Context Engineering: How Dev Teams 10x Productivity with AI
Context engineering isn't just an AI buzzword. It's how high-performing dev teams are transforming productivity at scale.
Operations | Monitoring | ITSM | DevOps | Cloud
The Place Where Modern Operations & Technology Come Together
The latest News and Information on DevOps, CI/CD, Automation and related technologies.
Why Your Last Outage Was Mathematically Inevitable
In 2026, outages are certain. Master Resilience Velocity to survive the Complexity Horizon and turn a 15-hour AWS outage into a non-event.
Your servers shouldn't need to know ACME
CertBot assumes every server that needs a certificate should also know how to request one, validate domain ownership, handle renewals, and manage failures. This makes sense with a handful of servers. One server, one cert, done. But infrastructures grow. Now you’ve got web farms sharing wildcards, load balancers, mail servers, VPN appliances. The “every server for itself” model doesn’t scale and isn’t sustainable. Even the Let’s Encrypt community knows it.
Komodor AI SRE vs. OSS AI Agent: A Technical Comparison of Agentic AI for Kubernetes Troubleshooting
Gartner predicts that AI agents will be implemented in 60% of all IT operations tools by 2028, up from fewer than 5% at the end of 2024. This acceleration has sparked an explosion of AI SRE solutions, from enterprise platforms to open-source alternatives, all promising faster root cause analysis and reduced MTTR.
3 Tips for a Smoother Software Deployment Process
Just because software releases have become more frequent doesn't necessarily mean they're always smooth. Many teams can push changes on schedule and still lose time to noisy pipelines, brittle handoffs, and production checks that start only after users complain. The result is work that feels fast until it gets slowed down by issues.
Why test data management is becoming increasingly important to senior IT leaders
We recently sat down with James Phillips, Senior IT Leader, to talk about test data management (TDM) and the growing attention it’s getting from the senior IT leaders. It’s been prompted by the recognition that provisioning test and development environments with realistic production-like data improves the quality of code being developed, reduces errors, and deliver new features to customers faster.
Automating Infrastructure as Code changes with an AI agent
The infrastructure management landscape is undergoing a fundamental transformation. Infrastructure as Code has already revolutionized how we provision and manage cloud resources by treating infrastructure as software. The next evolutionary step involves intelligent automation that can understand, adapt, and optimize these configurations independently.
Everything you need to know about ITIL 5, AI and incident management
ITIL 5 launched in January 2026, and for the first time in the framework's 40-year history, AI governance is front and center. If you're running incident management, on-call rotations, or building operational tooling, this matters: the gap between AI adoption and AI governance is about to become a compliance and operational risk issue. I’m not usually a big ITIL fan, but this guidance has some genuinely useful framing and questions.
Sponsored Post
What Do You Use for AI Agent Infrastructure? The Complete Guide to Building Production-Ready Agent Systems
The question "what do you use for AI agent infrastructure?" has become one of the most searched queries in the DevOps and platform engineering space. And for good reason: the global AI agent market is projected to grow from $5.1 billion in 2024 to $47.1 billion by 2030, representing a compound annual growth rate of nearly 45%. With 85% of enterprises expected to implement AI agents by the end of 2025, getting the infrastructure right has never been more critical.
Track OpenAI Spend: Explain Where Your OpenAI Budget Goes
The inevitable happened. A while back, Gartner projected that in 2026, 30–50% of all new SaaS product features would use LLM inference. That meant OpenAI-style costs would become a standard part of SaaS COGS. Today, OpenAI has become one of the most operationally significant line items for SaaS companies. But for many teams, this creates an uncomfortable gap. Engineering sees OpenAI as a fast path to innovation.