Operations | Monitoring | ITSM | DevOps | Cloud

Using Evaluation Frameworks with Agent Observability

AI teams have invested heavily in evaluation frameworks, yet getting those frameworks beyond local experimentation remains challenging. Teams using open source libraries like DeepEval and Pydantic Evals gain flexibility and research-grounded metrics, but operationalizing those evaluations still requires brittle custom integration code that doesn’t scale.

Builder in the loop: Tony Rogers on stress-testing AURA before production

Builder in the loop is a Mezmo interview series focused on the engineers, product leaders, and operators shaping AURA, an open-source, MCP-native agent harness for production operations. This installment features Tony Rogers, whose work on AURA is less about building new features and more about trying to break them before users can.

7 Ways Digital Protection Services Are Safeguarding High-Risk Individuals in 2026

In today's hyper-connected world, personal security no longer begins and ends with physical protection. For executives, entrepreneurs, public figures, journalists, activists, and other high-risk individuals, digital threats have become just as significant as real-world risks. A single exposed piece of personal information can open the door to identity theft, financial fraud, online harassment, reputational damage, or even physical safety concerns.

How Engineering Teams Are Scaling Mobile Development: The Case for IT Staff Augmentation

Mobile products are evolving faster than ever. New features, platform updates, integrations, and changing user expectations continuously compete for engineering resources. At the same time, businesses are expected to deliver updates quickly while maintaining product quality and reliability. As a result, many companies use IT staff augmentation to increase development capacity without waiting months to recruit and onboard permanent employees. For growing engineering teams, this model has become a practical way to maintain delivery speed while adapting to changing business needs.

Business Continuity Planning Beyond Technology: The Role of Asset Diversification

Most business leaders associate continuity planning with servers, backups, and IT failover. That framing is understandable, but it leaves out a significant portion of what makes organizations truly resilient: the operational dependencies that have nothing to do with technology.

Benefits of Rapid 3d Prototyping & How to Choose a Provider

Rapid 3d prototyping has undeniably transformed the way businesses are nowadays designing, testing, and improving products. While some traditional manufacturing methods can take weeks or even months to complete certain projects, this particular method can have them completed within days. So, a lot of businesses are relying on this particular method nowadays, from startups that are trying to develop their first product to large industrial manufacturers that are refining complex components.

Compressed Air Quality: Why It Matters for Industrial Operations

Compressed air is one of the most widely used utilities in industry, often called the fourth utility alongside electricity, water, and gas. It powers everything from pneumatic tools and automation systems to packaging lines and process equipment. Yet because it is generated on site and largely invisible, its quality is easy to overlook. Contaminated compressed air can damage equipment, spoil products, and create compliance headaches, while clean air keeps operations running smoothly and safely. For anyone responsible for facilities or production, understanding compressed air quality is more important than it might first appear.

Why Nonprofits Need Dedicated Board Management Software - Not Just a Shared Folder

The setup is familiar across the nonprofit sector: a Google Drive folder that holds board packs in various states of version, an email thread that doubles as the distribution list and the minutes archive, and a governance team that is, in practice, one person - usually the executive director - managing board logistics alongside everything else. It works, up to a point.

WordPress at Enterprise Scale: What IT and Ops Teams Need to Know in 2026

Enterprise WordPress success depends on the people, processes, and infrastructure behind the platform Most enterprise CMS decisions don't land on a marketing director's desk. They land on the ops lead's, the DevOps team's, or the CISO's - because the real questions aren't about brand aesthetics. They're about uptime, compliance, integrations, and long-term cost of ownership.

Capital planning is not one-size-fits-all: How agency size shapes critical capital decisions

Every capital program depends on a series of decisions that determine whether projects move from ideas to successful outcomes. How projects are defined, prioritized, funded, approved, monitored, and communicated ultimately shapes an agency's ability to deliver on its commitments.