In complex software systems, our traditional definition of operational health has always been comfortably binary. For over a decade, site reliability engineering (SRE) teams have relied on the industry-standard ‘Four Golden Signals’ — latency, traffic, errors and saturation — as the ultimate truth of platform stability. If our API-response times are hovering at sub-100 ms, […]
Why Enterprise AI Infrastructure Is Becoming a DevOps Problem
Most enterprise AI projects start with retrieval. You connect Jira, Confluence, SharePoint, and Slack. Maybe a few internal databases nobody has touched in five years. You tune embeddings, optimize chunking, wire up a vector database, and convince yourself you’ve built an AI-powered knowledge system. Then the model server crashes. And suddenly, you discover the uncomfortable […]
IREN to Acquire Mirantis to Reduce IT Infrastructure Management Friction
IREN Ltd, a provider of cloud infrastructure services, today revealed its intent to acquire Mirantis, a provider of open source OpenStack and Kubernetes software that is deployed in both cloud computing and on-premises IT environments. Under terms of the agreement valued at $625 million, Mirantis will operate as an independent subsidiary of IREN, a former […]
Your AI Agents Have a Blind Spot: What DevOps Teams Need to Know About Cross-LLM Security
Explore the challenges of AI agents in DevOps pipelines, highlighting the importance of model-aware detection to improve security and reduce vulnerabilities.
Why Your AI Agent Strategy is Failing (and How to Fix It): The Microservices Playbook for AI Agents
Despite billions in AI investment and countless vendor promises, most enterprises are still treating AI agents like glorified copilots rather than autonomous systems. After working with numerous enterprise customers implementing AI agents across various industries, a pattern has emerged: The companies finding real success aren’t the ones building the biggest, most ambitious agents — they’re the ones treating agents as microservices. As of […]
The Future of DevOps Still Has a Pulse
Over the last few years, we have watched our industry get swept up in the promise of AI agents. The pitch is compelling: tell a system “Deploy this workflow and roll back if things don’t go as expected,” and watch it handle everything else. No more YAML troubleshooting and pipeline debugging. We’ve all been there, […]
From Cloud to Cognitive Infrastructure: How AI is Redefining the Next Frontier of SRE
As organizations embrace artificial intelligence (AI) workloads alongside traditional cloud systems, site reliability engineering (SRE) must evolve to manage an entirely new class of infrastructure — intelligent, hybrid and graphics processing unit (GPU)-driven. Infrastructure has transformed dramatically over the past two decades. We began with physical servers in local data centers, then virtualization improved efficiency […]
The Agentic AI-Driven Future of Telemetry
Telemetry is evolving from passive data to AI-grade fuel. Learn how agentic telemetry fuses human and machine context to power self-healing, intelligent systems.
The Breakneck Future of Codegen: Why AI SWE Must Be Matched with AI SRE
AI codegen is transforming software development — but as speed and complexity increase, so does fragility. AI for site reliability will need to keep pace to avoid system breakdown and engineer burnout.
Whose Ops is it Anyway? How IDPs, AI and Security are Evolving Developer Culture
It was only a few years ago that perhaps the biggest hurdle for DevOps advocates was convincing leadership that it was worth the investment. That conversation has since shifted. In most organisations today, the value of faster releases, tighter feedback loops, and closer collaboration between development and operations is obvious. The challenge is no longer […]