Step-by-step engineering blueprints for deploying Ollama, vLLM, and DeepSeek on dedicated NVIDIA GPUs, migrating off overpriced AWS EC2/S3 egress to unmetered NVMe VPS, and configuring 64GB Ryzen AI Mini-PCs.
How to provision dedicated NVIDIA GPU instances on Database Mart and Cherry Servers to run private LLMs at 118+ tokens/s with zero per-token API bills.
When per-request serverless and hyperscaler bandwidth bills explode: step-by-step migration to UltaHost NVMe VPS ($4.80/mo), Cloudways ($11/mo), and Cherry Servers.
How to tune BIOS UMA frame buffer memory on OneXPlayer 64GB LPDDR5X workstations and connect an external RTX 4090 over 63Gbps PCIe 4.0 x4 OCuLink.
