Quali

AI changes how quickly infrastructure can be understood, manipulated and operated. Infrastructure control needs to change with it. In The Top 6 Infrastructure Risks When AI Becomes an Attack Tool, we looked at an uncomfortable characteristic of modern inf

Agentic AI does not create an entirely new infrastructure attack surface. It changes who can exploit the existing one, how comprehensively they can understand it, and how quickly they can act. The transition from warning to observed behavior has already b

Fifteen billion devices, thousands of mismatched sites, a governance model still built for the pilot, and now an AI layer most of those sites were never designed to carry. What the data says about running the edge at production scale, and what closes the

After two decades of moving to the cloud, enterprises are actively rebuilding the internal service provider model. The difference this time: it has to span cloud, on-prem, and edge, with AI workloads that are unrecognizable from the ones pre-dating the mo

Every enterprise is racing to put large language models into production. Few are happy with how it's going. Gartner projects that by 2026, more than 80% of enterprises will have deployed generative AI APIs or models in some form, up from less than 5% in 2

It's rarely a compute or budget problem. It's that none of them was built to govern the thing AI teams actually request: a complete, accountable environment. For years, most infrastructure teams ran on a governance system nobody designed and almost nobody

A recent blog from WWT "Your AI Strategy Is Waiting on Provisioning" put a number on something most infrastructure teams have felt for years but rarely say out loud in the boardroom: a single AI platform deployment can require aligning 25-40 tool configur

Claude, Cursor, Copilot, pick your assistant, can create and spin up a Terraform module or a Kubernetes manifest in the time it takes to read this sentence. It's genuinely useful. But there's a catch and it's a big one. Generating infrastructure-as-code a

Flexera's 2026 State of the Cloud Report contains a number that should have kept falling and didn't: wasted cloud spend rose to 29% of IaaS and PaaS spend this year, up from 27% in 2025, reversing five straight years of steady decline. Something changed d

The EU just delayed its own deadline. That doesn't make "are we sovereign?" any easier to answer, it proves nobody had a way to measure it in the first place. On August 2, 2026, the EU AI Act's market surveillance authorities gain full power to investigat