How to Configure a GitHub Actions Self-Hosted Runner on Windows Server 2025 GitHub Actions self-hosted runners let you execute workflow jobs on your own infrastructure instead of GitHub’s cloud-hosted runners. For teams building Windows applications, running integration tests against local databases, or working in air-gapped environments, a self-hosted runner on Windows Server 2025 is the […]
Introduction FreeBSD 13 is a UNIX-derived operating system renowned for its network stack performance, ZFS integration, and Jail isolation primitives. Setting up configure network interface bonding on freebsd 13 on FreeBSD 13 follows the rc.conf/service(8) paradigm rather than systemd, which means enabling a service and configuring its startup options are done differently from any Linux […]
In deep learning with PyTorch, efficient data handling is often the biggest bottleneck during model training. Poor data pipelines can slow down training dramatically—even more than model complexity or hardware limitations. PyTorch’s Dataset and DataLoader classes provide powerful, flexible abstractions to handle loading, preprocessing, batching, shuffling, augmentation, and multi-worker parallel loading seamlessly.
Introduction How to Set Up VLAN Tagging on FreeBSD 13 is a core administration task for any FreeBSD 13 server operator. FreeBSD 13 ships with the 15.0-RELEASE kernel, ZFS as the default root filesystem, Capsicum capability sandboxing improvements, and an updated ports tree. Unlike Linux distributions, FreeBSD uses rc(8) for service management, pf for packet […]
Introduction FreeBSD 13 is a UNIX-derived operating system renowned for its network stack performance, ZFS integration, and Jail isolation primitives. Setting up configure ifconfig networking on freebsd 13 on FreeBSD 13 follows the rc.conf/service(8) paradigm rather than systemd, which means enabling a service and configuring its startup options are done differently from any Linux distribution. […]
How to Install Jenkins on Windows Server 2025 Jenkins is one of the most widely used open-source automation servers in the world, enabling continuous integration and continuous delivery (CI/CD) pipelines across virtually every technology stack. Running Jenkins on Windows Server 2025 gives teams a familiar environment for building, testing, and deploying .NET applications, PowerShell-driven automation, […]
Introduction How to Configure Disk Quotas on FreeBSD 13 is a core administration task for any FreeBSD 13 server operator. FreeBSD 13 ships with the 15.0-RELEASE kernel, ZFS as the default root filesystem, Capsicum capability sandboxing improvements, and an updated ports tree. Unlike Linux distributions, FreeBSD uses rc(8) for service management, pf for packet filtering, […]
How to Monitor Hyper-V with Performance Counters on Windows Server 2025 Effective Hyper-V monitoring is the foundation of a stable virtualisation environment. Windows Server 2025 exposes a rich set of Hyper-V-specific performance counters through Performance Monitor (perfmon), PowerShell’s Get-Counter cmdlet, WMI/CIM, and the open-source Prometheus exporter windows_exporter. These counters give you deep visibility into hypervisor […]
Introduction How to Set Up S3FS FUSE Mount on FreeBSD 13 is a core administration task for any FreeBSD 13 server operator. FreeBSD 13 ships with the 15.0-RELEASE kernel, ZFS as the default root filesystem, Capsicum capability sandboxing improvements, and an updated ports tree. Unlike Linux distributions, FreeBSD uses rc(8) for service management, pf for […]
How to Deploy Containerised Applications to Kubernetes on Windows Server 2025 Kubernetes supports Windows worker nodes, making it possible to run Windows containers — including ASP.NET Framework and ASP.NET Core applications — alongside Linux workloads in the same cluster. Windows Server 2025 is compatible with Kubernetes 1.29 and later, and Microsoft’s AKS (Azure Kubernetes Service) […]
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