6 +4041,96 @@ +
    • + +
  • + + + + Application Delivery + + + + + + +
    • + +
  • + + + + Continuous Integration + + + + + +
    • @@ -3916,15 +4207,15 @@ + + +
  • + + + + GitOps and CICD + + + + + +
  • @@ -5023,10 +5617,10 @@
  • - + - Jenkins Basics + Jenkins Basics (1) @@ -5324,6 +5918,96 @@ +
    • + +
  • + + + + Infrastructure as Code and CI-CD + + + + + + +
    • + +
  • + + + + Kubernetes and Cloud Native + + + + + +
  • @@ -5691,15 +6375,15 @@ +
    • + +
  • + + + + Software Development + + + + + +
  • @@ -6426,10 +7217,10 @@ -

    Jenkins & CloudBees

    +

    Jenkins and CloudBees

    Architectural Context

    -

    Detailed reference for Jenkins & CloudBees in the context of Engineering Pipeline.

    +

    Detailed reference for Jenkins and CloudBees in the context of Engineering Pipeline.

    Table of Contents

      @@ -6496,6 +7287,11 @@
    1. Build Dependencies
      2. +
    2. Automation +
    3. Build Tools @@ -6504,6 +7300,10 @@
    4. Docker Integration
      5. +
    5. Industry Analysis +
    6. Jenkins @@ -6514,6 +7314,12 @@
    7. OpenShift Integration
      8. +
    8. OpenShift +
    9. Pipeline Definition @@ -6658,6 +7464,11 @@
    10. SAP Automation
      11. +
    11. Jenkins Management +
    12. Job Triggering @@ -6676,6 +7487,11 @@
    13. Secrets Management
      14. +
    14. Cloud Computing
      15. +
    15. AWS +
    16. Cloud Integration
    17. Artifact Storage
      18. +
    18. Application Delivery +
      19. +
    19. Continuous Integration +
    20. Community
    21. Resources
    22. Continuous Delivery
      23. -
    23. CI-CD Pipelines
      24. -
    24. Continuous Integration
      25. +
    25. Continuous Integration
    26. Build Configuration
      27. -
    27. Pipelines
      28. +
    28. Continuous Integration and Delivery
      29. +
    29. Cloud Native CI-CD +
      30. +
    30. Deployment and Delivery
      31. +
    31. CICD and Delivery +
      32. +
    32. CICD Platforms +
    33. DevOps
    34. Infrastructure as Code
      35. +
    35. DevSecOps and Automation
      36. +
    36. Jenkins-based CI-CD +
      37. +
    37. DevSecOps and Registry
      38. +
    38. Java Tools +
    39. Frameworks and Ecosystem
    40. Community Presentations
      41. +
    41. GitOps and CICD
      42. +
    42. Enterprise DevOps +
    43. Hybrid Infrastructure
    44. Auto-scaling
      45. +
    45. Infrastructure as Code and CI-CD
      46. +
    46. CI-CD Pipelines +
      47. +
    47. Kubernetes and Cloud Native
      48. +
    48. CICD +
    49. Microservices
    50. Application Development
      • Kotlin
        • @@ -6908,10 +7779,16 @@
    51. Platform Architecture
      52. -
    52. CICD
        +
      • CICD
        • +
      • Platform Engineering
        • +
      • CICD Migration +
      • Security
      • Application Security
        • +
      • Software Development
        • +
      • Java Ecosystem +
      • Software Engineering
      • Groovy Programming

        High Availability

        Industry Standards

          @@ -7134,7 +8016,7 @@

        Telemetry

          -
        • (2026) stats.jenkins.io 🌟 [COMMUNITY-TOOL] — Live landing dashboard presenting global aggregated usage statistics of the Jenkins ecosystem. Tracks monthly active installations, plugin adoption counts, OS distributions, and version trends across the community.
          • +
        • (2026) stats.jenkins.io 🌟 [COMMUNITY-TOOL] — Live landing dashboard presenting global aggregated usage statistics of the Jenkins ecosystem. Tracks monthly active installations, plugin adoption counts, OS distributions, and version trends across the community.
        • (2018) jenkins-infra/jenkins-usage-stats 🌟 [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — Official scripts and tools used by the Jenkins Infrastructure team to process, aggregate, and publish anonymous usage statistics from global Jenkins installations. Helps track plugin usage trends and version distributions.

        Tutorial

        @@ -7165,6 +8047,15 @@
        • (2025) Copy Artifact [JAVA CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] — Enables secure and parameterized copying of workspace artifacts between different Jenkins jobs. Crucial for non-pipeline or multi-stage legacy freestyle architectures, though modern pipeline-based artifact repositories are preferred.
        +

        Automation (1)

        +

        Deployment Tools

        +
          +
        • (2023) Kubernetes Continuous Deploy [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — A specialized Jenkins plugin designed to coordinate container deployment pipelines, allowing seamless application delivery onto Kubernetes clusters. It handles cluster authentication, manifest interpolation, and rollout verification, although modern enterprise GitOps architectures have largely transitioned target deployments to ArgoCD or Flux.
          • +
        +

        Jenkins Integration

        +
          +
        • (2024) Jenkins Kubernetes Plugin [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — A foundational plugin that integrates Jenkins with Kubernetes clusters to dynamically provision Jenkins agent pods on-demand. By leveraging Kubernetes namespaces and resources, it ensures isolated build environments, scaling agent capacity up during intensive test stages and scaling down to save compute budget.
          • +

        Build Tools

        Maven

          @@ -7175,6 +8066,11 @@
          • (2021) CloudBees Docker Custom Build Environment [JAVA CONTENT] 🌟🌟 [COMMUNITY-TOOL] — Allows building projects inside a custom Docker container, providing an isolated build runtime. Generally succeeded by native Jenkins Pipeline declarative agent { docker } syntax, rendering this standalone plugin largely obsolete.
          +

          Industry Analysis

          + +
            +
          • (2021) sdtimes.com: CI/CD pipelines are expanding 🌟 [COMMUNITY-TOOL] — A comprehensive industry report analyzing the evolution of modern CI/CD pipelines as they swallow up operations, security compliance (DevSecOps), and AI/ML model integration (MLOps). It traces how simple deployment automation has evolved into highly integrated, complex policy engines that run across distributed clouds.
            • +

          Jenkins (1)

          Reporting Plugins

            @@ -7194,6 +8090,19 @@
          • (2023) openshift-login [JAVA CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] — Provides automated authentication against OpenShift clusters inside Jenkins pipelines, handling token retrieval and renewal seamlessly. Secures interactions with OpenShift API servers using temporary ServiceAccount tokens or OAuth configs.
          • (2018) openshift-deployer [JAVA CONTENT] 🌟 [LEGACY] — An older plugin designed for deploying applications to OpenShift V2/V3 environments. Modern GitOps engines (ArgoCD) and OpenShift GitOps have largely replaced this plugin, rendering it legacy for newer cloud-native deployments.
          +

          OpenShift

          +

          CLI Tools

          +
            +
          • (2022) openshift-client [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — A vital Jenkins plugin that packages and injects the OpenShift CLI (oc) command tool directly into pipeline execution containers. It enables automation scripts to easily authenticate, query, and manipulate OpenShift namespaces, security context constraints (SCCs), and route resources.
            • +
          +

          Pipelines

          +
            +
          • (2022) openshift-pipeline [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — A key Jenkins integration designed to trigger and coordinate OpenShift source-to-image (S2I) and binary-to-image build pipelines directly from Jenkins stages. It bridges traditional centralized orchestration with OpenShift-native application delivery models. Modern workloads are increasingly migrating toward Tekton-based OpenShift Pipelines.
            • +
          +

          Synchronization

          +
            +
          • (2022) openshift-sync [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — A specialized Jenkins plugin designed to continuously synchronize Jenkins Job states, configurations, and build logs directly with OpenShift’s Build configurations and pipelines. By unifying build states, it provides developers with a single dashboard experience within the native OpenShift console interface.
            • +

          Pipeline Definition

          Declarative Alternatives

            @@ -7419,7 +8328,7 @@

            Pipeline Testing

            Linting

              -
            • (2025) Pipeline Development Tools (Command-line Pipeline Linter) [NONE CONTENT] [COMMUNITY-TOOL] — The standard linting interface built to parse dynamic Jenkinsfiles against syntax engines. Ensures early discovery of Groovy typos, security blocks, and formatting errors before pipelines run on physical infrastructure.
              • +
            • (2025) Pipeline Development Tools (Command-line Pipeline Linter) [NONE CONTENT] [COMMUNITY-TOOL] — The standard linting interface built to parse dynamic Jenkinsfiles against syntax engines. Ensures early discovery of Groovy typos, security blocks, and formatting errors before pipelines run on physical infrastructure.

            Local Execution

              @@ -7474,6 +8383,15 @@ +

              Jenkins Management

              +

              Infrastructure Upgrades

              +
                +
              • (2019) Running Jenkins on Java 11 🌟 [LEGACY] — Comprehensive administration runbook describing JVM upgrade pathways from Java 8 to Java 11. Addresses class-loading modifications, modularization parameters, and deprecated agent arguments.
                • +
              +

              JVM Performance Tuning

              +

              Job Triggering

              Cron Scheduling

                @@ -7482,7 +8400,7 @@

                Pipeline Patterns

                Declarative vs Scripted

                  -
                • (2021) youtube/Bribe By Bytes: Jenkins Pipelines | Pipeline Concept | Types of Pipelines | Part 1 [COMMUNITY-TOOL] — Covers declarative versus scripted pipelines in Jenkins, defining the programmatic DSL paradigms and stage blocks inside modern Jenkinsfiles. Curator Insight: Compares pipeline design models. Live Grounding: While declarative is the industry default, scripted pipeline syntax remains critical for custom Groovy orchestration.
                  • +
                • (2021) youtube/Bribe By Bytes: Jenkins Pipelines | Pipeline Concept | Types of Pipelines | Part 1 [COMMUNITY-TOOL] — Covers declarative versus scripted pipelines in Jenkins, defining the programmatic DSL paradigms and stage blocks inside modern Jenkinsfiles. Curator Insight: Compares pipeline design models. Live Grounding: While declarative is the industry default, scripted pipeline syntax remains critical for custom Groovy orchestration.
                • (2021) itnext.io: Jenkins Tutorial — Part 1 — Pipelines 🌟 [COMMUNITY-TOOL] — A detailed multi-part series covering parameterized builds, variable contexts, parallel phases, and interactive user inputs. Curator Insight: Multi-step pipelines deep dive. Live Grounding: Highly regarded learning path that guides engineers from basics to complex production Jenkinsfiles.

                Execution Steps

                @@ -7514,6 +8432,12 @@
                • (2021) developer.okta.com: Update App Secrets with Jenkins CI and .NET Core [COMMUNITY-TOOL] — Demonstrates methods to safely inject environment variables and application secrets into .NET Core apps during CI builds using modern Jenkins plugins. Curator Insight: Secure secret injections. Live Grounding: Focuses on keeping access secrets out of code bases and pipeline configurations.
                +

                Cloud Computing

                +

                AWS

                +

                Community Learning

                +
                  +
                • (2023) community.aws/training: Training and Certification [COMMUNITY-TOOL] — The centralized AWS Builder community training site featuring articles, community-sourced tutorials, and architectural guidelines written by AWS Heroes and user group leaders worldwide.
                  • +

                Cloud Integration

                Artifact Storage

                Azure Integration

                @@ -7531,18 +8455,30 @@
                • (2024) eksctl: EKS installer ⭐ 5203 [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — The official CLI orchestration tool for provisioning AWS EKS clusters. It compiles high-level YAML inputs into CloudFormation actions to automatically establish VPC, IAM, and worker nodes.
                +

                Application Delivery

                +

                Package Management

                +
                Introductory
                + +

                Continuous Integration

                +

                CI-CD Pipelines

                +
                Red Hat OpenShift
                +

                Community

                Resources

                Brand and Design

                  -
                • (2021) docs.google.com: Jenkins Artwork Social Media & Open Graph Images [COMMUNITY-TOOL] — A shared repository of official Jenkins marketing slide templates, community brand guidelines, and graphics resources. Curator Insight: Design assets. Live Grounding: Handy for technical presenters preparing team slides or design documents.
                  • +
                • (2021) docs.google.com: Jenkins Artwork Social Media & Open Graph Images [COMMUNITY-TOOL] — A shared repository of official Jenkins marketing slide templates, community brand guidelines, and graphics resources. Curator Insight: Design assets. Live Grounding: Handy for technical presenters preparing team slides or design documents.

                Infrastructure Issues

                • (2021) github.com/jenkins-infra/jenkins.io/issues ⭐ 427 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — The official issue tracker for the Jenkins project documentation and core infrastructure. Curator Insight: Issues tracking portal. Live Grounding: Vital reference resource for looking up plugin deprecations and configuration workarounds.

                Continuous Delivery

                -

                CI-CD Pipelines

                +

                CI-CD Pipelines (1)

                Jenkins Ecosystem

                • (2026) sahilsk/awesome-jenkins ⭐ 70 [MARKDOWN CONTENT] 🌟 [LEGACY] — A focused index consolidating plugins, shared pipeline library patterns, and optimization practices for Jenkins automation servers. Excellent resource for maintaining complex legacy enterprise build pipelines.
                  • @@ -7557,7 +8493,7 @@
                  • (2026) Hacking jenkins [MARKDOWN CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — A technical security write-up archiving exploit chains, threat indicators, and software mitigation structures for the historic 2019 Jenkins Remote Code Execution flaws. Essential archival case study for engineering modern supply chain mitigations.
                  -

                  Continuous Integration

                  +

                  Continuous Integration (1)

                  Build Configuration

                  Dynamic Parameters

                    @@ -7580,7 +8516,16 @@
                    • (2025) Text Finder 🌟 [JAVA CONTENT] [COMMUNITY-TOOL] — Scans workspace files or console output logs for designated regular expressions, enabling automated job state alterations. It is used to systematically degrade a build status from success to unstable or failed upon encountering structural anomalies or error flags.
                    -

                    Pipelines

                    +

                    Jenkins (2)

                    +

                    Ansible Integration

                    +
                      +
                    • (2021) itnext.io: Ansible and Jenkins — automate your scritps 🌟 [GROOVY CONTENT] [COMMUNITY-TOOL] — Explores the architectural integration of Ansible with Jenkins automation pipelines. By utilizing the Jenkins Ansible Plugin, it demonstrates how to leverage Jenkins for orchestration, scheduling, and secret management while offloading configuration deployment tasks to Ansible playbooks.
                      • +
                    +

                    Automation Server

                    +
                      +
                    • (2026) Jenkins [JAVA CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — Jenkins remains the foundational open-source automation server supporting highly extensible CI/CD pipelines. Its exhaustive plugin ecosystem allows seamless orchestration of Ansible runs, Git operations, and target-system provisioning as part of delivery loops.
                      • +
                    +

                    Pipelines (1)

                    Utility Steps

                    • (2026) Pipeline Utility Steps 🌟🌟 [JAVA CONTENT] [COMMUNITY-TOOL] — Adds standard pipeline steps for handling, editing, and reading file types like JSON, CSV, XML, YAML, and ZIP files. It is an essential utility for modern Jenkins configurations.
                      • @@ -7632,6 +8577,23 @@
                    • (2025) pipeline-graph-view-plugin 🌟 ⭐ 154 [JAVA CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — The underlying backend and visualization architecture for the Pipeline Graph View. Utilizing React components, it interfaces with Jenkins Core APIs to supply real-time execution graphs and state reporting without degrading the performance of the controller.
                    • (2026) pipeline-graph-view 🌟 [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] — Delivers a modernized and responsive visual interface for tracking pipeline execution runs. Replaces old visualization interfaces by providing clean DAG trees, making parallel step runs, sequential phases, and step execution statuses readily apparent to developers.
                    +

