Zanus AI vs building your own private AI server
Zanus AI sells a no-code AI appliance priced by quote. What the same private stack takes to build on a rented GPU server, and when an API is the better buy.
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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.
Run Meta Muse Glimmer 30B on a VPS
Muse Glimmer tags run from 17GB to 59GB. Work out the RAM and disk a rented Linux VPS needs before you pull, and what CPU only inference costs.
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.
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.
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.
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.
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.
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.
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.
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.