DevOps / MLOps / AIOps
DevOps Tools & Platforms
- Real-World Ops: Using GitHub Copilot for Infrastructure as Code — GitHub Copilot now helps with Infrastructure as Code (IaC) in Terraform and other tools, reducing the need to remember complex HCL syntax and YAML indentation rules for faster IaC development. Source: Medium
Container & Orchestration
- Kubernetes Remains Core to Cloud-Native DevOps — Kubernetes continues to dominate container orchestration in 2026. Major cloud providers offer managed Kubernetes services (GKE, EKS, AKS) as the standard for production environments. Source: Cloud Native Now
Infrastructure as Code
Top 12 Cloud Infrastructure Automation Tools for 2026 — Comprehensive guide covering the best IaC and infrastructure automation tools including Terraform, Ansible, and cloud-agnostic solutions for 2026 deployment strategies. Source: CloudToggle
25 Terraform One-Liners for Production — Advanced Terraform techniques and one-liners for production environments that save hours of development time, including conditional infrastructure creation and resource management strategies. Source: Medium
MLOps & Model Management
Resilient MLOps: Ensuring Reliability and Ethical AI Operations — Academic paper exploring resilient MLOps practices, emphasizing integration of robust infrastructure, governance mechanisms, and ethical AI practices for production ML systems. Source: ResearchGate
MLOps Foundation Hands-On Tutorial — Comprehensive tutorial for MLOps covering modern DevOps practices applied to machine learning workflows, including model training pipelines and production deployment. Source: Best DevOps
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