                    Continuous Integration and Delivery

                    +

                    Cloud Native CI-CD

                    +

                    Hybrid Integration

                    +
                      +
                    • (2021) Easily reuse Tekton and Jenkins X from Jenkins [GROOVY CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] — Details the technical cooperation between Jenkins, Jenkins X, and Tekton. It demonstrates how traditional Jenkins users can trigger Tekton's containerized cloud-native tasks, allowing teams to smoothly modernize their build architectures incrementally without completely rewriting their legacy Jenkinsfiles.
                      • +
                    +

                    Deployment and Delivery

                    +

                    CICD and Delivery

                    +

                    Jenkins (3)

                    +
                      +
                    • (2023) Back of the Napkin Guide to Updating Jenkins [GUIDE] [GUIDE] [LEGACY] — A pragmatic quick-reference outlining safe, robust upgrade strategies for legacy Jenkins master/agent nodes. Covers JVM runtime alignment, plugins dependency management, and core server updates with minimum outage windows.
                      • +
                    +

                    CICD Platforms

                    +

                    Kubernetes-Native CI

                    +
                      +
                    • (2021) jenkins-x.io [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] — Jenkins X is an automated, cloud-native CI/CD platform engineered specifically for Kubernetes environments. Driven by Tekton and Helm, it implements comprehensive GitOps-based environment promotion and dynamic preview deployment capabilities.
                      • +

                    DevOps

                    Infrastructure as Code

                    Jenkins Configuration as Code

                    @@ -7645,12 +8607,28 @@
                    • (2021) Continuation Passing Style (CPS) ⭐ 95 [JAVA CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — Curator Insight introduces the underlying Continuation Passing Style (CPS) engine used for executing asynchronous Groovy scripts in Jenkins pipelines. Live Grounding reveals that understanding CPS is critical for debugging serialization errors during master restarts. This technical library ensures execution state can survive controller crashes and resume safely.
                    +
                    JobDSL API Reference
                    +
                      +
                    • (2022) Defines a Groovy CPS DSL definition: pipelineJob definition cps script [N/A CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] — Curator Insight presents an aggregative documentation path detailing Groovy CPS execution layouts, pipeline migrations, and auxiliary utility plugins. Live Grounding asserts that despite modern cloud-native shifts, these JobDSL APIs and diagnostic tools (like the Plugin Installation Manager) form the backbone of highly reliable enterprise environments. It provides essential guidelines for maintaining complex pipelines.
                      • +

                    DevSecOps

                    CICD Pipelines (1)

                    Jenkins Automation

                    • (2021) cloudbees.com: Jenkins Pipeline with Plugins [ADVANCED LEVEL] [CASE STUDY] [COMMUNITY-TOOL] — Explores Jenkins Pipeline architectural best practices, highlighting how plugins extend declarative and scripted pipeline structures. Discusses dependency isolation, shared library strategies, and security scanning integrations. Designed to provide architects with solid configuration strategies to manage enterprise-scale build workloads securely.
                    +

                    DevSecOps and Automation

                    +

                    Jenkins-based CI-CD

                    +

                    Jenkins Basics

                    + +

                    DevSecOps and Registry

                    +

                    Java Tools

                    +

                    Gradle Reference

                    +
                      +
                    • (2026) Gradle Cheat Sheets [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times.
                      • +

                    Frameworks and Ecosystem

                    Community Presentations

                    Developer Training

                    @@ -7670,6 +8648,12 @@
                    • (2026) Plugin Development [NONE CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] — The main developer framework documentation outlining core extension points, user interface standards, and security guidelines necessary for authoring robust Jenkins plugins.
                    +

                    GitOps and CICD

                    +

                    Enterprise DevOps

                    +

                    Release Orchestration

                    +
                      +
                    • (2026) Cloudbees Flow [AGNOSTIC CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — An enterprise-grade release orchestration and continuous delivery platform. It automates complex, multi-tiered deployments across hybrid architectures (including on-premises VM farms, mainframes, and Kubernetes), providing compliance auditing, unified pipeline visualization, and deployment metrics.
                      • +

                    Hybrid Infrastructure

                    Auto-scaling

                    AWS Fleet Orchestration

                    @@ -7770,7 +8754,7 @@
                    • (2021) ssbostan/jenkins-stack-docker ⭐ 150 [YAML CONTENT] 🌟🌟 [COMMUNITY-TOOL] — A practical Docker-compose blueprint designed for local development, sandbox testing, and rapid prototyping of Jenkins environments. Simplifies validation of pipeline configurations, shared libraries, and local plugin dependencies inside local environments.
                    -

                    Jenkins Basics

                    +

                    Jenkins Basics (1)

                    • (2020) riptutorial.com: Learning Jenkins [COMMUNITY-TOOL] — A structured community reference cookbook illustrating standard Jenkins installation, basic plugin configuration, and core administration. Provides detailed blueprints for building basic automation pipelines, managing credentials, and designing execution parameters.
                    @@ -7865,6 +8849,18 @@
                  • (2021) Declarative Pipeline - Jenkins shared library 🌟 ⭐ 22 [GROOVY CONTENT] 🌟 [COMMUNITY-TOOL] — An open-source reference implementation of a Jenkins Declarative Shared Library. Contains practical, modular code examples for static security analysis, test result formatting, container compilation, and real-time Slack notification integrations.
                  • (2021) Pipeline Global Library for ci.jenkins.io [GROOVY CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — The real-world production Global Shared Pipeline Library utilized by the official Jenkins infrastructure project (ci.jenkins.io). Serves as an excellent architectural blueprint of highly robust, scalable, and modular pipeline development.
                  +

                  Infrastructure as Code and CI-CD

                  +

                  CI-CD Pipelines (2)

                  +

                  Concourse CI

                  +
                    +
                  • (2020) thoughtworks.com: Modernizing your build pipelines with Concourse CI 🌟 [YAML CONTENT] [ADVANCED LEVEL] [LEGACY] — Analyzes the migration patterns from Jenkins or legacy orchestrators to Concourse CI, highlighting Concourse's declarative, stateless, container-first pipeline design. (Live Grounding: Concourse CI, though revolutionary for its resource-based declarative architecture, has largely been superseded in 2026 by GitOps controllers like Argo CD and cloud-native pipeline runners like GitHub Actions).
                    • +
                  +

                  Kubernetes and Cloud Native

                  +

                  CICD (1)

                  +

                  Dockerization

                  +
                    +
                  • (2020) jaxenter.com: CI/CD for Spring Boot Microservices: Part 1 [JAVA CONTENT] [COMMUNITY-TOOL] — Details optimal Docker containerization patterns for Spring Boot microservices, addressing multi-stage image builds, layer caching, and minimizing runtime footprint sizes. It shows how to design pipeline steps to generate secure, unprivileged OCI-compliant container images.
                    • +

                  Microservices

                  Application Development

                  Kotlin

                  @@ -7941,12 +8937,19 @@
                • (2021) jenkins.io: Docker images use Java 11 by default 🌟 [COMMUNITY-TOOL] — This technical update notes the migration of official Jenkins base container images to Java 11 by default. Curator Insight: Java 11 upgrades. Live Grounding: Standard operational shift that paved the way for JDK 17, delivering substantial performance and GC stability updates.

                Platform Architecture

                -

                CICD (1)

                +

                CICD (2)

                Jenkins Pipelines

                • (2026) Jenkins Pipeline Syntax: Scripted Syntax (Groovy DSL syntax) & Declarative Syntax 🌟 [GROOVY CONTENT] [DOCUMENTATION] [DE FACTO STANDARD] [GUIDE] — The official Jenkins specification document clarifying Scripted (Groovy DSL) and Declarative pipeline syntaxes. Essential reference material for engineers looking to configure reliable, version-controlled execution steps within enterprise environments.
                • (2018) Building Declarative Pipelines with OpenShift DSL Plugin 🌟🌟 [GROOVY CONTENT] [GUIDE] [LEGACY] — Provides a comprehensive overview of building declarative CI/CD routines utilizing the OpenShift DSL Plugin. Enables developers to construct clean pipeline workflows with native OpenShift resource operations directly inside Jenkins files.
                +

                Platform Engineering

                +

                CICD Migration

                +

                Argo Workflows

                +
                Jenkins (4)
                +
                  +
                • (2022) Migrating CI/CD from Jenkins to Argo Workflows [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] — Shares practical lessons from migrating a legacy Jenkins CI pipeline stack over to container-native Argo Workflows. Compares the performance, cost efficiency, resource overhead, and maintainability of step-based DAG flows.
                  • +

                Security (3)

                Application Security

                SAST

                @@ -8002,6 +9005,12 @@
                • (2023) instana.com: The Hidden Cost of Observability: Data Volume [ADVANCED LEVEL] [COMMUNITY-TOOL] — Investigates the financial and performance ramifications of high-cardinality data ingestion in modern APM systems. Discusses smart sampling, log aggregation, and metric filtering strategies. Curator Insight: Crucial warning on the price of raw ingestion. Live Grounding: Highly relevant for architects designing telemetry pipelines where unchecked trace collection can exceed production infrastructure budgets.
                +

                Software Development

                +

                Java Ecosystem

                +

                Licensing

                +
                  +
                • (2018) Oracle's Java 11 trap - Use OpenJDK instead! 🌟 [JAVA CONTENT] [COMMUNITY-TOOL] — A highly discussed warning article regarding the commercial risks associated with using Oracle JDK 11 without a paid subscription. The piece strongly urges teams to migrate standard JVM deployments to community OpenJDK distributions to maintain licensing compliance.
                  • +

                Software Engineering

                Groovy Programming

                File I-O

                @@ -8009,7 +9018,7 @@
              • (2021) opensource.com: Read and write files with Groovy [COMMUNITY-TOOL] — A detailed technical review explaining programmatic file and input/output stream operations utilizing Apache Groovy. Critical for Jenkins Pipeline authors looking to implement advanced file manipulation, parse complex workspaces, and generate structured dynamic manifests.
              -

              💡 Explore Related: Sonarqube | Stackstorm | Tekton

              +

              💡 Explore Related: Openshift Pipelines | Flux | Argo

              diff --git a/site/jvm-parameters-matrix-table.html b/site/jvm-parameters-matrix-table.html index 07643839..ce7688cb 100644 --- a/site/jvm-parameters-matrix-table.html +++ b/site/jvm-parameters-matrix-table.html @@ -2427,7 +2427,7 @@
            • Dzone: 7 JVM Arguments of Highly Effective Applications 🌟🌟🌟 [COMMUNITY-TOOL] — A curated technical resource and architectural guide covering Dzone: 7 JVM Arguments of Highly Effective Applications 🌟🌟🌟 in the Kubernetes Tools ecosystem.
            -

            💡 Explore Related: Angular | Python | Dom

            +

            💡 Explore Related: Postman | Angular | Swagger Code Generator For Rest APIs

            diff --git a/site/keptn.html b/site/keptn.html index 2b60bed9..bc6a117b 100644 --- a/site/keptn.html +++ b/site/keptn.html @@ -2423,7 +2423,7 @@

          Video Guides

            -
          • (2020) youtube: Level-Up your Jenkins-based Delivery with Keptn [COMMUNITY-TOOL] — Visual walk-through demonstrating how Keptn decouples delivery orchestrations from Jenkinsfiles. Shows how to configure service quality gates using declarative SLIs/SLOs to automatically rollback failing pipelines.
            • +
          • (2020) youtube: Level-Up your Jenkins-based Delivery with Keptn [COMMUNITY-TOOL] — Visual walk-through demonstrating how Keptn decouples delivery orchestrations from Jenkinsfiles. Shows how to configure service quality gates using declarative SLIs/SLOs to automatically rollback failing pipelines.

          Continuous Delivery

          Enterprise Observability

          @@ -2455,7 +2455,7 @@
        • (2021) dynatrace-perfclinics.github.io: Why Devs Love Dynatrace 🌟 [COMMUNITY-TOOL] [GUIDE] — Technical codelab demonstrating how developers leverage Dynatrace APM to identify code-level bottlenecks, analyze database performance, and utilize auto-remediation loops within automated delivery pipelines.
        -

        💡 Explore Related: Jenkins | Sonarqube | Stackstorm

        +

        💡 Explore Related: Jenkins | Openshift Pipelines | Flux

        diff --git a/site/kubectl-commands.html b/site/kubectl-commands.html index 70fffeaa..deda95e5 100644 --- a/site/kubectl-commands.html +++ b/site/kubectl-commands.html @@ -1534,62 +1534,6 @@
      -
      53. - -
    53. - - - - CICD - - - - - -
    54. @@ -1657,141 +1601,6 @@ -
      55. - -
    55. - - - - Container Orchestration - - - - - - -
      56. - -
    56. - - - - Deployment and Orchestration - - - - - - -
      57. - -
    57. - - - - DevSecOps and Registry - - - - - -
    58. @@ -1840,15 +1649,15 @@
    59. - + - Kubernetes (3) + Kubernetes (2) -
      60. - -
    60. - - - - Observability - - - - - -
    61. @@ -2139,141 +1892,6 @@ -
      62. - -
    62. - - - - Orchestration - - - - - - -
      63. - -
    63. - - - - Orchestration and Packaging - - - - - - -
      64. - -
    64. - - - - Storage and Data - - - - - -
      65. @@ -3172,12 +2790,6 @@
    65. Ansible Modules
      66. -
    66. CICD
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    67. Automation -
    68. Cloud Native
    69. Kubernetes
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      71. -
    71. Kubernetes -
      72. -
    72. Deployment and Orchestration
      73. -
    73. Cluster Provisioning -
      74. -
    74. DevSecOps and Registry
      75. -
    75. Java Tools -
    76. Developer Experience
    77. Shell
      78. -
    78. Kubernetes
      79. +
    79. Kubernetes
    80. Developer Experience
    81. Operations
    82. Kubernetes Platform
      83. @@ -3229,31 +2825,11 @@
    83. Config Management
      84. -
    84. Observability
      85. -
    85. Debugging -
    86. Operations and UX
    87. CLI Plugins
      88. -
    88. Orchestration
      89. -
    89. Kubernetes -
      90. -
    90. Orchestration and Packaging
      91. -
    91. Helm and GitOps -
      92. -
    92. Storage and Data
      93. -
    93. Performance Benchmarking -

    Architectural Foundations

    Kubernetes Tools

    @@ -3285,16 +2861,6 @@ -

    CICD

    -

    Automation (1)

    -

    Deployment Tools

    - -

    Jenkins Integration

    -

    Cloud Native

    Kubernetes (1)

    CICD and Builds

    @@ -3305,7 +2871,6 @@ @@ -3079,10 +3051,6 @@
  • Container Management
    • -
  • Kubernetes Distributions -
  • Infrastructure as Code
  • Ansible +
    • + +
  • + + + + FinOps and Cloud Cost + + + + + +
  • @@ -3179,6 +3224,11 @@
  • System Design
    • +
  • FinOps and Cloud Cost
    • +
  • Kubernetes FinOps +
  • Infrastructure and Platform
  • Autoscaling -
    • - -
  • - - - - Registries and Catalogs - - - - - -
    • @@ -2670,15 +2777,15 @@ + + + + +
  • + + + + Hardware + + + + + + +
    • + +
  • + + + + Networking + + + + + -
    • - -
  • - - - - Platform Engineering - - - - - -
  • @@ -2207,34 +2308,6 @@ +
    • + +
  • + + + + Performance Benchmarking + + + + + +
    • @@ -3278,6 +3357,11 @@
  • General Reference
    • +
  • Cloud Architecture and Infrastructure Strategy
    • +
  • Storage and Hybrid Systems +
  • Cloud Infrastructure and Orchestration
  • Storage and Databases
    • +
  • Database and Storage
    • +
  • Storage Infrastructure +
    • +
  • Enterprise Integration
    • +
  • Cloud-Native Storage +
  • Kubernetes Storage Implementation
  • Persistent Volumes and Provisioners
    • -
  • Platform Engineering
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  • Ecosystem -
  • Storage
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  • Distributed Storage -
  • Enterprise Storage
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  • Performance Analysis
  • Platform Integration
  • Storage Operators
    • -
  • Storage Orchestrators
  • Object Storage
    • +
  • Performance Benchmarking +

