Operations | Monitoring | ITSM | DevOps | Cloud

The core KPIs of LLM performance (and how to track them)

A few months ago, I built an MCP server for Toronto’s Open Data portal so an agent could fetch datasets relevant to a user’s question. I threw the first version together, skimmed the code, and everything looked fine. Then I asked Claude: “What are all the traffic-related data sources for the city of Toronto?” The tool call fired. I got relevant results. And then I hit an error: “Conversation is too long, please start a new conversation.” I had only asked one question.

How should Prometheus handle OpenTelemetry resource attributes?

Note: A version of this post originally appeared on the OpenTelemetry blog. Victoria Nduka is user experience designer and open source contributor making her way into the cloud native space. She writes about design, accessibility, and open source with the same curiosity she brings to her work. On May 29, I wrapped up my mentorship with Prometheus through the Linux Foundation mentorship program.

How to get fast, easy insights with the Gremlin MCP Server

Chaos Engineering and reliability testing give you visibility into the actual reliability of your services by simulating real-world failure conditions. But what if you could dig into the testing and results data using AI to quickly uncover new insights? That’s the logic behind the Gremlin MCP Server. Released as part of Reliability Intelligence, the Gremlin MCP Server allows you to bring your LLM of choice to explore your Gremlin data and find opportunities to get more out of Gremlin.

Proxmox vs Cycle: Toolkit or Platform?

If you've ever run a homelab, chances are you've tried Proxmox. Its mix of open-source accessibility, strong VM support, and lightweight containers has made it popular among enthusiasts and small IT teams alike. Beyond hobby projects, Proxmox has also found adoption in organizations that value cost efficiency or wanted to avoid locking themselves into VMware's catalog. That adoption has seen some positive movement in the wake of Broadcom's changes to VMware's licensing and support model.

Advances in Furnace Repair Through Modern Technology

Heating systems have long been a cornerstone of comfortable living, keeping homes and workplaces warm through the coldest months. Over time, furnace repair has shifted from manual inspection and guesswork to a field guided by technological precision. These advances not only improve repair accuracy but also reduce downtime, energy costs, and long-term maintenance burdens. Modern tools, smart diagnostics, and digital platforms have shaped an environment where technicians can provide faster, safer, and more effective care for heating systems.

Getting the Basics of Your Manufacturing Business Right

A lot of people think that manufacturing businesses are complicated beasts that need a lot of attention to some pretty fiddly and complicated components to succeed, and sure, that is true but you know what? If you run a manufacturing business, then the basics are really important because, if the foundation of your company is not rock solid then no amount of fancy tech is going to save it. That being the case, let's take a look at the fundamentals you need to nail to find success in manufacturing right now.

Why More Agencies Are Taking Control of Domain Sales

Why More Agencies Are Taking Control of Domain Sales Agencies are no longer sitting on the sidelines when it comes to domain management. As client expectations shift and the margins on digital services tighten, more firms are rethinking their role in handling the foundational assets of online presence. What was once a hands-off technical task is now being recognised as a strategic business move.

How to Properly Deal With Bad Credit Reports: Tips to Follow

Getting a bad credit report can feel overwhelming, but it's important to understand that you are not alone. Many people struggle with their credit at some point in their lives. A negative credit report can affect your ability to secure loans, rent apartments, or even get certain jobs. Effective strategies are available to manage and improve your credit situation. With the proper steps and resources, you can take control of your financial future and work towards rebuilding your credit history.

Stress Relief Devices for Busy Lifestyles: Find Your Perfect Fit

In today's fast-paced world, stress has become an inevitable part of life. Between work, personal responsibilities, and social pressures, it's no wonder that stress levels are at an all-time high. While stress is a natural response, managing it effectively is essential for maintaining overall health and well-being. For people with busy lifestyles, finding quick and effective ways to manage stress can make all the difference.