Jellyfin NVIDIA hardware transcoding in Docker
Give a Jellyfin container an NVIDIA GPU with Docker Compose, turn on NVENC and NVDEC, and prove the GPU is really transcoding with nvidia-smi.
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VPS with GPU: when you actually need one
A GPU on a VPS buys batch throughput and room for large models. Quantized chat models, embeddings and Whisper small run fine on CPU. Start there, measure.
Fix NVIDIA driver not loading on Ubuntu Server
nvidia-smi cannot talk to the driver. Walk the ladder: lsmod, dmesg, dkms status, then fix missing headers, nouveau, a kernel update or Secure Boot.
Fix NVML driver/library version mismatch
nvidia-smi fails with Driver/library version mismatch when an upgrade replaces the NVIDIA libraries under a loaded kernel module. Diagnose it, then fix it.
Fix NVIDIA 'key was rejected by service'
Secure Boot refuses unsigned NVIDIA modules, so DKMS builds fine and modprobe still fails. Check firmware state, then enrol a MOK or stop enforcing.
Ollama Cloud vs your own server: what changes
Ollama Cloud and a self-hosted Ollama share one CLI and one API. See exactly which settings change, and what leaves your machine on each path.
What it takes to self-host Kimi K3
Kimi K3 is 2.8 trillion parameters. Here is the VRAM arithmetic, the KV cache math, and the three honest ways to run it without a 32 GPU cluster.
Who Makes AI Servers, and Where to Buy One
Dell, HPE, Lenovo and Supermicro build the AI servers most buyers can order. See who else builds them, and every channel from OEM configurator to GPU rental.
Run Meta Muse Glimmer 30B on a VPS
Muse Glimmer's Linux tags run from 18GB to 59GB. Work out the RAM and disk a rented VPS needs before you pull, and what CPU only inference costs.
Self-hosted AI image generator: real specs
The honest hardware ladder for running Stable Diffusion yourself: what a CPU VPS can do, what SDXL needs, ComfyUI install commands, and disk you should budget.
Zanus AI server: quote-only vs building your own
Zanus AI's no-code AI server is sold by quote only. What the same private stack takes to build on a rented GPU server, and when an API is the better buy.
Self-hosted AI video generator: the reality
What open video models really produce in July 2026, the VRAM class each one needs, what a five second clip costs on a rented GPU, and when to use an API.
Paritok token gateway: cheaper agent bills?
Paritok compresses the file reads and tool output your coding agent sends. The project claims 74% fewer tokens. Here is the mechanism and the break-even math.
What does an AI server cost to build?
The accelerator sets most of the bill. Learn how VRAM, memory bandwidth, power headroom, cooling and your own tariff decide what the rest costs.
GPU VPS vs API tokens: the break-even point
Renting a GPU by the hour beats per-token API billing only above a certain volume. Here is the formula and the monthly token count where it flips.
Can you actually game on a VPS?
Two readers, two answers. A standard VPS cannot play games for you, and here is the reason. Hosting a dedicated game server on one works well.