    • Architectural Foundations

    Kubernetes Tools

    @@ -3421,6 +3509,12 @@
  • blog.kasten.io: Benchmarking and Evaluating Your Kubernetes Storage with' Kubestr [COMMUNITY-TOOL] — A curated technical resource and architectural guide covering blog.kasten.io: Benchmarking and Evaluating Your Kubernetes Storage with' Kubestr in the Kubernetes Tools ecosystem.
  • Discoblocks: ondat.io/discoblocks [COMMUNITY-TOOL] — A curated technical resource and architectural guide covering Discoblocks: ondat.io/discoblocks in the Kubernetes Tools ecosystem.
    • +

    Cloud Architecture and Infrastructure Strategy

    +

    Storage and Hybrid Systems

    +

    Topology Comparison

    +

    Cloud Infrastructure and Orchestration

    Storage and Databases

    Distributed Block Storage

    @@ -3483,6 +3577,22 @@ +

    Database and Storage

    +

    Storage Infrastructure

    +

    Persistent Volumes

    + +

    Enterprise Integration

    +

    Cloud-Native Storage

    +

    IBM Spectrum Scale Integration

    + +

    IBM Storage Systems

    +

    Kubernetes Storage Implementation

    Persistent Volumes and Provisioners

    Alternative Storage Drivers

    @@ -3522,27 +3632,12 @@
  • (2021) kubermatic.com: Keeping the State of Apps 1: Introduction to Volume and volumeMounts [N/A CONTENT] [COMMUNITY-TOOL] [GUIDE] — A focused architectural introduction explaining the crucial distinction between a declared Volume (the backend data provider) and a volumeMount (how that data is projected inside a container). It covers essential syntax parameters for configuration.
  • (2021) matthewpalmer.net: Filesystem vs Volume vs Persistent Volume 🌟 [N/A CONTENT] [COMMUNITY-TOOL] [GUIDE] — A developer-oriented guide explaining the conceptual differences between filesystems, generic container volumes, and Persistent Volumes. It uses clear examples, such as an NFS-backed Volume, to clarify how and when to use each configuration pattern.
    • -

    Platform Engineering

    -

    Ecosystem

    -

    Marketplace

    -

    Storage

    -

    Distributed Storage

    -

    Ceph

    -

    Enterprise Storage

    Legacy Platforms

    -

    Red Hat Storage

    -

    Storage Definitions

    @@ -2571,6 +2582,34 @@ + + +
  • + + + + Kubernetes Enhancements + + + + + +
  • @@ -3012,6 +3051,51 @@ +
    • + +
  • + + + + Architecture and Visualization + + + + + +
  • @@ -3214,6 +3298,51 @@ +
    • + +
  • + + + + CICD Pipelines + + + + + +
  • @@ -3506,6 +3635,51 @@ +
    • + +
  • + + + + Cloud Architecture and Infrastructure Strategy + + + + + +
  • @@ -3520,6 +3694,34 @@ +
    • + +
  • + + + + Cloud Infrastructure and Orchestration + + + + + +
  • @@ -3586,6 +3833,124 @@ +
    • + +
  • + + + + Events + + + + + + +
    • + + + + + + + + + + + +
  • + + + + Cloud Native and Kubernetes + + + + + + +
    • + +
  • + + + + Cloud Native and Kubernetes Core + + + + + +
    • + +
  • + + + + Ecosystem (1) + + + + + +
  • @@ -6198,51 +6715,6 @@ -
    • - -
  • - - - - Extensibility (2) - - - - - -
  • @@ -6291,15 +6763,15 @@
  • - + - Fundamentals (4) + Fundamentals (5) -
    • + +
  • + + + + Kubernetes Platform Engine + + + + + +
  • @@ -8030,6 +8603,34 @@
    • +
  • Windows Containers +
  • Infrastructure Optimization
  • Cluster Architecture
  • Infrastructure as Code
    • +
  • CICD and Delivery +
  • Crossplane and Control Planes @@ -15254,6 +16063,11 @@
  • Kubernetes Basics
    • +
  • Kubernetes Platform Engine
    • +
  • Cluster Operations +
  • Kubernetes Tools
  • General Reference
  • Machine Learning
    • @@ -15271,6 +16085,10 @@
  • Networking
    • +
  • Core Services +
  • Multi-Cloud Networking @@ -15306,11 +16124,11 @@
  • Services
    • -
  • kube-proxy
    • +
  • Networking and Security
    • +
  • Kubernetes Networking +
  • Observability
  • Debugging
    • -
  • High Availability
    • -
  • Lifecycle Management
  • Registry
  • Reliability
  • System Administration
  • Troubleshooting
    • -
  • Fundamentals
    • +
  • Provisioning
    • +
  • Deployment Tools +
  • Resource Management
  • Automation and Tools
  • Identity and Access
    • @@ -15761,7 +16590,7 @@
  • Registry Integration
  • Resource Management
    • +
  • Service Mesh
    • +
  • Networking +
  • Storage
  • Failure Stories
    • -
  • Traffic Management
    • +
  • Traffic Management
  • Ingress @@ -16033,11 +16867,11 @@

    Objects and Namespaces

    Runtime Lifecycle

    • +
  • Kubernetes
    • +
  • Resource Management +
  • Kubernetes Tools
  • General Reference
  • Networking
    • @@ -5038,7 +5088,7 @@

    Ecosystem

    Foundations

    Learning Portals

    + + +
  • + + + + FinOps and Cloud Cost + + + + + +
  • @@ -4633,6 +4846,34 @@ +
    • + +
  • + + + + Resilience + + + + + + +
    • + +
  • + + + + Security (2) + + + + + +
  • @@ -6709,6 +7040,7 @@
  • Cloud Infrastructure
  • AWS
    • @@ -6735,6 +7067,11 @@
  • Automation
    • +
  • Container Orchestration +
  • Continuous Delivery
    • +
  • Cloud Native and Kubernetes
    • +
  • Monitoring and Observability +
  • Cloud Providers
  • AWS EKS
    • +
  • Cluster Architecture
    • +
  • Sizing +
  • Container Platforms
  • Enterprise Platforms
    • +
  • FinOps and Cloud Cost
    • +
  • AWS Optimization +
    • +
  • Kubernetes FinOps +
  • Financial Operations
  • Cost Optimization
  • Infrastructure
    • +
  • Enterprise Backup +
  • Hybrid and On-Premises @@ -7068,6 +7428,16 @@
  • Declarative Infrastructure
    • +
  • Resilience
    • +
  • Chaos Engineering +
    • +
  • Security
    • +
  • Cloud Security +
  • Security and Governance
  • Access and Identity
    • +
  • Security
    • +
  • Compliance +
  • Software Engineering
  • Backend Development

    Kafka Connect

    Pipelines

    @@ -6101,7 +6151,7 @@

    Streaming Systems

    Reference Material

    Machine Learning (1)

    Open Data Hub

    @@ -6228,7 +6278,7 @@

    Topology and Architecture

    Apache Kafka Connect

    @@ -6615,6 +6665,12 @@ +

    Security (4)

    +

    Compliance

    +

    CIS Benchmarks

    +

    Software Engineering

    Backend Development

    Java Enterprise

    @@ -6623,7 +6679,7 @@
  • (2020) adambien.blog - 75th airhacks.tv Questions and Answers: Kafka, JAX-RS, MicroProfile, JSON-B, GSON, JWT, VSC, NetBeans, Java Fullstack [JAVA CONTENT] [COMMUNITY-TOOL] — An edition of Adam Bien's 'airhacks.tv' Q&A series focusing on modern enterprise Java backend architectures. Key engineering discussions cover reactive Kafka messaging integration using MicroProfile, JAX-RS REST endpoint implementations, and a comparison of JSON serialization libraries (JSON-B vs GSON).
    • -

    💡 Explore Related: Yaml | Newsql | NoSQL

    +

    💡 Explore Related: Yaml | Databases | Crunchydata

    diff --git a/site/mkdocs.html b/site/mkdocs.html index 4e7a4334..76a174eb 100644 --- a/site/mkdocs.html +++ b/site/mkdocs.html @@ -86,7 +86,7 @@
    - + Skip to content @@ -2816,10 +2816,10 @@ -

    MkDocs, Mardkown & GitHub Pages

    +

    MkDocs, Mardkown and GitHub Pages

    Architectural Context

    -

    Detailed reference for MkDocs, Mardkown & GitHub Pages in the context of Architectural Foundations.

    +

    Detailed reference for MkDocs, Mardkown and GitHub Pages in the context of Architectural Foundations.

    Cloud Native Infrastructure

    Edge Proxy

    @@ -2925,6 +2925,7 @@

    Markdown

    Software Engineering

    Documentation

    @@ -2933,7 +2934,7 @@
  • (2026) guides.github.com: Markdown Cheat Sheet 2 [N/A CONTENT] [GUIDE] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [GUIDE] — The authoritative reference guide for GitHub Flavored Markdown (GFM). Essential for managing documentation structures, creating rich README files, formatting issue trackers, and building interactive templates within the developer workflow.
    • -

    💡 Explore Related: Demos | Kubernetes | Cloud Arch Diagrams

    +

    💡 Explore Related: Demos | Kubernetes | Cheatsheets

    diff --git a/site/mlops.html b/site/mlops.html index 4550e79d..7b3e3551 100644 --- a/site/mlops.html +++ b/site/mlops.html @@ -4160,7 +4160,7 @@

    Datasets

    Medical Imaging

    Regression Analysis

    -

    💡 Explore Related: AI | ChatGPT | AI Agents MCP

    +

    💡 Explore Related: AI | AI Agents MCP | ChatGPT

    diff --git a/site/monitoring.html b/site/monitoring.html index 1a83be7e..7e3e29ea 100644 --- a/site/monitoring.html +++ b/site/monitoring.html @@ -2973,51 +2973,6 @@ - - -
  • - - - - Kubernetes Management - - - - - -
  • @@ -3231,17 +3186,6 @@ -
    • - -
  • - - - - Java JMX - - - -
  • @@ -3697,34 +3641,6 @@ -
    • - -
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    • - -
  • - - - - Testing - - - - - -
    • @@ -4137,15 +4008,15 @@ -
  • Kubernetes Management
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  • Monitoring and Observability -
  • Kubernetes Tools
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    • @@ -5584,7 +5422,6 @@
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    ITOM

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    Kubernetes Management

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    Monitoring and Observability

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    etcd Monitoring

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    Kubernetes Tools

    General Reference

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    Java JMX

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    Java Spring Boot

    Database Tooling

    Database-as-a-Service

    @@ -2563,7 +2563,7 @@

    NewSQL Databases

    Elastic Databases

    NoSQL Databases

    Decision Frameworks

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    Document Databases

    Introductions

    Real-Time Databases

    Reference Guides

    Time Series

    @@ -2595,8 +2595,8 @@

    Wide-Column Stores

    Data Management

    Databases

    @@ -2611,7 +2611,7 @@
  • (2021) github.com/oslabs-beta: Odin's Eye [JAVASCRIPT CONTENT] 🌟 [COMMUNITY-TOOL] — Open-source developer utility designed to monitor distributed microservices architecture patterns, tracking internal query metrics and communication flows. Primarily active within the community sandbox.
    • -

    💡 Explore Related: Yaml | Newsql | Databases

    +

    💡 Explore Related: Yaml | Message Queue | Databases

    diff --git a/site/oauth.html b/site/oauth.html index b9695f58..2e70a6bd 100644 --- a/site/oauth.html +++ b/site/oauth.html @@ -2192,7 +2192,7 @@
  • (2022) freecodecamp.org: How to Implement an OAuth2 Resource Server with Spring Security [JAVA CONTENT] [COMMUNITY-TOOL] — A hands-on implementation tutorial detailing the deployment of an OAuth2-compliant resource server using Spring Security. It guides through configuring middleware to parse and authenticate incoming JWT requests.
    • -

    💡 Explore Related: IaC | Terraform | Chef

    +

    💡 Explore Related: IaC | Terraform | Ansible

    diff --git a/site/ocp3.html b/site/ocp3.html index 98692adc..b524123f 100644 --- a/site/ocp3.html +++ b/site/ocp3.html @@ -1926,6 +1926,51 @@ + + +
  • + + + + Observability + + + + + +
  • @@ -2790,6 +2835,11 @@
  • General Reference
    • +
  • Observability
    • +
  • Application Monitoring +
  • Platform Architecture
  • Administration
    -

    💡 Explore Related: Kubernetes Storage | Kubernetes Alternatives | Kubernetes Client Libraries

    +

    💡 Explore Related: OCP 4 | Openshift | Serverless

    diff --git a/site/ocp4.html b/site/ocp4.html index 80f40d5e..77fd308d 100644 --- a/site/ocp4.html +++ b/site/ocp4.html @@ -2263,6 +2263,51 @@ +
    • + +
  • + + + + Cloud Native + + + + + +
  • @@ -2650,6 +2695,79 @@ +
    • + +
  • + + + + Containerization + + + + + +
  • @@ -2717,6 +2835,51 @@ +
    • + +
  • + + + + Database + + + + + +
  • @@ -3406,6 +3569,34 @@ +
    • + +
  • + + + + OpenShift (4) + + + + + +
  • @@ -3746,51 +3937,6 @@ -
    • - -
  • - - - - Extensibility - - - - - -
  • @@ -3854,6 +4000,62 @@ +
    • + +
  • + + + + OLM Core + + + + +
    • + + + + + + + + + + + +
  • + + + + Extensibility and Development + + + + + +
    • + +
  • + + + + Cluster Management (2) + + + + + +
  • @@ -4044,6 +4274,45 @@ +
    • + +
  • + + + + Kubernetes Distributions + + + + + +
  • @@ -4233,6 +4502,51 @@ +
    • + +
  • + + + + Infrastructure and Operations + + + + + +
  • @@ -4848,15 +5162,71 @@
    • +
  • Kubernetes Distributions +
  • Kubernetes Operators @@ -6338,6 +6870,11 @@
  • Load-Aware
    • +
  • Infrastructure and Operations
    • +
  • Enterprise Cluster Management +
  • Infrastructure Security
  • Container Registries
  • Platform Engineering
    • -
  • Kubernetes Distributions +
    • + +
  • + + + + Performance Engineering + + + + + +
  • @@ -3378,6 +3423,11 @@
  • Egress Firewalls
    • +
  • Performance Engineering
    • +
  • Kubernetes Optimization +
  • Platform Engineering
  • Architectural Insights

    Kubernetes Ecosystem

    Operators

    -

    💡 Explore Related: Kubernetes Storage | Kubernetes Alternatives | Kubernetes Client Libraries

    +

    💡 Explore Related: OCP 4 | Serverless | Kubernetes Operators Controllers

    diff --git a/site/oraclecloud.html b/site/oraclecloud.html index 2d32bf2e..bda8bde5 100644 --- a/site/oraclecloud.html +++ b/site/oraclecloud.html @@ -2835,7 +2835,7 @@

    APIs

    Best Practices

    Managed Kubernetes

    Oracle Cloud (1)

    @@ -2844,7 +2844,7 @@
  • (2023) Oracle Container Engine for Kubernetes (OKE) [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] — The official product documentation for Oracle Container Engine for Kubernetes (OKE). It highlights the architectural integration of managed master nodes, native storage arrays, virtual cloud networks, and IAM profiles, delivering an enterprise-ready environment for demanding production workloads.
    • -

    💡 Explore Related: Googlecloudplatform | AWS Pricing | AWS Spain

    +

    💡 Explore Related: Googlecloudplatform | Edge Computing | Azure

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  • + + + + Training + + + + + +
    • @@ -1646,6 +1674,51 @@ + + +
  • + + + + Application Integration + + + + + +
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  • - + - Training + Training (1) @@ -2634,10 +2707,10 @@
  • - + - Training (1) + Training (2) @@ -3227,15 +3300,15 @@
  • - + - Documentation + Documentation (1) -
    • +
  • Training +
  • AI Engineering
  • Model Context Protocol
    • +
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  • API Design +
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    +

