Tutorials
Hands-on deployment guides for AI frameworks, tools, and pipelines on dedicated GPU servers. Set up PyTorch, TensorFlow, vLLM, and more from scratch — full root access on bare metal.
How to Build a Production AI Inference Server: Hardware, Software, and the 8 Mistakes Everyone Makes
A practical, opinionated playbook for building a production-grade AI inference server — from picking the GPU to wiring up auth, observability and graceful failover. The version we wish someone had…
How to Build a Production AI Inference Server: Hardware, Software, and the 8 Mistakes Everyone Makes
A practical, opinionated playbook for building a production-grade AI inference server — from picking the GPU to wiring up auth,…
How to Build a Production AI Inference Server: Hardware, Software, and the 8 Mistakes Everyone Makes
A practical, opinionated playbook for building a production-grade AI inference server — from picking the GPU to wiring up auth,…
Self-Hosted OpenAI-Compatible API: A Complete Replacement Guide for vLLM, Ollama and TGI
How to stand up a self-hosted endpoint that the OpenAI Python and Node SDKs can talk to unchanged. vLLM, Ollama,…
Deploy Whisper on a Dedicated GPU Server: Step-by-Step (2026)
A hands-on 2026 guide to running Whisper on a dedicated GPU server with faster-whisper, FastAPI, Docker, TLS, and production hardening.
Flux.1 Deployment Guide: dev, schnell, and pro on Dedicated GPUs
Production deployment guide for Flux.1 dev, schnell and pro on dedicated GPUs - VRAM tables, throughput, ComfyUI/diffusers/Forge, quantisation, Docker recipe.
vLLM vs Ollama for Production Deployment: Decision Guide 2026
Side-by-side comparison of vLLM and Ollama for production LLM serving with throughput numbers, setup recipes, and a clear decision matrix.
ComfyUI on RTX 4090 24GB: Production Install, Custom Nodes and Workflows
Full production ComfyUI install for the RTX 4090 24GB with the custom nodes that make FLUX.1 and SDXL workflows production-ready,…
Step-by-Step LoRA Fine-Tune of Llama 3 8B on RTX 4090 24GB
Production-grade end-to-end LoRA fine-tune of Llama 3.1 8B on a single RTX 4090 24GB with PEFT, TRL, FlashAttention 2, evaluation,…
RTX 4090 24GB First-Day Checklist: Verify, Secure, Deploy, Monitor
A pragmatic day-one checklist for new RTX 4090 24GB dedicated servers covering hardware verification, hardening, CUDA stack install, monitoring and…
Explore GPU Hosting Solutions
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Dedicated GPU Hosting
Bare-metal servers with a dedicated GPU, NVMe, full root access, and 1Gbps networking from our UK datacenter.
Browse GPU ServersPyTorch Hosting
GPU-accelerated PyTorch on dedicated servers — CUDA, cuDNN, and NVMe pre-configured.
Deploy PyTorchvLLM Hosting
High-throughput LLM serving with vLLM — deploy on dedicated GPU hardware.
Deploy vLLMOllama Hosting
Run open source LLMs with Ollama — the simplest path to self-hosted AI.
Deploy OllamaOpen Source LLM Hosting
Deploy LLaMA, Mistral, DeepSeek, and more on dedicated hardware with no per-token API fees.
Explore LLM HostingTokens/sec Benchmarks
Real-world tokens per second data across every GPU we offer, tested on popular LLMs.
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