Hybrid AI Assistant Architecture: When to Use NLU, RAG, Deterministic Flows, and LLMs
The assistant should retrieve relevant content, generate a grounded response, and provide citations or source references….
CrowdStrike 2026 Threat Hunting Report: Exploitation Window Closes as AI Use Accelerates
The npm package ecosystem, referenced in the above scenario, is the primary vector for supply chain…
15 Linux Interview Questions and Answers for System Administrators
Most Linux interview lists recycle the same 10 questions from a decade ago, and many of…
Azure Local 2607 Architecture and Upgrade Advisory: Build 12.2607.1003.71, Known Issues, and Production Readiness
The headline networking change is useful: an Azure Local VM can own the DNS-server address or…
Falcon Cloud Security July 2026 Release: Helping Security Teams Move Faster in the Cloud
This month’s CrowdStrike Falcon® Cloud Security innovations reduce that friction. New capabilities strengthen IaC security, streamline…
How to Combine MCP and A2A in One Enterprise Agent Architecture
Propagate trace context across the entry gateway, A2A calls, agent runtimes, MCP calls, and downstream APIs….
The Guardrail Paradox: Designing a Governed Forensic AI Platform for Cyber Defense
Self-hosting removes some provider-policy and data-transfer constraints, but it also transfers responsibility for the entire control…
Whole GPU, Passthrough, vGPU, MIG, or Time Slicing? The Enterprise GPU Allocation Decision Matrix
A normal extended-resource request for nvidia.com/gpu: 1 usually means exclusive allocation of one advertised GPU device…
12 Best Command-Line FTP Clients for Linux Users
Most Linux guides still recommend the same FTP clients they listed years ago, even though some…
11 Best IP Address Management (IPAM) Tools for Linux in 2026
Most sysadmins don’t realize there’s an IP conflict until something goes offline. That’s where IP address…
How to Take an AI Agent from Prototype to Production: A Production-Readiness Checklist
Use cost per successful task as the primary engineering metric. A smaller model is not cheaper…
Beyond the Model: Harnessing Frontier AI for Stronger Cyber Defense
Patching remains an essential security discipline, but it is no longer sufficient on its own. Security…
VCF 9.1 for AI Workloads: The Decisions Infrastructure Teams Need to Make Before the First GPU Cluster
A GPU-ready VCF design changes the daily operating model. VCF Private AI Services documentation and announcements…
Yazi: Fast Rust-Based Terminal File Manager for Linux
Yazi is a terminal-based file manager written in Rust that lets you browse, preview, and manage…
agentOS: Run AI Agents in a Secure Linux Sandbox
I burned through half of my E2B sandbox budget in just two weeks by spinning up…