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

From a $28,000 AI Bill to $0.60 Per Ticket

Engineering teams are burning through AI budgets with nothing to show for it — $100M across 10,000 engineers and no cost per run, no cost per outcome, just a number that keeps climbing. When it runs dry, your infrastructure upgrade gets cut. Harness ties every AI token to the outcome it created: cost per run, cost per resolved ticket, and anomaly detection before the invoice hits. One customer went from a $28,000 black box bill to $0.60 per ticket.

Cloud freedom with AI built in

Most cloud providers give you the hardware and leave you to figure out the rest. Civo AI is different. Chief Innovation Officer Josh Mesout explains how Civo thinks strategically about AI adoption, guiding organisations through the full lifecycle from planning and infrastructure through to running and scaling workloads, powered by best-in-class NVIDIA GPUs.

How to Choose a Cloud Migration Partner in New Jersey: What IT Leaders Need to Verify

A failed cloud migration does not announce itself in advance. Data loss, extended downtime, misconfigured security controls, and compliance gaps surface during or after the move, when reversing course is expensive and the business is already affected. For New Jersey organisations in financial services, healthcare, legal, and manufacturing, the stakes are high enough that choosing the right migration partner is at least as important as choosing the right cloud platform. The hard part is separating providers who can execute a migration cleanly from those who can describe one convincingly.

Which Bugs AI Agents Fix Better With Traffic

In the first experiment, I wanted a baseline: if an AI coding agent gets the same production signal a human would get, can it fix bugs in a codebase it has never seen? Yes, but only when I gave it better context. With only an alert, the agent passed 51% of the runtime tests. When I added captured traffic, the actual request and response for the failing call, it climbed to 77%. This post is the second pass.

Quantum is the least interesting part of quantum certificates

On June 3, Let’s Encrypt announced that the post-quantum web is going to run on something called Merkle Tree Certificates. The internet did what it does and turned this into a doomsday Q-Day countdown. The quantum computers are coming, your certificates are about to break, panic! Unlike every other security vendor, I’m not worried about quantum computers. But the announcement is still worth your attention. Just not for the reason you’ve been told.

Why your team keeps waiting for staging (and what to do about it)

The staging bottleneck: why your framework needs ephemeral preview environments There's a specific kind of Friday afternoon that frontend and backend developers both recognize. A feature is ready to test. Staging is occupied. Someone else pushed a half-finished migration to the shared database last Tuesday and it's been "almost fixed" ever since. You either wait or you merge blind and hope. Most teams treat this as a scheduling problem. It isn't. It's an architecture problem.

Building a resilient workspace with an integrated security framework

Since 2020, the modern workspace has fundamentally changed, where employees now operate across a mix of office, hybrid and remote locations. Critical systems are now distributed between data centres and public cloud platforms, and most corporate data lives in the cloud. This shift has expanded the attack surface for many businesses.