Operations | Monitoring | ITSM | DevOps | Cloud

GitLens 18 Turns the Commit Graph Into an Agent Command Center

Five coding agents sounds like leverage right up until a developer is the one keeping track of all five: one fixing a bug, one building a feature, one refactoring, and two waiting on input at the same time. AI did not create that problem. It exposed a workflow problem that was always going to surface once parallel development became normal instead of occasional.

Graylog MCP Howto Webinar

In this video, we walk through connecting the Graylog MCP Server (introduced in Graylog v7.0) to Claude CLI, enabling natural language interaction with your Graylog instance through Claude Desktop. Topics covered: Whether you're a Graylog admin looking to speed up investigations or a security engineer curious about AI-assisted log analysis, this walkthrough gives you everything you need to get MCP running end to end.

Automate all the things: How to use Grafana Cloud's AI to relieve the operational burden

Continuous integration and continuous delivery (CI/CD) have dramatically changed how we ship software. But once code reaches production, the operational work is still surprisingly manual. Engineers continually monitor systems, investigate unexpected behavior, and decide which issues require action. And that is where the next opportunity for AI-driven automation lies. For example, in today's CI/CD workflows, someone refreshes the pipeline page to see whether the queue has moved.

A default is not a decision: cut AI model costs with CloudZero's free, open-source Model Rightsizer

Only 22% of finance leaders can tie their AI spend to a business outcome, according to CloudZero’s 2026 finance survey. When AI ROI falls short, it usually isn’t because a company is doing too much AI. It’s that no one is watching which model runs which task, and that one choice accounts for a large part of the cost. Here’s why it happens.

Cloud Asked What It Cost, AI Is Asking What It's Worth | Harness Blog

AI has quickly become one of the largest and fastest-growing enterprise expenses, exposing many of the same governance and visibility challenges organizations previously faced with cloud. Based on findings from the 2026 State of AI in FinOps report, we explore how mature organizations improve AI cost ownership, reduce waste, and build a culture focused on measurable business value.

Model Rightsizer: the agent that stops your other agents from defaulting to Fable

Model Rightsizer is an open-source Claude Code sub-agent from CloudZero that scores each task on capability need versus cost pressure, then routes it to the smallest model that can handle it. In its first week, it cut Opus spend 75% while shifting 234x more work to Sonnet. Every Claude Code agent you run has to answer a question it usually never gets asked: does this task need the smartest model available, or are you paying Fable prices to rename a variable across three files?

The Business Benefits of a Strong Asset Management Strategy

Every business depends on valuable assets, from equipment and machinery to buildings and technology. How these assets are managed has a direct impact on productivity, operating costs, and long-term growth. Without a clear strategy, businesses may face unexpected breakdowns, rising maintenance expenses, and poor use of resources. A strong asset management strategy helps organizations track asset performance, plan maintenance, extend asset life, and make better investment decisions. It also improves efficiency and supports smarter business planning.

Best 7 GPU VPS Provider for Machine Learning (ML) and AI

There is no reason to buy a GPU. That's unless you train your model or do serious image/video manipulation. A GPU server costs several times more than a CPU VPS for the same month. "Nine out of ten requests for a GPU server for AI actually need a mid-size CPU VPS. They are serving a model, not training one. Match the hardware to the task at hand. Save money. Don't compromise on performance.".

Why Interactive Vending Machines Are Becoming the Next Big Business Opportunity

Businesses are always looking for fresh ways to draw in customers, raise revenue, and offer experiences people will remember. Interactive vending machines are among the fastest-growing developments in automated retail, bringing together convenience, technology, and entertainment in one system. Traditional machines mainly dispense products; interactive models go further by engaging users with touchscreens, artificial intelligence, digital payment options, and personalized experiences.

Install AURA to Debug Incidents Using an Open Source SRE Agent

AURA is a fully open-source agentic harness built for SRE and production operations work. In this walkthrough, Mezmo forward deployed engineer Jeff iinstalls AURA on a local desktop, runs `aura init` to generate the config and connect it to an Anthropic Sonnet model, then wires in a Grafana MCP server pointed at his homelab. He hands AURA a live incident: a set of addressable LED lights that stopped responding to Home Assistant.