Operations | Monitoring | ITSM | DevOps | Cloud

Introducing Real-Time Conversations with Netdata AI

Over the past few months, we’ve seen incredible adoption of our AI Investigations and Insights reports. Teams are using them to automate the deep, thoughtful analysis required for complex post-mortems, capacity planning, and performance optimization. These comprehensive reports are fantastic when you need a well-researched, shareable document. But what about the moments during an investigation?

Runbooks are history: Why agentic AI will redefine incident response forever

If you’re an SRE, platform engineer, or on-call responder, you don’t need another article explaining incident pain. You feel it every time your phone lights up in the middle of the night. You already know the pattern: You’ve invested in runbooks, automation, observability, and “best practices,” yet incident response still feels like firefighting. Now imagine the same midnight page, but with AI SRE in place: What once took hours is now finished in a couple of minutes.

How to build AI agents with n8n and relaxAI: Live webinar

You have the ideas, now learn how to turn them into production-ready AI agents. Join us on January 21st at 5:00 PM for a live webinar featuring Ben Norris, AI Engineer at Civo, and Sophia McKee, COO at Civo. We will demonstrate how to design, build, and deploy intelligent agents using n8n’s visual workflow automation platform, all powered by secure, UK-hosted infrastructure from relaxAI. You'll learn how to orchestrate tools, APIs, and LLMs to create scalable automations without needing deep coding expertise.

ShipTalk S4E6 | Beyond the Magic Box: Solving AI Hallucinations with Precision RAG

In this episode of the ShipTalk Podcast, host Dewan Ahmed (Principal Developer Advocate at Harness) sits down with Evgeny Ilinykh (Founder of GuidedMind.ai and former Tesla Engineering Manager) to move past the AI hype and get into the engineering reality of Retrieval-Augmented Generation (RAG). If your AI agents are hallucinating, the problem probably isn't your model—it’s your retrieval layer. Evgeny breaks down how to turn the "black box" of LLMs into a transparent, production-ready system that developers can actually trust.

What NVIDIA, Okta, and Warner Bros. Discovery Learned About Scaling AI Operations Beyond the Pilot Phase

One key takeaway from AWS re:Invent 2025 was that a clear gap has emerged between teams still experimenting with AI and those seeing measurable value at scale. In two sessions, PagerDuty customers joined us onstage to explain how they’ve scaled pilots into successful AI operations.

How to Audit AI-Written Pull Requests Without Burning Out

If it feels like your GitHub notifications are a targeted DDoS attack on your brain, you aren't imagining it. Data from GitHub's Octoverse 2025 report shows an average of 43.2 million pull requests merged every month, a 23% jump from just a year ago. This surge in activity coincides with the widespread adoption of AI tools to write code. The temptation to just click "Approve" on a well-formatted AI-written pull request is higher than ever.

Claude Models Just Landed in Azure: I Opened a Terminal and Tested

Microsoft just added Anthropic’s Claude models to Microsoft Foundry. Instead of reading the press release, I ran a mini-benchmark to see how Claude Opus, Sonnet, and Haiku actually perform with real Python tasks and stdin/stdout workflows. The results will surprise you. Opus was the most complete, Haiku the fastest (and chattiest), and instruction-following was the weak point across the board. If you’re thinking about using Claude in production, read this first.

Simple Principles That Strengthen SEO Performance Across Digital Content

Despite the usual protestations from forums like Reddit and the many Facebook groups that profess to be about digital marketing, SEO is not just dead, but remains an utterly indispensable component of drawing in new customers to your brand. What is true, however, is that just as the game has changed ever since the fateful Penguin and Panda days, so too has it since the unprecedented introduction of the many LLMs that now grace the topography of online interactions. This also happens to mean that with the right attitude and ability to pivot as and when required, you can still make great use of SEO and use it to your advantage.

Unbiased EssayWriters Review: Discover How This Essay Service Performs

University life used to mean coffee-fueled nights and messy notes. Now? It's the survival of the multitaskers. Rising workloads, multilingual classrooms, and endless part-time jobs have turned "study mode" into "crisis mode." No wonder so many students sneak a look at essay writing platforms for a little backup.