⚙️ DevOps / MLOps / AIOps
DevOps Tools & Platforms
30 Best DevOps Tools Reviewed for 2026 - Industry analysis identifies leading DevOps tools including Docker, Ansible, Terraform, and Jenkins, with emphasis on CI/CD automation and infrastructure management. Source: The CTO Club
DevOps Engineer Career Growth in 2026 - Remote DevOps positions show average salaries of $110,000 annually, reflecting strong demand for infrastructure automation and cloud operations expertise. Source: DailyRemote
MLOps & Model Management
ETRI LLMOps Platform Development - Electronics and Telecommunications Research Institute released LLMOps tools specifically designed for generative AI development, supporting model lifecycle management and deployment. Source: EurekAlert
Multi-agent LLM Architecture for Enterprise Systems - Academic research demonstrates multi-agent LLM systems with chain-of-thought capabilities for complex enterprise workflows and decision evaluation. Source: Springer
AIOps & Monitoring
Anomaly Detection and Automated Remediation - Organizations are implementing AI-driven anomaly detection and automated remediation systems for operational resilience and reduced mean time to resolution (MTTR). Source: Tenable
Python Dominance in DevOps, AIOps, and MLOps - Python continues to be the critical skill for automation across DevOps, AIOps, and MLOps workflows, essential for infrastructure and AI operations. Source: Medium
Container & Orchestration
Kubernetes as Orchestration Standard - Kubernetes has become the de facto standard for container orchestration, with deployment patterns using Docker, Helm, and cloud platforms like AWS. Source: Dev.to
Docker Security for Cybersecurity Testing - Docker containers are increasingly used for scalable and flexible offensive and defensive cybersecurity testing infrastructure. Source: Springer
Infrastructure as Code
- Terraform and Ansible for Cloud Infrastructure - Infrastructure as Code tools like Terraform and Ansible continue to dominate cloud infrastructure provisioning and configuration management. Source: AKV Newsletter
Other DevOps Technologies
- Cloud Hiring Trends 2026 - Market analysis shows increasing demand for FinOps, cloud architecture, and lean team development, with organizations restructuring for AI-driven operations. Source: CloudOku
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