Operations | Monitoring | ITSM | DevOps | Cloud

The AI Velocity Paradox is real. While teams are writing code faster than ever, they're hitting a wall downstream. Deployments are failing. Security vulnerabilities are slipping through. Manual toil is eating up whatever time developers saved with AI-assisted coding. The speed boost from one part of the software delivery lifecycle is being strangled by legacy processes in another. Harness is solving this the only way that works: by bringing intelligent AI deeper into the delivery process itself.

If an agent only performs on a curated notebook, it is not production-ready. Real customers expect reliability across dozens of apps, strict compliance, and predictable costs. That is the daily reality for IT middle management. Recent research shows the gap between benchmark wins and real tasks.

The backbone of modern software development is automation and at the heart of that lies the CI/CD pipeline. It’s what turns code into deployable software, delivering changes to users faster, safer, and more predictably. In simple terms, a CI/CD pipeline automates everything from the moment developers push code to when it reaches production. It integrates, tests, builds, and deploys software continuously ensuring faster releases with fewer human errors.

Let’s break down why this matters, and how it can change the way you approach building and running applications. You want database power without getting bogged down in tooling and config. Most of your week should be building features, not hunting for connection strings or maintaining bespoke infra scripts. Developers tell us they just want to code and solve application problems, with minimal platform friction.

Last week, someone commented on my post about 47-day certificates: This perfectly captures our collective delusion that SSL certificate revocation works. You click a button, the certificate stops working. And why wouldn’t we believe that? Every CA has a big “Revoke Certificate” button right there in the dashboard. It must do something, right? Here’s the dirty truth: most revoked certificates keep working.

This blog is based on a presentation by Guillaume, Field Chief Technology Officer at Upsun, and Robert from Ilwiin Technology during the AI Action Summit. The original French presentation has been translated and edited for clarity and accuracy. The AI field is advancing significantly, presenting organizations with the question: Should they choose open-source or commercial AI models? This choice impacts everything from costs and data privacy to long-term business strategy.

As bandwidth demands surge and applications move ever closer to the user, the crucial last mile link between networks and end users has become an obstacle for performance, reliability and flexibility.