Operations | Monitoring | ITSM | DevOps | Cloud

Anthropic's Mythos, Glasswing, and how the industry must move forward | Harness Blog

When Anthropic broke the news of Mythos and Project Glasswing, the security community did what it always does. It published a flurry of papers asking "What does this mean for security?" It's a reasonable instinct, but it's the wrong question. The real question is who actually owns the problem?

Monitor LLM routing with the Kubernetes Inference Extension

If you serve LLMs on Kubernetes without inference-aware routing, your load balancer is likely wasting inference capacity. Generic HTTP traffic management blindly routes requests, assuming the backends in your cluster are interchangeable. But your model-serving backends are stateful and unevenly prepared to handle any given request. As a result, requests are often routed to the backend that’s not the one best suited to respond.

Uber blew its annual AI budget in 4 months

Uber burned through its entire annual AI budget in under 4 months. Here's what went wrong — and what every engineering org should be doing instead. The data: 80% more code is getting pushed with AI… but only 18% of AI-written code actually ships to production. That's not a productivity story. That's a spend problem. If you're scaling AI tooling without real-time monitoring and guardrails, you're Uber.

Konstruct product updates: Global resources, MCP support, and smarter permissions

May has been one of our busiest months yet for Konstruct. Across three releases, 0.5, 0.5.1, and 0.5.2, we've shipped some of the most requested platform-level changes since we launched: a unified model for sharing resources across organizations, native support for AI-driven workflows via MCP, a completely redesigned API keys experience, and a cleanup to how permissions actually work in multi-org environments. Let's walk through what shipped and why it matters.

Operational Efficiency in Recruitment: How AI Is Cutting Manual Work

Recruitment teams are usually measured by placements, not by operations. The dashboards track candidates submitted, time-to-hire, and revenue per recruiter. What almost never gets measured is the operational overhead behind each placement, the quiet hours spent reformatting CVs, copying data between systems, sending follow-up emails, and chasing internal approvals.

Picsart Flow Gives Enterprise Creative Teams a Single AI Hub - From Brief to Final Asset

Enterprise creative teams are expected to move faster than ever. A single campaign can require paid ads, product visuals, landing page graphics, email banners, internal presentations, sales materials, short-form videos, and localized versions for different markets. Each asset needs to be professional, on-brand, and ready for the right platform.

Why Flexible Online Artificial Intelligence Courses Are Growing in Popularity

Artificial intelligence is expanding rapidly, and so are learning methods. Flexible online courses have revolutionized education, making it easier to gain new skills outside traditional classrooms. This shift signals the future of education-accessible to everyone, anywhere. An online AI course can be your entry point into this dynamic field.

Top Tips: How to stop doing everything yourself and delegate to AI before you burn out

Top Tips is a weekly column where we highlight what’s trending in the tech world today and list ways to explore these trends. This week, we’re looking at which tasks you can delegate to AI. We've all struggled to delegate tasks. Whether you're a junior struggling to prioritize your tasks on a daily basis or a manager unsure of assigning responsibilities, you know how messy task delegation can get. Some people just improvise while others have a method to this madness.