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    Kubernetes Tools

    Linux

    -

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    Training (2)

    @@ -6277,7 +6370,7 @@
  • (2026) janikvonrotz/awesome-powershell ⭐ 5396 [POWERSHELL CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — A curated repository detailing modules, cmdlets, and automation patterns using cross-platform PowerShell. Invaluable for platform engineers managing hybrid cloud setups, Windows nodes inside container networks, or Active Directory automation. This serves as a vital tool for enterprise systems integration.
  • (2026) awesomerank.github.io: janikvonrotz/awesome-powershell [N/A CONTENT] [LEGACY] — An automatically ranked rendering of the Awesome PowerShell directory, categorizing contributions by community engagement and updates. It provides engineers with instant visibility into which PowerShell modules are actively maintained versus those that have lapsed into legacy status.
    • -

    Documentation

    +

    Documentation (1)

    Alternative Docs

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    • +
  • Testing +
  • Systems
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  • (2026) learning.postman.com: Simulate user traffic to test your API performance [ADVANCED LEVEL] [DOCUMENTATION] [COMMUNITY-TOOL] — Comprehensive architectural documentation detailing Postman's built-in performance testing runner. This system enables localized load simulation, virtual user profiling, and API concurrency metrics analysis.
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  • (2019) thenewstack.io: Bad News for Cloud Computing: OpenStack Use Plummets and Discounts Dry Up 🌟🌟 [COMMUNITY-TOOL] — An analytical piece detailing the sharp decline in OpenStack market share as public cloud hyperscalers expanded. Live Grounding confirms that OpenStack remains stable only in telecom NFV and niche on-premises private clouds, while generic enterprise deployments have shifted to Kubernetes and hybrid-cloud runtimes.
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    Engineering Culture (1)

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    Team Topologies

    @@ -4134,7 +4134,7 @@
  • (2023) blog.hubspot.es: MVP: 3 pasos para desarrollar un Producto mínimo viable [SPANISH CONTENT] [COMMUNITY-TOOL] — A 3-step Spanish guide for planning and executing an MVP. Details strategies to prioritize core features, validate assumptions through immediate customer telemetry, and iterate based on quantitative post-launch metrics.
  • (2022) bloo.media: Producto Mínimo Viable ¿Qué es y cómo crearlo? [SPANISH CONTENT] [COMMUNITY-TOOL] — A technical blueprint for defining and launching an MVP, emphasizing cost-efficiency and user-centric prioritization. Outlines processes for building validation loops, avoiding scope creep, and designing feedback architectures to capture early adopter usage.
  • (2022) gammaux.com: Cómo definir un Minimum Viable Product (MVP) [SPANISH CONTENT] [COMMUNITY-TOOL] — A technical UX-oriented guide detailing how to scope and define an MVP. Illustrates methods to synthesize user research, map technical constraints to design prototypes, and ensure the initial deployment represents viable technical and user value.
    • -
  • (2020) gazafatonarioit.com: Entiende el MVP (Producto Mínimo Viable) y por qué prefiero Producto que se pueda probar, utilizar y adorar más temprano [SPANISH CONTENT] [COMMUNITY-TOOL] — Explores the Minimum Viable Product (MVP) concept, advocating for a focus on early, usable, and high-quality user experiences over raw, half-finished feature sets. Proposes shifting from basic MVP models to solutions that users can test, love, and adopt early.
    • +
  • (2020) gazafatonarioit.com: Entiende el MVP (Producto Mínimo Viable) y por qué prefiero Producto que se pueda probar, utilizar y adorar más temprano [SPANISH CONTENT] [COMMUNITY-TOOL] — Explores the Minimum Viable Product (MVP) concept, advocating for a focus on early, usable, and high-quality user experiences over raw, half-finished feature sets. Proposes shifting from basic MVP models to solutions that users can test, love, and adopt early.

    • Project Management (2)

    Agile Methodologies (2)

    @@ -4163,7 +4163,7 @@

    Scrum vs Kanban

    Scrum with Kanban

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    Video Conferencing

    @@ -2543,7 +2543,7 @@
  • (2026) GH Gists: gist.new [COMMUNITY-TOOL] — An efficiency shortcut (gist.new) that directs users to GitHub's Gist creation environment. Allows developers to rapidly save, share, and audit isolated code configurations, terminal scripts, or stack traces without initializing full Git trees.
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    diff --git a/site/prometheus.html b/site/prometheus.html index 05282c67..edc24b1b 100644 --- a/site/prometheus.html +++ b/site/prometheus.html @@ -2437,6 +2437,17 @@ + + +
  • + + + + Metrics Collection + + + +
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    • Cloud Native Infrastructure

    Observability

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    Kubernetes Tools

    General Reference

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  • Cloud Providers
    • +
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  • Cloud Strategy
  • Architecture +
    • + +
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  • Pulumi Registry
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  • Kubernetes Developer Experience
    • +
  • Graph-Based Dev and Test +

    • Architectural Foundations

    Kubernetes Tools

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    Kubernetes Developer Experience

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    Graph-Based Dev and Test

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    diff --git a/site/python.html b/site/python.html index feb830db..1f70453a 100644 --- a/site/python.html +++ b/site/python.html @@ -5259,6 +5259,17 @@ + + +
  • + + + + Computer Science Foundations + + + +
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  • General Reference
    • +
  • Cloud Native
    • +
  • Kubernetes +
  • Container Engines
  • Lightweight Runtimes
    • +
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  • Cluster Management +
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  • Case Studies

    • Table of Contents

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    2. React Framework -
    3. Software Engineering
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    Frontend Development

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    React Framework

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    State Management

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    Software Engineering

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    Frontend Development (1)

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    Frontend Development

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    • Architectural Foundations

    Kubernetes Tools

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    Security (1)

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    DevSecOps

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    diff --git a/site/registries.html b/site/registries.html index 581bc377..e5e3ca41 100644 --- a/site/registries.html +++ b/site/registries.html @@ -2839,7 +2839,7 @@

    Kubernetes Tools

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    diff --git a/site/remote-tech-jobs.html b/site/remote-tech-jobs.html index 3b3f4aea..da846767 100644 --- a/site/remote-tech-jobs.html +++ b/site/remote-tech-jobs.html @@ -2304,7 +2304,7 @@
  • (2021) esquire.com: ¿Por qué tu empresa no quiere que teletrabajes? [SPANISH CONTENT] [COMMUNITY-TOOL] — Curator Insight outlines corporate motivations driving return-to-office (RTO) mandates. Live Grounding shows that post-2024, many enterprises instituted hybrid policies, but high-tier engineering talent continues to strongly favor asynchronous, geographically distributed operational environments.
    • -

    💡 Explore Related: Appointment Scheduling | Recruitment | Digital Money

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    diff --git a/site/scaffolding.html b/site/scaffolding.html index 1473393c..90e8d653 100644 --- a/site/scaffolding.html +++ b/site/scaffolding.html @@ -2246,7 +2246,7 @@

    Inner Loop Development

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    Software Engineering

    Application Scaffolding

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    Build Systems

    Java Ecosystem

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    💡 Explore Related: DevOps | Developerportals | SRE

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    💡 Explore Related: DevOps | Performance Testing With Jenkins And Jmeter | QA

    diff --git a/site/scaleway.html b/site/scaleway.html index fa87ecf3..91c2f249 100644 --- a/site/scaleway.html +++ b/site/scaleway.html @@ -2698,7 +2698,7 @@
  • (2022) SaaS Solutions - What is the difference between a multi-instance and a multi-tenant architecture [N/A CONTENT] [COMMUNITY-TOOL] — An architectural guide analyzing the trade-offs between multi-instance and multi-tenant architectures. It reviews namespace limits, network segmentation strategies, and storage separation models crucial for SaaS developers on Kubernetes.
    • -

    💡 Explore Related: Googlecloudplatform | AWS Pricing | AWS Spain

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    diff --git a/site/securityascode.html b/site/securityascode.html index eb69b615..915d2c6e 100644 --- a/site/securityascode.html +++ b/site/securityascode.html @@ -2875,10 +2875,10 @@

    Kubernetes Tools

    General Reference

    +
  • Cloud Infrastructure and Orchestration
    • +
  • Serverless Architecture +
  • Cloud Native
  • FaaS Basics
    -

    💡 Explore Related: Angular | Python | Dom

    +

    💡 Explore Related: Postman | Angular | Java_Frameworks

    diff --git a/site/tekton.html b/site/tekton.html index 26d92a32..ed5e51ff 100644 --- a/site/tekton.html +++ b/site/tekton.html @@ -2069,17 +2069,6 @@ -
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  • Demonstrations and Demos
  • Governance and Community
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  • Tekton Pipelines
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    Hybrid Integration

    -

    OpenShift Pipelines

    -

    💡 Explore Related: Jenkins | Sonarqube | Stackstorm

    +

    💡 Explore Related: Jenkins | Openshift Pipelines | Flux

    diff --git a/site/terraform.html b/site/terraform.html index 1ac4c080..e76a5fe8 100644 --- a/site/terraform.html +++ b/site/terraform.html @@ -86,7 +86,7 @@
    - + Skip to content @@ -2084,6 +2084,124 @@ + + +
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    Web Servers & Reverse Proxies: Apache, Nginx, HAProxy, Traefik and more

    +

    Web Servers and Reverse Proxies: Apache, Nginx, HAProxy, Traefik and more

    Architectural Context

    -

    Detailed reference for Web Servers & Reverse Proxies: Apache, Nginx, HAProxy, Traefik and more in the context of Networking & Service Mesh.

    +

    Detailed reference for Web Servers and Reverse Proxies: Apache, Nginx, HAProxy, Traefik and more in the context of Networking & Service Mesh.

    Table of Contents

      @@ -2233,6 +2379,22 @@
    1. Reverse Proxy
      2. +
    2. Infrastructure Security
      3. +
    3. Inbound Traffic Management +
      4. +
    4. NGINXConfig
      5. +
    5. Community Tools
      6. +
    6. Networking
      7. +
    7. Load Balancing +
      8. +
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    9. Traffic Management
    10. Kubernetes Ingress Controllers
      • Alternative Ingress
        • @@ -2250,8 +2412,6 @@

        General Reference

        Architecture

        Infrastructure

        @@ -2290,6 +2452,28 @@
        • (2025) Apache Reverse Proxy Guide [N/A CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] — Official engineering handbook illustrating the deployment and configuration of the Apache HTTP Server as a reverse proxy. Details mod_proxy directives, buffer limits, and load-balancer grouping policies.
        +

        Infrastructure Security

        +

        Inbound Traffic Management

        +

        Traefik

        +
          +
        • (2020) blog.tomarrell.com: Kustomize: Traefik v2.2 as a Kubernetes Ingress Controller [YAML CONTENT] [COMMUNITY-TOOL] — Technical integration blog detailing how to deploy and customize the Traefik v2.2 Ingress Controller using Kustomize configurations. It illustrates how to define overlays for environment-specific network values, secure SSL contexts, and service exposures. Useful reference for managing non-trivial ingress manifests programmatically.
          • +
        +

        NGINXConfig

        +

        Community Tools

        +
          +
        • (2025) NGINXConfig [JAVASCRIPT CONTENT] [COMMUNITY-TOOL] — An interactive visual web config builder for constructing highly secure and performant NGINX configuration templates. Addresses reverse proxy configurations, SSL parameters, caching limits, and security headers.
          • +
        +

        Networking

        +

        Load Balancing (1)

        +

        HAProxy

        +
          +
        • (2025) HAProxy [C CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — HAProxy is an industry-standard, high-performance TCP/HTTP load balancer and proxy. It is widely praised for its raw event-driven architecture, rich session routing mechanisms, security structures, and efficiency.
          • +
        +

        Multi-Cluster

        +

        DNS

        +

        Traffic Management

        Kubernetes Ingress Controllers

        Alternative Ingress

        @@ -2298,7 +2482,7 @@

      Traefik Ingress

        -
      • (2026) Traefik [GO CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] — The canonical repository and site for Traefik, a modern cloud-native reverse proxy and ingress controller designed for dynamic service discovery. It automatically listens to platform API registries (such as Kubernetes and Consul) to dynamically update routing tables without manual reloads.
        • +
      • (2026) Traefik [GO CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] — The canonical repository and site for Traefik, a modern cloud-native reverse proxy and ingress controller designed for dynamic service discovery. It automatically listens to platform API registries (such as Kubernetes and Consul) to dynamically update routing tables without manual reloads.
      • (2020) opensource.com: Directing Kubernetes traffic with Traefik [N/A CONTENT] [COMMUNITY-TOOL] [GUIDE] — An introductory engineering guide outlining the mechanics of deploying Traefik to route internal cluster traffic. The resource demonstrates how Traefik processes Custom Resource Definitions (CRDs) to define advanced routing rules, headers, and SSL termination points transparently.
      • (2020) thenewstack.io: Using Traefik Ingress Controller with Istio Service Mesh [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — An architectural examination of combining Traefik's edge ingress capabilities with the granular micro-segmentation of the Istio Service Mesh. This dual-layer approach optimizes ingress pathing while maintaining strict mTLS and telemetry enforcement across internal pod networks.
      @@ -2314,7 +2498,7 @@
    11. (2021) nginx-playground.wizardzines.com 🌟 [N/A CONTENT] [COMMUNITY-TOOL] — The live application corresponding to Julia Evans' Nginx configuration playground. It delivers a sandboxed, browser-based runtime that dynamically executes and reports Nginx behavior on arbitrary configurations, bridging the gap between theoretical syntax and actual routing behaviors without local environment overhead.
      12. -

      💡 Explore Related: Cloudflare | Caching | Kubernetes Networking

      +

      💡 Explore Related: Cloudflare | Kubernetes Networking | Servicemesh

      diff --git a/site/web3.html b/site/web3.html index 5db93e88..efb91e16 100644 --- a/site/web3.html +++ b/site/web3.html @@ -2553,7 +2553,7 @@
    12. (2021) wired.com: The Father of Web3 Wants You to Trust Less [N/A CONTENT] [COMMUNITY-TOOL] — An interview with Ethereum co-founder and Polkadot creator Gavin Wood on the engineering philosophy behind Web3. Wood details the transition from trusting centralized authorities to relying on cryptographic truth, smart contracts, and decentralized state machines to enforce transparency.
      13. -

      💡 Explore Related: Angular | Python | Dom

      +

      💡 Explore Related: Postman | Angular | Swagger Code Generator For Rest APIs

      diff --git a/site/workfromhome.html b/site/workfromhome.html index 0d4d814b..a1ae3524 100644 --- a/site/workfromhome.html +++ b/site/workfromhome.html @@ -2445,7 +2445,7 @@
    13. (2021) portafolio.co: Claves para liderar equipos de teletrabajo y no fracasar en el intento [SPANISH CONTENT] [LEGACY] — Focuses on strategies for leading virtual teams, highlighting methods to establish trust, measure output over physical presence, and implement clear collaboration frameworks. Highlights Spanish-speaking organizational perspectives on easing transition friction for legacy teams.
      14. -

      💡 Explore Related: Appointment Scheduling | Recruitment | Digital Money

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      diff --git a/site/xamarin.html b/site/xamarin.html index fc2d9370..19ed1715 100644 --- a/site/xamarin.html +++ b/site/xamarin.html @@ -2502,7 +2502,7 @@
    14. (2024) dotnet.microsoft.com: What is Xamarin? [C# CONTENT] [DOCUMENTATION] [COMMUNITY-TOOL] — An introductory resource detailing Xamarin's architecture, demonstrating how C# code gets compiled to native binaries using Mono or .NET execution runtimes. It highlights the historically unified codebase approach for mobile UI design. This documentation is primarily of historical interest as the ecosystem transitions entirely to modern .NET MAUI runtimes.
      15. -

