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AI models & sizing9 min read
How to run DeepSeek-V4 on your own GPU server
How to run DeepSeek-V4 on your own server: VRAM for Flash and Pro, the GPU servers that fit, vLLM and SGLang commands for 8 GPUs, and the monthly cost.
Blog · Topic
AI models and sizing.
How much GPU memory models need and which servers fit them: weights, KV cache, fine-tuning and open-weight LLMs.
5 articlesUpdated RSS feed
Latest in AI models & sizing
5 articles · newest first
AI models & sizing10 min read
Self-hosted AI coding assistant: a private Copilot on your GPU server
Run a self-hosted AI coding assistant on your own GPU server: pick a coding model, size it for your team, serve it with vLLM and connect VS Code or Cline.
AI models & sizing10 min read
Self-host an LLM: a private ChatGPT on your own GPU server
How to self-host an LLM as a private ChatGPT: pick an open model, size the GPU, run Ollama with Open WebUI or vLLM, lock down access, and what it costs.
AI models & sizing10 min read
Best GPU for LLM inference in 2026: memory, bandwidth and price
Best GPU for LLM inference in 2026: VRAM, bandwidth and price of 10 GPUs, and the cheapest server for each model size, from 8B to 1T.
AI models & sizing5 min read
How much GPU memory (VRAM) does your model need?
Formulas for weights, KV cache and training memory, worked examples for Llama 3.1, Qwen3, gpt-oss and DeepSeek, and the GPU servers that fit each model.
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Market reports1 article
What GPU clouds charge, checked and dated: on-demand price surveys, gaps between providers and the data behind our prices.
LatestWhat 40 GPU clouds charge: September 2026 market check
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Pricing & billing1 article
How GPU rental is priced and billed: monthly against hourly, break-even hours, idle time and the real cost of a GPU month.
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GPU hardware4 articles
Verified specifications and head-to-head comparisons of the GPUs we rent, from NVIDIA Blackwell and Hopper to AMD Instinct and GeForce.
LatestBest GPU for Stable Diffusion, Flux and AI video in 2026
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Crypto payments4 articles
Paying for GPU compute with Bitcoin, Monero, USDT and other coins: who accepts what, and what no KYC really means.
LatestUSDT on Tron (TRC-20) or Ethereum (ERC-20): which network to pay with
From reading to running.
Every GPU in these articles is available by the month, about 30% under the market median.