Operations | Monitoring | ITSM | DevOps | Cloud

7 Real Ways to Modernize NetOps with Kentik AI Advisor

Kentik’s AI Advisor acts as a virtual network engineer, helping teams of all skill levels troubleshoot, manage, and optimize their infrastructure with unprecedented speed and context. We explore seven practical NetOps use cases, from rapid incident triage and capacity planning to upcoming live-device command support, that demonstrate how using AI as a collaborative teammate dramatically reduces manual investigative work.

Skills vs. MCP: You're probably reaching for the wrong one

Everyone is adding Model Context Protocol (MCP) servers to everything right now. And I get it. MCP is clean. It’s standardized. You write a server, expose some tools, and suddenly your LLM can query your log platform, pull a dashboard, and fire an alert. It feels like the right abstraction. But I’ve watched teams at serious companies burn weeks building MCP integrations for workflows that should have been skills, and build skills for things that genuinely needed MCP.

Inside Pandora's Box: How CloudZero AI Hub Cracks Cloud Cost Intelligence

Years in the FinOps trenches taught me one thing: The data has never been the problem. The data exists. It’s out there, scattered across provider invoices, buried in tagging gaps, locked behind dashboards that maybe three people in your org actually know how to navigate. The real problem? Nobody can get to it when they need it. Engineers ship features without understanding what they cost the business, let alone whether they improved margin.

Claude Code Security Launch Triggers Cybersecurity Industry Reassessment

On February 20, 2026, Anthropic launched Claude Code Security, an AI-based tool to scan codebases, identify security weaknesses, and provide patching solutions. The Claude Code preview caused a panic that resulted in billions in lost market capitalization among cybersecurity stocks. CrowdStrike shares decreased by 8%, reaching approximately $388.87, while Okta experienced a 9.2% decline and Zscaler saw a 5.5% drop in its stock price. That demonstrates the increasing investor anxiety about AI technology developments that threaten to disrupt established cybersecurity frameworks.

Did ChatGPT take down Claude?

On March 2, 2026, Claude experienced a widespread service disruption that affected users across North America, Europe, Asia, and Australia. The outage quickly drew significant media attention, with numerous technology news outlets reporting on user frustration and downtime. In the early hours of the incident, some commentators speculated that the disruption may have been caused by a sudden influx of new users migrating from OpenAI. However, there is no public evidence confirming that theory.

Responsible transformation: Agentic AI for the public sector

The world is transforming, and artificial intelligence, especially agentic AI, is quickly becoming embedded across private and public sectors. For government agencies, law enforcement, and mission-critical organizations, embracing this new reality is uniquely challenging. On the one hand, agentic AI promises measurable improvements: modernized IT workflows, faster analysis, improved citizen services, and operational efficiency.

CloudZero Launches Claude Code Plugin To Bring Cost Intelligence Into Engineering Workflows

Today we’re announcing the CloudZero Claude Code Plugin, a new capability that puts CloudZero’s full cost intelligence model directly inside Claude Code, where engineers and technical FinOps practitioners already work. The plugin connects a Model Context Protocol (MCP) server and nine pre-packaged investigation skills to CloudZero’s cost data, covering cloud and AI spend across AWS, GCP, Azure, Snowflake, MongoDB, OpenAI, Anthropic, and more.

Enabling Proactive ITOps with Skylar Advisor

By continuously connecting signals across your IT environment, Skylar Advisor turns operational complexity into clear, prioritized guidance. It highlights potential impact, explains why it matters, and delivers clear next steps so IT teams can act early and stay ahead of alerts before they turn into issues.