      💡 Explore Related: Angular | Python | Dom

      +

      💡 Explore Related: Postman | Angular | Swagger Code Generator For Rest APIs

      diff --git a/site/yaml.html b/site/yaml.html index ff1c848a..5519f98b 100644 --- a/site/yaml.html +++ b/site/yaml.html @@ -1697,6 +1697,17 @@ + + +
    15. + + + + Policy Enforcement + + + +
    16. @@ -2706,6 +2717,7 @@
    17. Advanced Templating
    18. CLI Operations
    19. Configuration Management
      20. +
    20. Policy Enforcement
    21. Validation
      22. @@ -2790,7 +2802,6 @@

      General Reference

      Configuration Management

      +
      +Architect's Technical Comparison Table + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
      SolutionMaturityPrimary FocusLanguageStars
      [itnext.io: Kubernetes YAML TipsDaniele Polencic 🌟](https://itnext.io/kubernetes-yaml-tips-and-tricks-904a2c0b2b81)Configuration ManagementYAML
      k8syaml.com 🌟Configuration ManagementN/A🌟🌟🌟🌟
      itnext.io: How to create Kubernetes YAML files 🌟Configuration ManagementN/A🌟🌟🌟🌟
      boxunix.com: A Better Way of Organizing Your Kubernetes Manifest Files 🌟Configuration ManagementN/A🌟🌟🌟🌟
      [linkedin.com/pulse: How to write YAML file for KubernetesMegha S.k](https://www.linkedin.com/pulse/how-write-yaml-file-kubernetes-megha-s-k)Configuration ManagementN/A
      +
      • (2021) itnext.io: Kubernetes YAML Tips | Daniele Polencic 🌟 [YAML CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — An ITNext tutorial compilation detailing advanced YAML tips and tricks for Kubernetes. It explains how to combine multiple YAML documents, optimize resource blocks, and safely check designs using dry-run flags. It is a highly practical reference for application operators.
        • +
      • (2021) k8syaml.com 🌟 [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — An interactive web environment designed to generate clean, standard Kubernetes manifests based on best-practice configurations. It enables operators to construct and validate resources without writing boilerplate templates from scratch.
      • (2021) itnext.io: How to create Kubernetes YAML files 🌟 [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — A step-by-step ITNext guide explaining how to construct production-ready Kubernetes configuration manifests. It discusses schema rules, basic resources, and templating practices to prevent deployment failures.
      • (2020) boxunix.com: A Better Way of Organizing Your Kubernetes Manifest Files 🌟 [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — A tactical blog post detailing file hierarchy designs for managing Kubernetes manifests. It compares simple raw file naming to directory segmentation, Kustomize overrides, and Helm charts. This serves as a helpful guide for platform engineers standardizing GitOps setups.
      • (2021) linkedin.com/pulse: How to write YAML file for Kubernetes | Megha S.k [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] — An introductory LinkedIn Pulse guide on designing and formatting Kubernetes configurations. It covers basic resource schemas for Pods, Services, and Deployments, offering a straightforward reference for developers starting with Kubernetes.
      +

      Policy Enforcement

      +
        +
      • (2021) dev.to: Automating quality checks for Kubernetes YAMLs [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — A detailed technical guide demonstrating how to integrate automated quality controls for Kubernetes manifests within build pipelines. It explains how to combine linters and security checks to validate configurations before they are deployed.
        • +

      Validation

      • (2021) instrumenta/kubeval ⭐ 3226 [GO CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] [LEGACY] — A historic CLI tool used to validate Kubernetes configuration manifests against JSON schemas. Although it is archived and has been largely replaced by Kubeconform, Kubeval remains an important reference point in the evolution of Kubernetes configuration testing.
        • @@ -2918,7 +2986,7 @@

        YAML Syntax

        Advanced Techniques

          -
        • (2021) yaml.org: Anchors and Aliases [N/A CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — The official YAML spec documentation for anchors and aliases. It details how the reference symbols & and * let you reuse data segments directly in configuration files. This is a crucial concept for keeping complex Kubernetes and CI/CD files DRY and readable.
          • +
        • (2021) yaml.org: Anchors and Aliases [N/A CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — The official YAML spec documentation for anchors and aliases. It details how the reference symbols & and * let you reuse data segments directly in configuration files. This is a crucial concept for keeping complex Kubernetes and CI/CD files DRY and readable.
        • (2021) thoughtworks.com: Templating in YAML [N/A CONTENT] [ADVANCED LEVEL] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — A Thoughtworks analysis of the architectural risks and syntactical flaws associated with raw string-based YAML templating (e.g. Jinja). It proposes using semantic, structure-aware AST overlays such as ytt to ensure configuration reliability. This is a helpful resource for teams designing massive Kubernetes deployments.
        • (2021) support.atlassian.com: YAML anchors and aliases [N/A CONTENT] [DOCUMENTATION] 🌟🌟🌟 [COMMUNITY-TOOL] — Atlassian's reference guide to using YAML anchors and aliases to optimize Bitbucket Cloud Pipelines. It demonstrates how to reuse complex deployment step structures and reduce boilerplate. This is highly useful for CI/CD pipeline administrators.
        • (2019) Steve Horsfield: DevOps tricks - Templating YAML files [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] — A DevOps blog detailing handy techniques and shell scripts for templating configuration files. It explores quick string replacements, bash substitution, and tool-based schema construction. This guide is helpful for engineers looking to dynamically build runtime parameters inside pipelines.
          • @@ -2946,7 +3014,7 @@ -yamllint.com: YAML Lint - The YAML Validator +yamllint.com: YAML Lint - The YAML Validator Validation N/A @@ -2984,7 +3052,7 @@
            -
          • (2022) yamllint.com: YAML Lint - The YAML Validator [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — The web-based standard for pasting, formatting, and validating raw YAML payloads. It provides immediate visual feedback on structural bugs, key duplicates, and spacing issues, serving as a quick helper for DevOps engineers debugging pipelines.
            • +
          • (2022) yamllint.com: YAML Lint - The YAML Validator [N/A CONTENT] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — The web-based standard for pasting, formatting, and validating raw YAML payloads. It provides immediate visual feedback on structural bugs, key duplicates, and spacing issues, serving as a quick helper for DevOps engineers debugging pipelines.
          • (2022) 23andMe/Yamale ⭐ 765 [PYTHON CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — A schema validation tool written in Python. Yamale validates YAML files by checking them against defined schemas, making it easy to enforce structural constraints, verify data types, and run assertions in configuration testing pipelines.
          • (2021) redhat.com: Understanding YAML for Ansible. Validating YAML files with YAMLlint 🌟 [N/A CONTENT] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — A practical guide on how to parse and construct valid Ansible YAML blueprints. It explains YAMLlint configuration options and how to include validation steps in pre-commit git hooks. This is highly useful for maintaining clean syntax across large development teams.
          • (2022) codebeautify.org/yaml-validator [N/A CONTENT] 🌟🌟🌟 [COMMUNITY-TOOL] — A versatile online conversion and code-beautifying utility. It formats, lints, and transforms nested JSON and YAML configurations, helping developers quickly test structures from web browsers.
            • @@ -3110,7 +3178,7 @@

            Ansible

            YAML Syntax (1)

              -
            • (2022) docs.ansible.com: YAML anchors and aliases: sharing variable values [YAML CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — Official Ansible documentation showing how playbooks use YAML anchors and aliases. It demonstrates how to share variable lists, task setups, and connection settings across playbooks. This is a core best practice for maintaining massive infrastructure inventories.
              • +
            • (2022) docs.ansible.com: YAML anchors and aliases: sharing variable values [YAML CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — Official Ansible documentation showing how playbooks use YAML anchors and aliases. It demonstrates how to share variable lists, task setups, and connection settings across playbooks. This is a core best practice for maintaining massive infrastructure inventories.

            Kubernetes (1)

            DevSecOps

            @@ -3145,7 +3213,7 @@
          • (2023) kubevious.io: Top Kubernetes YAML Validation Tools [NONE CONTENT] [COMMUNITY-TOOL] — A market breakdown contrasting modern validation utilities for Kubernetes platforms. Reviews differences between structural validators, OPA-based policy enforcement engines, and semantic layout detectors.
          -

