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Instrument zerocode observability for LLMs and agents on Kubernetes

Building AI services with large language models and agentic frameworks often means running complex microservices on Kubernetes. Observability is vital, but instrumenting every pod in a distributed system can quickly become a maintenance nightmare. OpenLIT Operator solves this problem by automatically injecting OpenTelemetry instrumentation into your AI workloads—no code changes or image rebuilds required.

What Proximity Badges and Cards Actually Do in Secure Spaces

Security systems can feel abstract until you arrive at a door and need to get through it. That moment exposes the gap between policy and usability. Proximity badges and cards are part of the bridge between security intent and real world movement. They allow authorized people to enter specific areas without keys or codes, and they do it in a way that fits into daily patterns of movement. This article explains how they work, why they matter, and what they change in everyday operations.

When a High-Accuracy Multimeter Matters Most on Site

Accurate electrical measurements are essential on professional job sites, where small errors can lead to equipment damage, safety risks, or unnecessary troubleshooting. Although basic meters may work for simple checks, many real-world electrical systems involve unstable loads, harmonic distortion, or sensitive electronics that demand greater precision. High-accuracy multimeters provide dependable readings under these conditions, helping technicians and electrical contractors diagnose issues correctly, reduce downtime, and maintain safer work practices.

How Do Optimized Press Releases Support Digital PR Strategies? 4 Benefits

The way we share company news has changed completely in the modern digital landscape. In 2026, roughly 68% of online experiences begin with a search engine, making discoverability the ultimate goal for any brand. While an old-school announcement might have just sat on a wire service, a modern, data-driven approach turns your news into a powerful engine for organic growth. Integrating these updates into your broader digital PR strategy is the best way to cut through the noise and reach the right decision-makers.

Gaming Rigs That Balance Speed, Stability, and Power

Finding the right balance for a PC setup involves looking at several factors. High frame rates matter, but stability keeps the experience smooth - here I have used the hyphen-minus symbol instead of an em dash. Many enthusiasts search for machines that handle both intense creative work and fast-paced competitive matches. You need hardware that stays cool under pressure. Choosing parts often means looking at long-term value and current tech trends. A great rig handles modern software without breaking a sweat. It provides a reliable foundation for all your digital needs.

AI Assistant for Calico: Troubleshooting at the Speed of Thought

Despite the wealth of data available, distilling a coherent narrative from a Kubernetes cluster remains a challenge for modern infrastructure teams. Even with powerful visualization tools like the Policy Board, Service Graph, and specialized dashboards, users often find themselves spending significant time piecing together context across different screens.

Claude Code + Lightrun MCP: Your AI Agent Now Has Live Runtime Vision

Claude Code, Anthropic’s coding agent, now integrates with Lightrun through MCP. AI code assistants have been flying blind. Google Dora’ 2025 report found it is causing, an almost 10% increase in code instability. Even with up to 1M tokens of context available in Claude, this powerful agenti cannot see how the code it writes actually behaves inside a live system under real traffic, real dependencies, and under a load of 10,000 requests per second.

Architecting MCP for AI Agents: Lessons from Our Redesign | Harness Blog

-- Key Takeaways: The Harness MCP server is an MCP-compatible interface that lets AI agents discover, query, and act on Harness resources across CI/CD, GitOps, Feature Flags, Cloud Cost Management, Security Testing, Resilience Testing, Internal Developer Portal, and more. -- The first wave of MCP servers followed a natural pattern: take every API endpoint, wrap it in a tool definition, and expose it to the LLM.

Claude Code is running bash commands on your infrastructure. Here's how to watch it.

I’ve been staring at Claude Code telemetry for the past few weeks, and I keep noticing the same thing: most teams drop it into their environment, say “it’s amazing,” and have absolutely no idea what it’s actually doing at the system level. That’s fine for a personal dev tool. It’s not fine when you’ve rolled it out to 50 engineers.