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

ribbon

Your Path to Autonomous OT Communication Networks: From Reactive Operations to Self Optimising OT Networks

May 28, 2026 By David Stokes In Ribbon
Power networks (DSOs, TSOs and generation) are under pressure from every direction. They need to improve reliability and sustainability, deliver real-time customer insight, and meet increasingly stringent regulations. In response, power generation has evolved from a simple centralized model, through to a decentralized model with generation from a mix of diverse sources such as centralized generation from carbon-based, nuclear and renewable generation plants, through DERs even located at people premises.
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Incident.io

Customers over control: how we measure On-call reliability

May 28, 2026 By Article In Incident.io
Our On-call product has a lot of great features: configuring escalation paths, viewing rotas and schedules, requesting cover, etc. However, when framing its reliability, we reduce it down to two critical pieces of functionality: It’s not that we’re happy if only these parts are working, but they are the most important parts. In this post, I'll go into more detail on how we think about their reliability.
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harness

Introducing AI DLC Insights to Prove the ROI of Your AI Engineering Investment | Harness Blog

May 28, 2026 By Mridhula Venkat In Harness
AI coding tools made code generation faster. Measuring what actually ships is the hard part. Over the last eighteen months, tools like Cursor, Claude Code, Copilot, and Windsurf have fundamentally changed how software gets built. AI-generated pull requests are increasing, developers are producing more code than ever before, and workflows that once took hours now happen in minutes. But most organizations struggle to clearly explain what that investment is actually producing.
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harness

Harness Launches Two Products to Give Enterprise Teams Full Visibility into ROI of AI Spend | Harness Blog

May 28, 2026 By Harish Doddala In Harness
Gartner expects worldwide AI software spending to hit $2.59 trillion in 2026, 47% more than organizations spent last year. The dollars are real and growing fast. But most organizations still can't measure the ROI of that spend. The problem has two sides: developers and infrastructure. On the developer side, engineers are using AI to write nearly every line of new code, and leaders have no way to tell whether that spend is producing software that ships.
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harness

Cost Per Outcome: AI Cost Management in Harness | Harness Blog

May 28, 2026 By Kelsey Rosen In Harness
Companies are shipping AI features at a pace cloud teams have rarely seen. New agents, new copilots, new flows powered by language models, all moving from prototype to production in weeks. The spend that comes with it is real and accelerating, and most teams are seeing it on the invoice before they see it anywhere else. The question is no longer how much you're spending on AI. It's whether each dollar is producing a real outcome, and whether you can govern that spend before the next invoice arrives.
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The Hybrid Shift: Where Workloads Are Headed and How to Move Them

The Hybrid Shift: Where Workloads Are Headed and How to Move Them

May 27, 2026 By Pulsant In Pulsant
Businesses migrating from a single, public cloud provider has been the direction of travel of UK digital infrastructure for years. As far back as 2020, Barclays found that 43% of enterprise CIOs were already planning to bring workloads back from the public cloud to on-premises or private cloud infrastructure. Since then, IDC, Gartner and a host of vendor surveys have tracked an increase in this intention.
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Galileo

FinOps KPIs for IT Infrastructure: A Practical Field Guide for Cost Visibility

May 27, 2026 By Kristy Slimmer In Galileo
Infrastructure cost visibility has become a critical part of IT decision-making. Performance still matters, but for many infrastructure leaders, that’s no longer the full conversation. Leadership teams increasingly want clarity around cost movement, upgrade exposure, underutilized resources, and whether infrastructure decisions are financially defensible. That creates a different requirement for operations teams: visibility that connects technical behavior to business impact.
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speedscale

The Kubeshark Workflow That Doesn't Stop at the Dashboard

May 27, 2026 By Matthew LeRay In Speedscale
The Observability Gap shows up the moment you try to reproduce a production bug locally. Your traces tell you a request was slow. Your logs tell you which line printed. Neither tells you what was actually on the wire: the headers, the JSON body, the surprise field your client started sending last Tuesday. Until now, closing that gap meant SSHing to a node, attaching a debugger, or shipping a sidecar through change review.
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Data sovereignty is an opportunity for regional growth

May 27, 2026 By PulsantUK In Pulsant
Data sovereignty wasn’t a major topic just a few years ago and now it’s becoming a major economic opportunity for regions across the UK. In this clip from Perspectives from the Edge, Katie Gallagher OBE from Manchester Digital discusses why the conversation around data sovereignty has shifted, and how the rise of AI is accelerating demand for trusted regional digital infrastructure. As organisations rethink where data is stored, processed and governed, regions like Manchester are increasingly well placed to benefit through investment, innovation and digital skills growth.
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cortex

The audit-ready engineering org

May 27, 2026 By Cristina Buenahora In Cortex
Two weeks before the audit, the Slack messages start. Get me a screenshot of this. Can you screenshot the CI/CD logs? Can you add the artifact names that were deployed to production and when, and when the incident happened? Senior engineers stop shipping. A spreadsheet appears. The product roadmap goes on hold while four people chase down ownership data and evidence that should have existed all along. This fire drill is the symptom of an operating model problem.
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