          💡 Explore Related: Newsql | NoSQL | Databases

          +

          💡 Explore Related: Message Queue | Databases | Crunchydata

          diff --git a/src/agentic_curator.py b/src/agentic_curator.py index 92f37a90..94f346da 100644 --- a/src/agentic_curator.py +++ b/src/agentic_curator.py @@ -174,14 +174,31 @@ async def evaluate_extracted_assets(raw_assets: List[Dict]) -> Dict[str, Dict]: log_event(f" [!] REPUTATION ALERT: {data['title']} flagged.") score = max(score - 30, 10) + # Consensus Debate Protocol trigger for borderline scores (70-85) + final_tags = data.get("tags", []) + refined_summary = data.get("en_summary", data["desc"]) + + if 70 <= score <= 85: + from src.v2_debate import run_debate_protocol + # Build a temporary item representation to feed the debate engine + temp_item = { + "title": data["title"], + "url": url, + "description": data["desc"], + "ai_summary": refined_summary, + "tags": final_tags, + "impact_score": score + } + score, final_tags, refined_summary, debate_data = await run_debate_protocol(temp_item, is_new_link=True) + primary_cat = get_best_category_match(data.get("primary_category")) is_primary = "nubenetes" in d["asset"].get("source_type", "Social").lower() if score >= (5 if is_primary else 80) and primary_cat: eval_data = { - "title": data["title"], "description": data["desc"], "ai_summary": data.get("en_summary", data["desc"]), + "title": data["title"], "description": data["desc"], "ai_summary": refined_summary, "language": data.get("language", "English"), "resource_type": data.get("type", "Reference"), "complexity": data.get("level", "Intermediate"), "hierarchy": data.get("technical_hierarchy", ["General"]), - "tags": data.get("tags", []), "is_microservice": data.get("is_microservice", False), "year": data.get("pub_date", "N/A")[:4], + "tags": final_tags, "is_microservice": data.get("is_microservice", False), "year": data.get("pub_date", "N/A")[:4], "stars": min(max(score // 20, 0), 5), "impact_score": score, "content_hash": d["hash"], "reputation_status": "Vetted" if not data.get("reputation_penalty") else "Suspicious", "reputation_summary": data.get("reputation_summary", ""), diff --git a/src/v2_debate.py b/src/v2_debate.py new file mode 100644 index 00000000..233bf145 --- /dev/null +++ b/src/v2_debate.py @@ -0,0 +1,174 @@ +import asyncio +from datetime import datetime +import json +import os +import re +from typing import Dict, List, Tuple +from src.gemini_utils import call_gemini_with_retry, normalize_url +from src.logger import log_event +from src.mandate_ingestor import get_system_mandates + +# Memory file to store resolved debates +DEBATE_MEMORY_FILE = "src/memory/health_learning.json" + +async def run_debate_protocol(item: Dict, is_new_link: bool = False) -> Tuple[int, List[str], str, Dict]: + """ + Executes a Multi-Agent Consensus & Debate Protocol for borderline resources. + The panel of experts consists of: + 1. Security Architect (Vulnerabilities, Licensing, Supply-Chain) + 2. Cloud Native SRE (Production readiness, Scalability, Community activity) + 3. AI Platform Engineer (Developer experience, Agentic integrations) + + Returns: + final_score: Resolved impact score (0-100) + verified_tags: Consensus tags + refined_summary: Refined high-density technical summary + debate_data: Logs and details of the debate + """ + url = item.get("url", "") + title = item.get("title", "Unknown Resource") + desc = item.get("description", item.get("ai_summary", "")) + tags = item.get("tags", []) + initial_score = item.get("impact_score", item.get("stars", 3) * 20) # Fallback mapping if stars is used + + log_event(f" [⚖️] DEBATE TRIGGERED: '{title}' (Initial Score: {initial_score})", section_break=False) + + system_mandates = get_system_mandates() + + # 1. Independent Evaluation Round + personas = { + "Security Architect": "Focus on licensing (MIT/Apache vs BSL/SSPL), supply chain security, access control, vulnerabilities, and enterprise compliance.", + "Cloud Native SRE": "Focus on high-availability, scalability, production maturity, operational complexity, community health, and performance metrics.", + "AI Platform Engineer": "Focus on developer agility, tooling simplicity, AI stack integration (MCP, LLMs, agents), and 2026 architectural relevance." + } + + scores = {} + justifications = {} + + async def evaluate_persona(name: str, focus: str) -> Tuple[int, str]: + prompt = ( + f"You are the Nubenetes {name}.\n" + f"Your perspective: {focus}\n\n" + f"{system_mandates}\n\n" + f"Evaluate the following resource:\n" + f"- Title: {title}\n" + f"- URL: {url}\n" + f"- Context: {desc}\n" + f"- Proposed Tags: {tags}\n\n" + "Assign an architectural impact score (0 to 100) and write a 1-2 sentence technical justification.\n" + "Respond ONLY in valid JSON format: {\"score\": int, \"justification\": \"string\"}" + ) + try: + res = await call_gemini_with_retry(prompt, prefer_flash=True, use_grounding=True, role=f"Debater-{name.replace(' ', '')}") + score = min(max(int(res.get("score", 50)), 0), 100) + justification = res.get("justification", "No justification provided.") + return score, justification + except Exception as e: + log_event(f" [!] Persona {name} evaluation failed: {e}") + return int(initial_score), "Failed to evaluate." + + # Run evaluations in parallel + eval_tasks = [evaluate_persona(name, focus) for name, focus in personas.items()] + eval_results = await asyncio.gather(*eval_tasks) + + for idx, (name, _) in enumerate(personas.items()): + scores[name], justifications[name] = eval_results[idx] + log_event(f" [>] {name} rated: {scores[name]} (Justification: {justifications[name]})") + + # Check divergence: if max diff >= 15 points, run a debate round + max_score = max(scores.values()) + min_score = min(scores.values()) + divergence = max_score - min_score + + debate_transcript = [] + + if divergence >= 15: + log_event(f" [⚖️] Divergence detected ({divergence} points). Starting Debate Round...") + + async def run_rebuttal(name: str, focus: str) -> Tuple[int, str]: + opponent_views = "\n".join([f"- {other}: Score {scores[other]} | Justification: {justifications[other]}" for other in personas if other != name]) + prompt = ( + f"You are the Nubenetes {name}.\n" + f"Your perspective: {focus}\n\n" + "The panel of experts disagrees on this resource. Here are the other views:\n" + f"{opponent_views}\n\n" + f"Resource details:\n" + f"- Title: {title}\n" + f"- URL: {url}\n" + f"- Context: {desc}\n\n" + "Reconsider your evaluation. You can either defend your initial score or adjust it.\n" + "Respond ONLY in valid JSON format: {\"score\": int, \"rebuttal\": \"1-2 sentence response to other experts\"}" + ) + try: + res = await call_gemini_with_retry(prompt, prefer_flash=True, use_grounding=True, role=f"Debate-Rebuttal-{name.replace(' ', '')}") + new_score = min(max(int(res.get("score", scores[name])), 0), 100) + rebuttal = res.get("rebuttal", "No rebuttal provided.") + return new_score, rebuttal + except Exception as e: + log_event(f" [!] Persona {name} rebuttal failed: {e}") + return scores[name], "No rebuttal provided." + + rebuttal_tasks = [run_rebuttal(name, focus) for name, focus in personas.items()] + rebuttal_results = await asyncio.gather(*rebuttal_tasks) + + for idx, (name, _) in enumerate(personas.items()): + scores[name], rebuttal = rebuttal_results[idx] + debate_transcript.append(f"{name} (Score {scores[name]}): {rebuttal}") + log_event(f" [>] {name} revised rating to {scores[name]}. Rebuttal: {rebuttal}") + + # Compute Final Consensus + final_score = int(sum(scores.values()) / len(scores)) + log_event(f" [🏁] Consensus Score reached: {final_score}") + + # 2. Refined Curation/Tags Round + refine_prompt = ( + "You are the Nubenetes Curation Synthesis Agent (2026).\n" + f"Combine the following multi-agent expert reviews into a final technical decision.\n\n" + f"Resource Title: {title}\n" + f"URL: {url}\n" + f"Consensus Score: {final_score}\n" + f"Security Architect Score: {scores['Security Architect']} | Justification: {justifications['Security Architect']}\n" + f"Cloud Native SRE Score: {scores['Cloud Native SRE']} | Justification: {justifications['Cloud Native SRE']}\n" + f"AI Platform Engineer Score: {scores['AI Platform Engineer']} | Justification: {justifications['AI Platform Engineer']}\n\n" + "Generate a final, high-density, professional technical summary (2-5 sentences, HSL-themed style, no generic statements).\n" + "Select the appropriate subset of tags from: [DE FACTO STANDARD], [ENTERPRISE-STABLE], [EMERGING], [GUIDE], [CASE STUDY], [COMMUNITY-TOOL], [LEGACY].\n" + "Respond ONLY in valid JSON format: {\"summary\": \"refined summary...\", \"tags\": [\"...\"]}" + ) + + refined_summary = desc + final_tags = tags + try: + res = await call_gemini_with_retry(refine_prompt, prefer_flash=False, use_grounding=False, role="Debate-Synthesis") + refined_summary = res.get("summary", desc) + final_tags = res.get("tags", tags) + except Exception as e: + log_event(f" [!] Error during debate synthesis: {e}") + + debate_data = { + "url": url, + "title": title, + "initial_score": initial_score, + "final_consensus_score": final_score, + "scores": scores, + "justifications": justifications, + "rebuttals": debate_transcript, + "timestamp": datetime.now().isoformat() + } + + # Persist the resolved debate to memory log (Mandate 3.1) + try: + memory_data = {} + if os.path.exists(DEBATE_MEMORY_FILE): + try: + memory_data = json.load(open(DEBATE_MEMORY_FILE, "r")) + except: pass + + memory_data.setdefault("resolved_debates", {})[normalize_url(url)] = debate_data + + # Keep blacklist and other fields intact + with open(DEBATE_MEMORY_FILE, "w") as f: + json.dump(memory_data, f, indent=2) + except Exception as e: + log_event(f" [!] Failed to persist debate memory: {e}") + + return final_score, final_tags, refined_summary, debate_data diff --git a/src/v2_optimizer.py b/src/v2_optimizer.py index 9ed1ae6d..d972ab54 100644 --- a/src/v2_optimizer.py +++ b/src/v2_optimizer.py @@ -488,42 +488,34 @@ class V2VisionEngine: except Exception: for l in batch: analyst_results.append(l) await asyncio.sleep(4.0) # Higher delay for Grounding tasks # --- AGENT PHASE 2: SELECTIVE AUDIT (MCP-Grounded) --- - # Identify candidates for high-trust verification - audit_candidates = [l for l in analyst_results if "[DE FACTO STANDARD]" in l.get("tags", []) or "[ENTERPRISE-STABLE]" in l.get("tags", [])] + # --- AGENT PHASE 2: MULTI-AGENT CONSENSUS & DEBATE PROTOCOL --- + # Identify candidates for debate: + # 1. High-impact candidates (marked as [DE FACTO STANDARD] or [ENTERPRISE-STABLE]) + # 2. Borderline candidates (stars == 3 or stars == 4) + debate_candidates = [ + l for l in analyst_results + if "[DE FACTO STANDARD]" in l.get("tags", []) + or "[ENTERPRISE-STABLE]" in l.get("tags", []) + or l.get("stars", 0) in [3, 4] + ] - if audit_candidates: - log_event(f"[*] Agent Phase 2: Auditor Verification ({len(audit_candidates)} high-impact candidates)...") - # AUDIT BATCH: Very small for max grounding precision - for i in range(0, len(audit_candidates), 5): - batch = audit_candidates[i:i+5] - audit_prompt = ( - f"You are the Nubenetes Auditor (2026).\n" - f"{dynamic_mandates}\n" - "MISSION: Perform 'Double-Evidence' verification using your GOOGLE_SEARCH tool.\n" - "PROTOCOL:\n" - "1. SEARCH: Look for community reputation (Reddit, HN) and repo status (GitHub).\n" - "2. CONTRAST: Compare findings with the proposed Analyst summary.\n" - "3. REFINE: Correct any 'vaporware' or 'hype' claims. Ensure technical accuracy.\n" - "CRITERIA:\n" - "- [DE FACTO STANDARD]: Industry baseline, used by everyone.\n" - "- [ENTERPRISE-STABLE]: Proven, high-trust, supported.\n" - "Respond ONLY JSON: {{\"audits\": [{{ \"idx\": int, \"verified_tags\": [\"...\"], \"refined_summary\": \"Synthesized and verified technical summary...\", \"reputation_summary\": \"...\", \"reputation_penalty\": bool }}, ...]}}\n\n" - "RESOURCES TO AUDIT:\n" + "\n".join([f"{idx}. {l['title']} ({l['url']}) - Proposed: {l.get('tags')}" for idx, l in enumerate(batch)]) - ) + if debate_candidates: + log_event(f"[*] Agent Phase 2: Multi-Agent Consensus & Debate Protocol ({len(debate_candidates)} candidates)...") + from src.v2_debate import run_debate_protocol + for item in debate_candidates: try: - # AUDIT USES PRO MODEL (High Reasoning) + GROUNDING (Live Data) - audit_data = await call_gemini_with_retry(audit_prompt, prefer_flash=False, use_grounding=True, role="Auditor") - for aud in audit_data.get("audits", []): - idx = int(aud["idx"]) - if idx < len(batch): - # Update tags, summary and add reputation metadata (Mandate 32/33) - batch[idx]["tags"] = aud.get("verified_tags", batch[idx]["tags"]) - if aud.get("refined_summary"): batch[idx]["ai_summary"] = aud["refined_summary"] - batch[idx]["reputation_summary"] = aud.get("reputation_summary", "") - if aud.get("reputation_penalty"): - batch[idx]["stars"] = max(batch[idx].get("stars", 1) - 1, 1) - if "[DE FACTO STANDARD]" in batch[idx]["tags"]: batch[idx]["tags"].remove("[DE FACTO STANDARD]") - except: pass + # Map current stars (0-5) to initial score (0-100) + item["impact_score"] = item.get("impact_score", item.get("stars", 3) * 20) + final_score, final_tags, refined_summary, debate_data = await run_debate_protocol(item) + + # Update item with consensus results + item["stars"] = min(max(final_score // 20, 0), 5) + item["impact_score"] = final_score + item["tags"] = final_tags + item["ai_summary"] = refined_summary + item["debate_log"] = debate_data + except Exception as e: + log_event(f" [!] Debate failed for '{item.get('title')}': {e}") await asyncio.sleep(0.5) # Finalize Registry diff --git a/v2-docs/about.md b/v2-docs/about.md index cbaba2d4..168abe66 100644 --- a/v2-docs/about.md +++ b/v2-docs/about.md @@ -28,10 +28,10 @@
    • -### 🏛️ 1. The Genesis: Munich 2018 +### 1. The Genesis: Munich 2018 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.** -### 🧠 2. Our Engineering Philosophy +### 2. Our Engineering Philosophy We reject technical obfuscation as a competitive advantage. Solutions that are "the hard way" by design do not scale and create fragile, person-dependent silos. !!! abstract "2.1. Correctness by Design" @@ -46,16 +46,16 @@ We prioritize established frameworks and enterprise standards over ad-hoc, unmai #### 2.4. Avoiding Engineering Anti-Patterns We combat the culture of **Promotion-Based Development (PBD)**, where complexity is manufactured for personal career visibility rather than business value. - - [Promotion-Based Development: A Fast Track to Mediocrity](https://vadimkravcenko.com/shorts/promotion-based-development/) [GUIDE] — Dissects how rewarding "shiny new things" over battle-tested stability leads to fragile architectures. + - [Promotion-Based Development: A Fast Track to Mediocrity](https://vadimkravcenko.com/shorts/promotion-based-development) [GUIDE] — Dissects how rewarding "shiny new things" over battle-tested stability leads to fragile architectures. - [Reddit: The Reality of Promotion-Driven Development](https://www.reddit.com/r/ExperiencedDevs/comments/pw6vuv/promotion_driven_development) [COMMUNITY-TOOL] — A raw, evidence-based discussion from senior engineers on the industry's most common misaligned incentives. -### 🏗️ 3. The Architectural North Star +### 3. The Architectural North Star We advocate for decoupled, maintainable architectures that survive the test of time and organizational growth. - [Domain-Driven Design (DDD) for Microservices](https://learn.microsoft.com/en-us/azure/architecture/microservices/model/domain-analysis) [DE FACTO STANDARD] — The foundational blueprint for defining service boundaries based on business domains rather than technical layers. - [Hexagonal Architecture (Ports and Adapters)](https://medium.com/@sandeepsharmaster/modernize-your-cloud-microservices-apps-hexagonal-architecture-769696494c0) [GUIDE] — Decoupling the application core from external infrastructure (Databases, APIs, UI) to ensure high testability and vendor neutrality. -### 📊 4. Comparative Maturity Framework +### 4. Comparative Maturity Framework | Principle | Strategic Focus | Primary Toolset | Architectural Impact | | :--- | :--- | :--- | :--- | @@ -63,7 +63,7 @@ We advocate for decoupled, maintainable architectures that survive the test of t | **GitOps** | ==Correctness & Drift Control== | Git + Kubernetes | ==Enterprise Stability== | | **SRE** | Reliability & Prevention | Observability | Scalable Quality | -### 🛡️ 5. Strategic Standards & Cultural Shifts +### 5. Strategic Standards and Cultural Shifts Engineering excellence is as much about **culture** as it is about code. These foundational resources define the strategic landscape of modern Cloud Native organizations: - [The Agile Manifesto](https://agilemanifesto.org) [DE FACTO STANDARD] — The primary root of modern iterative development and the shift away from monolithic planning. @@ -71,26 +71,26 @@ Engineering excellence is as much about **culture** as it is about code. These f - [The 4 Levels of GitOps Maturity](https://cloudnativenow.com/features/the-4-levels-of-gitops-maturity) [GUIDE] — A roadmap for evolving from manual deployments to a fully automated, self-healing state. - [Necessary Culture Change with GitOps](https://itnext.io/necessary-culture-change-with-gitops-2c63f4fe9604) [CASE STUDY] — Dissects the organizational friction and the necessary mindset shift required to adopt declarative infrastructure. -### 📈 6. Scaling with Evidence: DORA & Value Streams +### 6. Scaling with Evidence: DORA and Value Streams We advocate for data-driven engineering management to avoid the trap of "gut-feeling" decision making. - [Driving DevOps with Value Stream Management](https://www.infoq.com/articles/DevOps-value-stream) [DE FACTO STANDARD] — Dissects how to align microservice delivery with business outcomes through flow metrics. - [Better Metrics for Building High Performance Teams](https://www.infoq.com/articles/better-metrics-team-performance) [EMERGING] — Beyond LOC and commits: using DORA metrics to cultivate a culture of systemic stability. -### 🧩 7. Technical Leadership & The 'Glue' Factor +### 7. Technical Leadership and The 'Glue' Factor True seniority is measured by the ability to hold teams together through communication and shared context. - [Being Glue](https://noidea.dog/glue) [DE FACTO STANDARD] — An industry-standard analysis of the essential, non-coding technical tasks that ensure project success. - [How Big Tech Runs Tech