Devops | InfoWorld

AI ROI beyond pilots: Measuring outcomes in production

ROI of generative AI initiatives becomes clear when teams measure workflows and operate the system under a budget. Here is a plan for moving past pilots.

By Adnan Masood

Sep 28, 20267 mins

DevopsGenerative AISoftware Deployment

Your AI testing dashboards are green. That’s the problem

By Suneet Malhotra

Sep 17, 20267 mins

App TestingDevopsSoftware Deployment

How to keep AI-generated code aligned with your standards

By Isaac Sacolick

Sep 16, 202610 mins

Application SecurityCI/CDData Governance

A maximum severity GitLab flaw could turn your CI/CD server into an attacker’s treasure trove

Development ApproachesDevopsSoftware Development

Articles

Why observability matters to frontend teams more than they think

If users are stuck waiting, they don't care which service is slow. Frontend observability helps you see — and fix — what they experience.

By Niharika Pujari

Jul 31, 2026 8 mins

DeveloperDevopsSoftware Deployment

The platform team isn't a cost center, it's product infrastructure

Platform engineering succeeds when treated as a product, reducing developer friction, cognitive load and accelerating software delivery.

By Srinivas Chippagiri

Jul 31, 2026 9 mins

DevopsIT LeadershipSoftware Deployment

Shipping an MCP test agent: The boring parts nobody demos

Demos end at the passing test. Real work starts with the runbook that keeps agentic pipelines from creating on-call nightmares.

By Suneet Malhotra

Jul 30, 2026 8 mins

DevopsSoftware DeploymentSoftware Development

How AI can improve site reliability engineering

The AI code avalanche is changing production environments faster than operations engineers can rebuild their mental models of them. AI models can help.

By Anish Agarwal

Jul 30, 2026 6 mins

Development ToolsDevopsGenerative AI

Introducing the Redis/Intel Benchmarks Specification for Performance Testing, Profiling, and Analysis

Redis and Intel are collaborating on a “zero-touch” performance and profiling automation to scale Redis’s ability to pursue performance regressions and improve database code efficiency.

By Filipe Oliveira and Martin Dimitrov

Feb 21, 2023 8 mins

Build Automation

AI agents need security regression testing, not another checklist

In traditional software engineering, serious bugs become regression tests. We should apply the same rigorous approach to agent security.

By Sonu Kapoor

Jul 30, 2026 6 mins

Application SecurityDevSecOpsDevops

Determining the ROI of AI requires data that most companies lack

An AI provider invoice gives you tokens consumed by model, with optional grouping by API key. If you want to know what AI cost drove which customer or feature, you have to capture that data yourself.

By Udam Dewaraja

Jul 23, 2026 9 mins

DevopsGenerative AISoftware Deployment

How AI impacts site reliability engineering

New AI tools are giving SREs better ways to manage outages and problems, while at the same time AI-generated code increases the problems SREs must face.

By Isaac Sacolick

Jul 21, 2026 9 mins

Application SecurityDevSecOpsIncident Response