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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

Blackwell sold out in weeks. Here's what Rubin demand will look like.

"Blackwell sales are off the charts, and cloud GPUs are sold out. Compute demand keeps accelerating and compounding across training and inference, each growing exponentially. We've entered the virtuous cycle of AI." Jensen Huang, CEO, NVIDIA When NVIDIA's CEO makes that statement in a quarterly earnings release, it is not marketing language.

AI Spend Hit $297B. Nobody Knows Where It Goes.

AI spend doubled to $297B in two years — and most companies can't tell you what any of it shipped. Token spend is disconnected from outcomes on the dev side. Agents in production? The invoice is the only signal. Harness Cloud & AI Cost Management (CACM) gives teams unit economics at the inference level, cross-provider visibility across OpenAI, Anthropic, Bedrock, and Vertex AI, and request-level attribution to the agent, session, or workflow that triggered the spend.

Optimizing Server Bandwidth and CDN Routing for High-Performance IPTV Networks

When a stream plays instantly without buffering, most users don't think twice. But behind that smooth playback lies a carefully tuned system of servers, bandwidth layers, and global routing paths working in sync like an invisible orchestra. Modern IPTV platforms such as the best IPTV in Canada depend heavily on this silent engineering layer, where even a small inefficiency can turn a perfect stream into a frustrating experience.

What High-Performing DevOps Teams Get Right About Cloud Security

Most DevOps teams understand that cloud security matters, but the gap between understanding the problem and operationalizing it effectively remains fairly large. Cloud environments move quickly, infrastructure changes constantly, and teams are under pressure to deploy faster without creating unnecessary friction inside development pipelines.

Microsoft DNS management in OpUtils: One console for complete control

For network administrators, managing DNS has traditionally meant juggling zones and records across separate server interfaces, manually tracking changes, and responding to resolution failures after they’ve already caused disruption. We’re excited to introduce Microsoft DNS management in ManageEngine OpUtils, bringing DNS zone and record administration directly into the same console you already use for IP address management (IPAM).

Your AI agent is fixing the wrong service

Everyone wants an AI agent factory in 2026. Autonomous agents fixing bugs and shipping features while you sleep. I’ve been building toward that myself. But the error rates don’t support the fantasy. The best AI coding agents in the world fix about 50% of real bugs on SWE-bench verified. Half the time they fail. And AI-generated code produces 1.7x more issues than human-written code.

Introducing Cycle's European Control Plane: Strict data sovereignty, lower latencies, and more

We're thrilled to announce that Cycle's European Control Plane is now live! While a few organizations have been utilizing it over the past month, we're eager to officially open access to all teams. Before diving deeper into the "why," let's clarify what a Cycle Control Plane actually is. If you visit our status page, you'll see a list of the core services powering Cycle. These services include everything from our APIs to our 'factory' build systems.

How platform standardization will help you deliver on your KPIs

IT leaders rarely think they have an infrastructure problem. When a roadmap slips or an audit finding lands, the reflex is to hire more senior engineers, a bigger platform team, another DevOps lead. But headcount is rarely the real lever. The bottleneck is the "hidden factory": the undocumented, invisible work that sits between a developer writing code and that code reaching customers. It doesn't show up in post-mortems because engineers treat the workarounds as normal.