Projects](https://blog.pragmaticengineer.com/project-management-at-big-tech) [DE FACTO STANDARD] — A seminal critique of ceremonial Scrum versus result-oriented engineering pragmatism. - [Martin Fowler: Retrospectives Antipatterns](https://martinfowler.com/articles/retrospective-antipatterns.html) [DE FACTO STANDARD] — Essential guide for transforming team feedback loops from blame games into architectural improvement cycles. -### ⚖️ 8. Meritocracy & Careers in 2026 +### ⚖ 8. Meritocracy and Careers in 2026 We advocate for a technical sector where quality and evidence-based decisions take precedence over corporate politics. - [HBR: Stop Hiring for Culture Fit](https://hbr.org/2019/11/stop-hiring-for-culture-fit) [EMERGING] — A critical perspective on how "culture fit" often hides bias and hinders technical innovation. - [Defining Day-2 Operations](https://dzone.com/articles/defining-day-2-operations) [GUIDE] — Shifts the focus from the excitement of the first deployment to the long-term reality of maintaining production stability. -### 🚀 9. The 2026 Vision: Agentic Intelligence +### 9. The 2026 Vision: Agentic Intelligence Nubenetes has evolved from a historical manual archive into an **Agentic Knowledge Graph**. #### 9.1. V1 Archive (Exhaustive) @@ -129,7 +129,7 @@ An O'Reilly-style technical library where 18k+ resources are filtered, ranked by #### Terraform Boilerplates - - **(2024)** [Terraform Kubernetes Boilerplates 🌟](https://nubenetes.com/terraform/) [HCL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — A library of enterprise-stable Terraform templates configured specifically for modern Kubernetes environments (EKS, GKE, AKS). Includes pre-tested infrastructure specifications for VPC topologies, private nodes, and dynamic ingress setups. + - **(2024)** [Terraform Kubernetes Boilerplates 🌟](https://nubenetes.com/terraform) [HCL CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — A library of enterprise-stable Terraform templates configured specifically for modern Kubernetes environments (EKS, GKE, AKS). Includes pre-tested infrastructure specifications for VPC topologies, private nodes, and dynamic ingress setups. ## Kubernetes Tools ### General Reference diff --git a/v2-docs/aws-tools-scripts.md b/v2-docs/aws-tools-scripts.md index c253d24e..b441ac85 100644 --- a/v2-docs/aws-tools-scripts.md +++ b/v2-docs/aws-tools-scripts.md @@ -169,7 +169,7 @@ #### AWS Templates - - **(2024)** [AWS Samples (Boilerplates)](https://nubenetes.com/demos/#aws-samples-boilerplates) [MULTI-LANGUAGE CONTENT] [COMMUNITY-TOOL] — A consolidated hub of official and community AWS deployment samples. Houses structured patterns and CloudFormation/Terraform codebases to fast-track prototype development in compliance with AWS architecture standards. + - **(2024)** [AWS Samples (Boilerplates)](https://nubenetes.com/demos) [MULTI-LANGUAGE CONTENT] [COMMUNITY-TOOL] — A consolidated hub of official and community AWS deployment samples. Houses structured patterns and CloudFormation/Terraform codebases to fast-track prototype development in compliance with AWS architecture standards. --- 💡 **Explore Related:** [Googlecloudplatform](./GoogleCloudPlatform.md) | [Edge Computing](./edge-computing.md) | [Azure](./azure.md) diff --git a/v2-docs/cheatsheets.md b/v2-docs/cheatsheets.md index 229b8caa..0cae29a7 100644 --- a/v2-docs/cheatsheets.md +++ b/v2-docs/cheatsheets.md @@ -629,7 +629,7 @@ #### Network Cheat Sheets - - **(2022)** [Networking Cheat Sheet](https://nubenetes.com/networking/) [N/A CONTENT] [COMMUNITY-TOOL] — Consolidated technical reference detailing essential low-level networking parameters, CIDR calculations, subnetting concepts, and critical routing architectures. Serves as a quick diagnostic lookup sheet for standard network protocol analysis and port troubleshooting. + - **(2022)** [Networking Cheat Sheet](https://nubenetes.com/networking) [N/A CONTENT] [COMMUNITY-TOOL] — Consolidated technical reference detailing essential low-level networking parameters, CIDR calculations, subnetting concepts, and critical routing architectures. Serves as a quick diagnostic lookup sheet for standard network protocol analysis and port troubleshooting. ## Observability ### Metrics and Monitoring diff --git a/v2-docs/databases.md b/v2-docs/databases.md index 3d74b0c5..9e0cc622 100644 --- a/v2-docs/databases.md +++ b/v2-docs/databases.md @@ -789,7 +789,7 @@ #### Crunchy PostgreSQL - - **(2023)** [Crunchy Data PostgreSQL Operator](https://nubenetes.com/crunchydata/) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] — Evaluates the Crunchy PostgreSQL Operator (PGO) which automates production-grade PostgreSQL deployments on Kubernetes. Features include automated high availability, pgBackRest-driven backup orchestration, connection pooling via pgBouncer, and deep monitoring metrics. A de facto standard solution for enterprises migrating critical relational engines into Kubernetes platforms. + - **(2023)** [Crunchy Data PostgreSQL Operator](https://nubenetes.com/crunchydata) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] — Evaluates the Crunchy PostgreSQL Operator (PGO) which automates production-grade PostgreSQL deployments on Kubernetes. Features include automated high availability, pgBackRest-driven backup orchestration, connection pooling via pgBouncer, and deep monitoring metrics. A de facto standard solution for enterprises migrating critical relational engines into Kubernetes platforms. ## System Architecture ### Data Management diff --git a/v2-docs/demos.md b/v2-docs/demos.md index 962f0fcb..278c8c0c 100644 --- a/v2-docs/demos.md +++ b/v2-docs/demos.md @@ -1992,7 +1992,7 @@ #### EKS Training - - **(2025)** [eksworkshop.com](https://eksworkshop.com/) [N/A CONTENT] [COMMUNITY-TOOL] [GUIDE] — The canonical AWS EKS workshop framework. Outlines standard cluster orchestration procedures, highlighting network configurations (AWS VPC CNI), identity management (IAM Roles for Service Accounts - IRSA), and modern storage drivers (EBS/EFS CSI). + - **(2025)** [eksworkshop.com](https://eksworkshop.com) [N/A CONTENT] [COMMUNITY-TOOL] [GUIDE] — The canonical AWS EKS workshop framework. Outlines standard cluster orchestration procedures, highlighting network configurations (AWS VPC CNI), identity management (IAM Roles for Service Accounts - IRSA), and modern storage drivers (EBS/EFS CSI). ### Kubernetes Security #### RKE Best Practices diff --git a/v2-docs/devops.md b/v2-docs/devops.md index 38f49c1a..d2011b22 100644 --- a/v2-docs/devops.md +++ b/v2-docs/devops.md @@ -499,7 +499,7 @@ #### Overview - - **(2026)** [**NoOps**](https://nubenetes.com/noops/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — Comprehensive conceptual guide on NoOps (No Operations). Describes the strategic path to fully outsourcing infrastructure layers to automated platforms, serverless paradigms, and self-healing systems so engineering can focus 100% on application logic. + - **(2026)** [**NoOps**](https://nubenetes.com/noops) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — Comprehensive conceptual guide on NoOps (No Operations). Describes the strategic path to fully outsourcing infrastructure layers to automated platforms, serverless paradigms, and self-healing systems so engineering can focus 100% on application logic. ### Serverless Systems #### DevOps Pipelines @@ -830,7 +830,7 @@ #### Overview (1) - - **(2026)** [**DevOps Tools**](https://nubenetes.com/devops-tools/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — Catalog of modern DevOps tooling encompassing continuous integration, artifact storage, automated testing, container scheduling, and real-time telemetry pipelines to build stable, production-ready release processes. + - **(2026)** [**DevOps Tools**](https://nubenetes.com/devops-tools) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — Catalog of modern DevOps tooling encompassing continuous integration, artifact storage, automated testing, container scheduling, and real-time telemetry pipelines to build stable, production-ready release processes. ## DevOps Methodology ### Application Delivery @@ -1087,7 +1087,7 @@ #### Overview (2) - - **(2026)** [==IaC Infrastructure as Code==](https://nubenetes.com/iac/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — Nubenetes architectural reference portal on Infrastructure as Code (IaC). Outlines fundamental philosophies, lifecycle management, and paradigm shifts of treating bare-metal, cloud, or cluster state as declarative, version-controlled code. + - **(2026)** [==IaC Infrastructure as Code==](https://nubenetes.com/iac) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — Nubenetes architectural reference portal on Infrastructure as Code (IaC). Outlines fundamental philosophies, lifecycle management, and paradigm shifts of treating bare-metal, cloud, or cluster state as declarative, version-controlled code. ### Terraform #### Entra ID Integration diff --git a/v2-docs/docker.md b/v2-docs/docker.md index 18bbe3cf..2717afd0 100644 --- a/v2-docs/docker.md +++ b/v2-docs/docker.md @@ -853,7 +853,7 @@ #### Docker Swarm - - **(2024)** [Docker Swarm](https://nubenetes.com/kubernetes-alternatives/#docker-swarm) [GO CONTENT] [COMMUNITY-TOOL] — Analyzes Docker Swarm as a simple container orchestration alternative to Kubernetes. Evaluates its built-in overlay network routing mesh and single-node setup advantages, noting that its enterprise adoption has decreased in favor of Kubernetes-native environments. + - **(2024)** [Docker Swarm](https://nubenetes.com/kubernetes-alternatives) [GO CONTENT] [COMMUNITY-TOOL] — Analyzes Docker Swarm as a simple container orchestration alternative to Kubernetes. Evaluates its built-in overlay network routing mesh and single-node setup advantages, noting that its enterprise adoption has decreased in favor of Kubernetes-native environments. ## Performance ### Diagnostics (1) diff --git a/v2-docs/git.md b/v2-docs/git.md index 741dbf82..e024e0db 100644 --- a/v2-docs/git.md +++ b/v2-docs/git.md @@ -1060,7 +1060,7 @@ - **(2022)** [grafana: How we use the Grafana GitHub plugin to track outstanding pull requests](https://grafana.com/blog/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests) [CASE STUDY] [CASE STUDY] [COMMUNITY-TOOL] — Detailed technical guide on configuring Grafana dashboards with GitHub plugins. Demonstrates building engineering performance visualizations to track commit frequencies, PR lifetimes, and team review velocities. #### VS Code Extensions - - **(2025)** [Visual Studio Code (Git Extensions)](https://nubenetes.com/visual-studio/) [COMMUNITY-TOOL] — A guide to utilizing visual Git extensions inside VS Code. Helps developers manage commit sequences, visualize branch merges, and resolve conflicts within a unified IDE workspace. + - **(2025)** [Visual Studio Code (Git Extensions)](https://nubenetes.com/visual-studio) [COMMUNITY-TOOL] — A guide to utilizing visual Git extensions inside VS Code. Helps developers manage commit sequences, visualize branch merges, and resolve conflicts within a unified IDE workspace. ### Documentation (2) #### Markup Languages diff --git a/v2-docs/gitops.md b/v2-docs/gitops.md index 82b00b62..6ea61b28 100644 --- a/v2-docs/gitops.md +++ b/v2-docs/gitops.md @@ -293,10 +293,10 @@ - **(2021)** [ibm.com: Enable GitOps](https://www.ibm.com/garage) [N/A CONTENT] [GUIDE] [GUIDE] [LEGACY] — An enterprise change-management guide from IBM Garage focusing on GitOps adoption. Details organizational processes, environment categorization, and verification configurations required to transition legacy pipelines into declarative GitOps models. #### FluxCD - - **(2025)** [Flux. The GitOps operator for Kubernetes](https://nubenetes.com/flux/) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — The main technical documentation and resources for Flux, the CNCF-graduated continuous delivery tool for Kubernetes. Analyzes multi-tenancy configurations, automated image update policies, and source controller optimizations that make Flux a core component of modern GitOps workflows. + - **(2025)** [Flux. The GitOps operator for Kubernetes](https://nubenetes.com/flux) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — The main technical documentation and resources for Flux, the CNCF-graduated continuous delivery tool for Kubernetes. Analyzes multi-tenancy configurations, automated image update policies, and source controller optimizations that make Flux a core component of modern GitOps workflows. #### Kustomize Manifests - - **(2025)** [Kustomize - Template-Free Kubernetes Configuration Customization](https://nubenetes.com/kustomize/) [GO CONTENT] [COMMUNITY-TOOL] — Technical reference for Kustomize, the template-free engine used to manage Kubernetes configurations. Details declarative base and overlay architectures, allowing developers to manage configurations for different environments (dev, staging, prod) without using complex Helm template structures. + - **(2025)** [Kustomize - Template-Free Kubernetes Configuration Customization](https://nubenetes.com/kustomize) [GO CONTENT] [COMMUNITY-TOOL] — Technical reference for Kustomize, the template-free engine used to manage Kubernetes configurations. Details declarative base and overlay architectures, allowing developers to manage configurations for different environments (dev, staging, prod) without using complex Helm template structures. ## Cloud Infrastructure ### Infrastructure as Code (1) @@ -698,7 +698,7 @@ #### Helm Overview - - **(2026)** [==Helm==](https://nubenetes.com/helm/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — Deep-dive architecture portal on Helm, the package manager for Kubernetes. Focuses on structuring dry templates, lifecycle hooks, chart dependencies, release versioning, and secure variables management inside GitOps pipelines. + - **(2026)** [==Helm==](https://nubenetes.com/helm) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — Deep-dive architecture portal on Helm, the package manager for Kubernetes. Focuses on structuring dry templates, lifecycle hooks, chart dependencies, release versioning, and secure variables management inside GitOps pipelines. ## Platform Architecture ### GitOps (10) diff --git a/v2-docs/index.md b/v2-docs/index.md index 4f82ff86..002ca1cc 100644 --- a/v2-docs/index.md +++ b/v2-docs/index.md @@ -1,4 +1,4 @@ -# Nubenetes Elite Portal (V2) | Awesome Kubernetes & Cloud [![Awesome](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome) +# Nubenetes Elite Portal (V2) | Awesome Kubernetes and Cloud [![Awesome](https://cdn.jsdelivr.net/gh/sindresorhus/awesome@d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)
    @@ -150,7 +150,7 @@ - **[Monitoring](./monitoring.md)** - **[Other Awesome Lists](./other-awesome-lists.md)** - **[Prometheus](./prometheus.md)** -### Platform & Site Reliability +### Platform and Site Reliability - **[Chaos Engineering](./chaos-engineering.md)** - **[Developerportals](./developerportals.md)** - **[DevOps](./devops.md)** @@ -206,7 +206,7 @@ - **[Private Cloud Solutions](./private-cloud-solutions.md)** - **[Public Cloud Solutions](./public-cloud-solutions.md)** - **[Scaleway](./scaleway.md)** -### Networking & Service Mesh +### Networking and Service Mesh - **[Caching](./caching.md)** - **[Cloudflare](./cloudflare.md)** - **[Istio](./istio.md)** @@ -236,7 +236,7 @@ - **[Openshift](./openshift.md)** - **[Rancher](./rancher.md)** - **[Serverless](./serverless.md)** -### Data & Advanced Analytics +### Data and Advanced Analytics - **[Crunchydata](./crunchydata.md)** - **[Databases](./databases.md)** - **[Message Queue](./message-queue.md)** @@ -281,7 +281,7 @@ - **[Visual Studio](./visual-studio.md)** - **[Web3](./web3.md)** - **[Xamarin](./xamarin.md)** -### Career & Industry +### Career and Industry - **[Appointment Scheduling](./appointment-scheduling.md)** - **[Digital Money](./digital-money.md)** - **[Elearning](./elearning.md)** diff --git a/v2-docs/jenkins-alternatives.md b/v2-docs/jenkins-alternatives.md index f8bcbb19..9b927ba2 100644 --- a/v2-docs/jenkins-alternatives.md +++ b/v2-docs/jenkins-alternatives.md @@ -263,7 +263,7 @@ #### Tekton Pipelines - - **(2023)** [Tekton](https://nubenetes.com/tekton/) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] — Deep-dive review of Tekton, a Kubernetes-native open-source framework for building continuous integration and delivery (CI/CD) pipelines. It structures pipeline blocks using standard CRDs (Tasks, Pipelines, PipelineRuns), eliminating VM-based runner dependencies. Live validation establishes Tekton as the standard engine powering modern cloud-native container build environments like OpenShift Pipelines. + - **(2023)** [Tekton](https://nubenetes.com/tekton) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] — Deep-dive review of Tekton, a Kubernetes-native open-source framework for building continuous integration and delivery (CI/CD) pipelines. It structures pipeline blocks using standard CRDs (Tasks, Pipelines, PipelineRuns), eliminating VM-based runner dependencies. Live validation establishes Tekton as the standard engine powering modern cloud-native container build environments like OpenShift Pipelines. #### Tool Comparison - **(2021)** [k21academy.com: Azure pipelines VS Jenkins](https://k21academy.com/azure-cloud/azure-pipelines-vs-jenkins) [COMMUNITY-TOOL] — A comprehensive comparative analysis contrasting Jenkins (self-hosted, highly extensible, plugin-heavy) against Azure Pipelines (managed, cloud-native SaaS, deep Azure integration). Highlights differences in maintenance overhead, security configurations, build agent execution, and enterprise scaling architectures. Essential reading for platform teams deciding on their continuous delivery stack. @@ -331,7 +331,7 @@ #### Keptn - - **(2026)** [**Keptn**](https://nubenetes.com/keptn/) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — Nubenetes architectural reference on Keptn, a CNCF enterprise-grade control plane for cloud-native application lifecycle orchestration. Integrates SLO-based evaluations, automated canary promotions, and zero-touch application remediation out of the box. + - **(2026)** [**Keptn**](https://nubenetes.com/keptn) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — Nubenetes architectural reference on Keptn, a CNCF enterprise-grade control plane for cloud-native application lifecycle orchestration. Integrates SLO-based evaluations, automated canary promotions, and zero-touch application remediation out of the box. ## Platform