Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

Best CSPM for Kubernetes: Why Posture Management Needs Runtime Context

You just connected your Kubernetes clusters to a CSPM tool. Within a few hours, the dashboard lights up: 500+ findings across your environment. Overly permissive RBAC roles, exposed services, unencrypted secrets, misconfigured network policies. Sorted by severity, color-coded, and completely overwhelming. So you do what any security engineer does. You start triaging. But twenty minutes in, a pattern emerges that the severity scores aren’t helping with.

Access Your OpenClaw Web UI from Anywhere with Teleport

OpenClaw’s web UI gives you full control over your personal AI agent, but exposing it publicly creates significant risk. In this video, I show how to securely access the OpenClaw web interface from anywhere using Teleport, without opening inbound ports or relying on public instances. You’ll see how to put the OpenClaw UI behind identity-based access, approve devices, and keep full admin control while staying locked down.

Kubernetes Backup: How It Works, What to Protect, and How to Choose a Solution in 2026

Kubernetes backup sounds straightforward until you look closely at what a real application includes. A production workload usually spans Kubernetes resources, cluster configuration, persistent volumes, secrets, service accounts, network policies, and external dependencies such as cloud databases or object storage. Protecting one of those layers helps. Protecting all of them in a coordinated way is what makes recovery practical.

Economic and Technological Factors Behind Dedicated and Virtual Server Costs

In recent years, businesses, developers, and digital service providers have increasingly noticed a steady rise in the cost of renting dedicated and virtual servers. While at first glance such changes may appear to be simple pricing adjustments by hosting companies, a deeper analysis reveals a complex interaction of global supply chains, semiconductor manufacturing constraints, rising demand for computing resources, and the increasing cost of key hardware components such as memory modules, processors, and high-performance storage devices.

Top 12 DevOps Automation Tools

The aim of DevOps automation is clear: reduce human error, shorten feedback loops, make repetitive tasks more efficient, and enforce security along with recovery by default. By implementing automation the need for human intervention is reduced – tackling the most common cause of data loss. Table of contents: hide Automation in DevOps Important aspects for automation tools AI in DevOps automation.

Per-Agent Guardrails: How to Set Different Policies for Different AI Agents

You’ve deployed five AI agents into your production Kubernetes cluster: a customer support chatbot, a fraud detection agent, a data pipeline processor, a code generation assistant, and an internal summarization bot. Your security team writes one set of guardrails and applies them uniformly. Within a week, you discover the code generation agent needs interpreter access the chatbot should never have.

Runtime Observability for AI Agents: See What Your AI Actually Does

Last Tuesday, a platform security engineer at a mid-size fintech company ran a routine audit on their production Kubernetes clusters. The audit surfaced three LangChain-based agents, two vLLM inference servers, and a Model Context Protocol (MCP) tool runtime. None had been reported by the development teams. None appeared in any security inventory. All had been running for weeks. One of the agents had been making outbound API calls to a third-party data enrichment service every four minutes.

What to Look for in an AI Workload Security Tool: The Complete Buyer's Guide

You’re evaluating AI workload security tools and every demo looks the same. Vendor A shows you an AI-SPM dashboard. Vendor B shows you a nearly identical AI-SPM dashboard with slightly different branding. Vendor C shows you posture findings with an “AI workload” tag that wasn’t there last quarter.