Systems | Development | Analytics | API | Testing

NVIDIA just announced NVIDIA Nemotron 3, a new family of open models, datasets, and libraries designed to support long-context reasoning and multi-step AI workflows. With the ability to work across enterprise ecosystems, this family of models empowers enterprises to build and deploy reliable multi-agent systems at scale, offering an important set of technologies at a pivotal moment in AI evolution.

Hybrid cloud adoption isn’t slowing down any time soon, with worldwide IT spending expected to total $6.08 trillion in 2026 — an increase of 9.8% from 2025.

It’s 8:00 AM on a Monday. A critical business unit just launched a new customer-facing application, and traffic is surging. The infrastructure team gets the call: “We need more storage—immediately.” In the past, this would trigger a scramble—manual provisioning, configuration errors, delays. But today, the team opens their CI/CD pipeline, runs a Terraform script, and within minutes, a secure, scalable storage cluster is live in the cloud. No panic. No bottlenecks.

For years, virtualization quietly powered the world’s digital infrastructure. Enterprises and government agencies relied on trusted platforms to keep workloads stable, secure, and efficient. But now, the landscape is rapidly shifting. Organizations are now looking for new capabilities in a virtualization platform, according to a new report by Red Hat, with 38% of companies desiring automation and AI-powered capabilities, and an anticipated 45% rise in the use of containers.