Architecture ### CICD diff --git a/v2-docs/jenkins.md b/v2-docs/jenkins.md index 1816ffc0..120bf3e1 100644 --- a/v2-docs/jenkins.md +++ b/v2-docs/jenkins.md @@ -1137,7 +1137,7 @@ #### Gradle Reference - - **(2026)** [==Gradle Cheat Sheets==](https://nubenetes.com/cheatsheets/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times. + - **(2026)** [==Gradle Cheat Sheets==](https://nubenetes.com/cheatsheets) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times. ## Frameworks and Ecosystem ### Community Presentations diff --git a/v2-docs/kubectl-commands.md b/v2-docs/kubectl-commands.md index f3aeff2d..89e897f0 100644 --- a/v2-docs/kubectl-commands.md +++ b/v2-docs/kubectl-commands.md @@ -107,7 +107,7 @@ #### Kubectl Plugins - - **(2025)** [Kubectl plugins and tools](https://nubenetes.com/kubernetes/#kubectl-plugins) [GO CONTENT] [COMMUNITY-TOOL] — This reference compilation highlights external tools and kubectl extensions managed via Krew. It details how third-party plugins (like `neat`, `kns`, or security-focused extensions) expand basic kubectl operational debugging and cluster-inspection capabilities. + - **(2025)** [Kubectl plugins and tools](https://nubenetes.com/kubernetes) [GO CONTENT] [COMMUNITY-TOOL] — This reference compilation highlights external tools and kubectl extensions managed via Krew. It details how third-party plugins (like `neat`, `kns`, or security-focused extensions) expand basic kubectl operational debugging and cluster-inspection capabilities. ## Kubernetes Platform ### Cluster Administration diff --git a/v2-docs/kubernetes-on-premise.md b/v2-docs/kubernetes-on-premise.md index 8cf5d647..723b95f3 100644 --- a/v2-docs/kubernetes-on-premise.md +++ b/v2-docs/kubernetes-on-premise.md @@ -255,12 +255,12 @@ #### Multi-Cluster - - **(2026)** [Rancher: Enterprise management for Kubernetes](https://nubenetes.com/rancher/) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — Rancher is a unified platform for managing multi-cluster, heterogeneous Kubernetes deployments across diverse cloud providers and bare metal hosts. It simplifies operational management by providing centralized authentication, unified RBAC access, structured audit logs, and simplified Helm catalog deployments. + - **(2026)** [Rancher: Enterprise management for Kubernetes](https://nubenetes.com/rancher) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — Rancher is a unified platform for managing multi-cluster, heterogeneous Kubernetes deployments across diverse cloud providers and bare metal hosts. It simplifies operational management by providing centralized authentication, unified RBAC access, structured audit logs, and simplified Helm catalog deployments. ### Red Hat OpenShift #### Enterprise (1) - - **(2026)** [Openshift Container Platform](https://nubenetes.com/openshift/) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — Red Hat OpenShift is a premier enterprise-grade hybrid cloud Kubernetes application platform. It adds out-of-the-box developer tooling, integrated security standards, cluster virtualization, internal registry configurations, and Operator-based life cycle management directly over raw Kubernetes. + - **(2026)** [Openshift Container Platform](https://nubenetes.com/openshift) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — Red Hat OpenShift is a premier enterprise-grade hybrid cloud Kubernetes application platform. It adds out-of-the-box developer tooling, integrated security standards, cluster virtualization, internal registry configurations, and Operator-based life cycle management directly over raw Kubernetes. ## Networking ### CNI Plugins diff --git a/v2-docs/kubernetes.md b/v2-docs/kubernetes.md index dff687df..1e746892 100644 --- a/v2-docs/kubernetes.md +++ b/v2-docs/kubernetes.md @@ -1391,7 +1391,7 @@ #### Overview - - **(2026)** [==Serverless Architectures==](https://nubenetes.com/serverless/) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — In-depth analysis exploring execution concepts, billing architectures, scalability curves, and performance tradeoffs inherent in Serverless patterns. Details key differences between FaaS, cloud-managed runtimes, and self-hosted Knative workloads. + - **(2026)** [==Serverless Architectures==](https://nubenetes.com/serverless) [SPANISH CONTENT] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — In-depth analysis exploring execution concepts, billing architectures, scalability curves, and performance tradeoffs inherent in Serverless patterns. Details key differences between FaaS, cloud-managed runtimes, and self-hosted Knative workloads. ## Cloud Architecture and Infrastructure Strategy ### High Availability (1) @@ -1702,7 +1702,7 @@ #### API Client Libraries - - **(2026)** [==Client Libraries for Kubernetes==](https://nubenetes.com/kubernetes-client-libraries/) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — Complete directory of supported Kubernetes API client libraries (Python, Go, Java, JavaScript, etc.). Details patterns for programmatic service discovery, controller building, and custom automation direct from application runtime code. + - **(2026)** [==Client Libraries for Kubernetes==](https://nubenetes.com/kubernetes-client-libraries) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — Complete directory of supported Kubernetes API client libraries (Python, Go, Java, JavaScript, etc.). Details patterns for programmatic service discovery, controller building, and custom automation direct from application runtime code. ### Kubernetes Operations #### Pod Restarts @@ -1712,7 +1712,7 @@ #### Volumes Overview - - **(2026)** [==Kubernetes Storage - Volumes==](https://nubenetes.com/kubernetes-storage/#kubernetes-volumes) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — Detailed catalog explaining stateful execution patterns inside Kubernetes. Focuses on lifecycle dynamics of Ephemeral, Persistent (PV), and PersistentVolumeClaims (PVC), alongside container storage interfaces (CSI) used to integrate modern storage backends. + - **(2026)** [==Kubernetes Storage - Volumes==](https://nubenetes.com/kubernetes-storage) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — Detailed catalog explaining stateful execution patterns inside Kubernetes. Focuses on lifecycle dynamics of Ephemeral, Persistent (PV), and PersistentVolumeClaims (PVC), alongside container storage interfaces (CSI) used to integrate modern storage backends. ### Virtualization VS Containers #### Kubernetes Concept @@ -2279,7 +2279,7 @@ #### Overview (1) - - **(2026)** [==Crossplane==](https://nubenetes.com/crossplane/) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — Comprehensive review of Crossplane, a CNCF control-plane framework transforming Kubernetes clusters into universal infrastructure schedulers. Permits declarative definition of cloud resources (RDS, S3, VMs) alongside native Kubernetes schemas. + - **(2026)** [==Crossplane==](https://nubenetes.com/crossplane) [SPANISH CONTENT] [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟🌟 [DE FACTO STANDARD] — Comprehensive review of Crossplane, a CNCF control-plane framework transforming Kubernetes clusters into universal infrastructure schedulers. Permits declarative definition of cloud resources (RDS, S3, VMs) alongside native Kubernetes schemas. ## Introductory ### Concepts (1) diff --git a/v2-docs/monitoring.md b/v2-docs/monitoring.md index add48ca5..c8f6aa43 100644 --- a/v2-docs/monitoring.md +++ b/v2-docs/monitoring.md @@ -760,7 +760,7 @@ #### Dashboards - - **(2024)** [Grafana](https://nubenetes.com/grafana/) [GO/TYPESCRIPT CONTENT] [COMMUNITY-TOOL] — Grafana is the industry-standard multi-platform open-source analytics and interactive visualization web application. It supports query, visualization, alerting, and analysis of metrics, logs, and traces from diverse backends (Prometheus, Elasticsearch, Loki, Jaeger). Its pluggable architecture allows organizations to build unified operational dashboards across heterogeneous data layers. + - **(2024)** [Grafana](https://nubenetes.com/grafana) [GO/TYPESCRIPT CONTENT] [COMMUNITY-TOOL] — Grafana is the industry-standard multi-platform open-source analytics and interactive visualization web application. It supports query, visualization, alerting, and analysis of metrics, logs, and traces from diverse backends (Prometheus, Elasticsearch, Loki, Jaeger). Its pluggable architecture allows organizations to build unified operational dashboards across heterogeneous data layers. ## Observability and Monitoring ### Application Performance Monitoring (1) diff --git a/v2-docs/ocp4.md b/v2-docs/ocp4.md index 53847faf..f3f9d9a5 100644 --- a/v2-docs/ocp4.md +++ b/v2-docs/ocp4.md @@ -375,7 +375,7 @@ #### Red Hat Quay - - **(2022)** [OpenShift Registry & Quay](https://nubenetes.com/registries/) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] — Comprehensive analysis of Red Hat Quay and the integrated OpenShift Container Registry. Details secure image storage, vulnerability scanning with Clair, and geo-replication capabilities. It highlights Quay's enterprise-grade multi-tenancy and RBAC controls, which ensure secure artifact promotion within high-performance microservices pipelines. + - **(2022)** [OpenShift Registry & Quay](https://nubenetes.com/registries) [ADVANCED LEVEL] [COMMUNITY-TOOL] [GUIDE] — Comprehensive analysis of Red Hat Quay and the integrated OpenShift Container Registry. Details secure image storage, vulnerability scanning with Clair, and geo-replication capabilities. It highlights Quay's enterprise-grade multi-tenancy and RBAC controls, which ensure secure artifact promotion within high-performance microservices pipelines. ## CI-CD ### App Migration (1) @@ -471,7 +471,7 @@ - **(2019)** [cloudowski.com: Openshift ImageStreams](https://cloudowski.com/articles/why-managing-container-images-on-openshift-is-better-than-on-kubernetes) [N/A CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — This analysis compares OpenShift ImageStreams with vanilla Kubernetes image pulling mechanisms. It explains how ImageStreams provide abstraction layers over container registries, enabling automatic redeployments upon detection of updated remote images (triggers). By decoupling pods from concrete repository URLs, it automates deployment lifecycle workflows for platform engineering teams. ## Container Platforms -### OKD OpenShift +### OKD OpenShift #### Cluster Bootstrap diff --git a/v2-docs/openshift.md b/v2-docs/openshift.md index d331c0c9..8c124ec4 100644 --- a/v2-docs/openshift.md +++ b/v2-docs/openshift.md @@ -87,7 +87,7 @@ #### General Reference - - [uncontained.io/articles/openshift-ha-installation](https://uncontained.io/articles/openshift-ha-installation/) [COMMUNITY-TOOL] — A curated technical resource and architectural guide covering uncontained.io in the Kubernetes Tools ecosystem. + - [uncontained.io/articles/openshift-ha-installation](https://uncontained.io/articles/openshift-ha-installation) [COMMUNITY-TOOL] — A curated technical resource and architectural guide covering uncontained.io in the Kubernetes Tools ecosystem. - [aroworkshop.io 🌟](https://aroworkshop.io) [COMMUNITY-TOOL] — A curated technical resource and architectural guide covering aroworkshop.io in the Kubernetes Tools ecosystem. - [O'Reilly Free Book: **Openshift for developers**](https://www.redhat.com/en/technologies/cloud-computing/openshift/for-developers) [COMMUNITY-TOOL] — A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem. - [NetworkPolicies and Microsegmentation](https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure/networkpolicies-and-microsegmentation) [COMMUNITY-TOOL] — A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem. diff --git a/v2-docs/prometheus.md b/v2-docs/prometheus.md index e25151a8..eacc673f 100644 --- a/v2-docs/prometheus.md +++ b/v2-docs/prometheus.md @@ -402,7 +402,7 @@ - **(2023)** [grafana.com: Using Telegraf plugins to visualize industrial IoT data with the Grafana Cloud Hosted Prometheus service](https://grafana.com/blog/using-telegraf-plugins-to-visualize-industrial-iot-data-with-the-grafana-cloud-hosted-prometheus-service) [ADVANCED LEVEL] [COMMUNITY-TOOL] — Demonstrates pipeline setups connecting InfluxData's Telegraf collectors to Grafana Cloud. Explains parsing MQTT or Modbus industrial machinery telemetry feeds and transforming them into Prometheus-compliant timeseries data. #### Metrics Collection - - **(2024)** [Prometheus](https://nubenetes.com/prometheus/#aws-managed-services-for-prometheus-and-grafana) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — Prometheus is an open-source systems monitoring and alerting toolkit originally built at SoundCloud. It utilizes a pull-based metrics collection model over HTTP, powered by a highly efficient dimensional data model (TSDB) with PromQL. Essential for Kubernetes cloud-native environments, it excels in dynamic service discovery and real-time operational visibility. + - **(2024)** [Prometheus](https://nubenetes.com/prometheus) [GO CONTENT] [ADVANCED LEVEL] [COMMUNITY-TOOL] — Prometheus is an open-source systems monitoring and alerting toolkit originally built at SoundCloud. It utilizes a pull-based metrics collection model over HTTP, powered by a highly efficient dimensional data model (TSDB) with PromQL. Essential for Kubernetes cloud-native environments, it excels in dynamic service discovery and real-time operational visibility. #### Prometheus Agent - **(2022)** [grafana.com: Why we created a Prometheus Agent mode from the Grafana Agent](https://grafana.com/blog/why-we-created-a-prometheus-agent-mode-from-the-grafana-agent) [ADVANCED LEVEL] [COMMUNITY-TOOL] — Explores the technical reasoning for deploying Prometheus in Agent Mode instead of as a full collector database. Explains memory savings, localized caching patterns, and metrics forwarding via standard Remote Write protocols. diff --git a/v2-docs/scaffolding.md b/v2-docs/scaffolding.md index 44fbcc45..fc3d2745 100644 --- a/v2-docs/scaffolding.md +++ b/v2-docs/scaffolding.md @@ -45,7 +45,7 @@ #### Java Ecosystem - - **(2025)** [Maven](https://nubenetes.com/maven-gradle/) [JAVA CONTENT] [COMMUNITY-TOOL] — Comparative architectural overview of Maven and Gradle. Outlines declarative XML configurations versus programmatic Groovy/Kotlin Gradle DSL scripts, analyzing cache efficiency, parallel build runtimes, and enterprise dependency-resolution policies. + - **(2025)** [Maven](https://nubenetes.com/maven-gradle) [JAVA CONTENT] [COMMUNITY-TOOL] — Comparative architectural overview of Maven and Gradle. Outlines declarative XML configurations versus programmatic Groovy/Kotlin Gradle DSL scripts, analyzing cache efficiency, parallel build runtimes, and enterprise dependency-resolution policies. --- 💡 **Explore Related:** [DevOps](./devops.md) | [Performance Testing With Jenkins And Jmeter](./performance-testing-with-jenkins-and-jmeter.md) | [QA](./qa.md) diff --git a/v2-docs/securityascode.md b/v2-docs/securityascode.md index f78b1526..e30e752b 100644 --- a/v2-docs/securityascode.md +++ b/v2-docs/securityascode.md @@ -237,7 +237,7 @@ #### Cloud Governance - - **(2026)** [**Azure Policy**](https://nubenetes.com/azure/) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — Specialized gateway and reference documentation for enforcing structural compliance, resource auditing, and governance across Azure resource environments. Explains custom definition policies, policy initiatives, and automated remediation workflows. Critical reference for maintaining operational guardrails in enterprise cloud architectures. + - **(2026)** [**Azure Policy**](https://nubenetes.com/azure) [ADVANCED LEVEL] [DOCUMENTATION] 🌟🌟🌟🌟 [ENTERPRISE-STABLE] — Specialized gateway and reference documentation for enforcing structural compliance, resource auditing, and governance across Azure resource environments. Explains custom definition policies, policy initiatives, and automated remediation workflows. Critical reference for maintaining operational guardrails in enterprise cloud architectures. ## Security ### Policy Enforcement diff --git a/v2-docs/servicemesh.md b/v2-docs/servicemesh.md index 8958c46b..31bed43b 100644 --- a/v2-docs/servicemesh.md +++ b/v2-docs/servicemesh.md @@ -140,7 +140,7 @@ #### Istio - - **(2026)** [Istio](https://nubenetes.com/istio/) [ADVANCED LEVEL] [COMMUNITY-TOOL] — A comprehensive entry point to Istio architecture, the enterprise-grade service mesh. Details how engineers manage traffic routes, secure service-to-service communication with mutual TLS, and gain deep tracing observability across distributed Kubernetes deployments. + - **(2026)** [Istio](https://nubenetes.com/istio) [ADVANCED LEVEL] [COMMUNITY-TOOL] — A comprehensive entry point to Istio architecture, the enterprise-grade service mesh. Details how engineers manage traffic routes, secure service-to-service communication with mutual TLS, and gain deep tracing observability across distributed Kubernetes deployments. ## Cloud Native Infrastructure ### API Management diff --git a/v2-docs/videos/ai-agents.md b/v2-docs/videos/ai-agents.md index 1f7430ae..ff79b145 100644 --- a/v2-docs/videos/ai-agents.md +++ b/v2-docs/videos/ai-agents.md @@ -1,4 +1,4 @@ -# 🎥 AI Agents and MCP +# AI Agents and MCP Welcome to the **AI Agents and MCP** section of the V2 Video Hub. Explore curated high-density videos with architectural summaries. diff --git a/v2-docs/videos/cloud-native.md b/v2-docs/videos/cloud-native.md index 9568ab56..38eb7079 100644 --- a/v2-docs/videos/cloud-native.md +++ b/v2-docs/videos/cloud-native.md @@ -1,4 +1,4 @@ -# 🎥 Cloud Native Core +# Cloud Native Core Welcome to the **Cloud Native Core** section of the V2 Video Hub. Explore curated high-density videos with architectural summaries. diff --git a/v2-docs/videos/devops-iac.md b/v2-docs/videos/devops-iac.md index 560adae5..100415ef 100644 --- a/v2-docs/videos/devops-iac.md +++ b/v2-docs/videos/devops-iac.md @@ -1,4 +1,4 @@ -# 🎥 DevOps, IaC, and SRE +# DevOps, IaC, and SRE Welcome to the **DevOps, IaC, and SRE** section of the V2 Video Hub. Explore curated high-density videos with architectural summaries. diff --git a/v2-docs/videos/fundamentals.md b/v2-docs/videos/fundamentals.md index efb850d8..8f52a9ff 100644 --- a/v2-docs/videos/fundamentals.md +++ b/v2-docs/videos/fundamentals.md @@ -1,4 +1,4 @@ -# 🎥 Fundamentals +# Fundamentals Welcome to the **Fundamentals** section of the V2 Video Hub. Explore curated high-density videos with architectural summaries.