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.
Self-Host an LLM: A Practical Guide From Hardware to Production
The end-to-end guide to self-hosting an open-weight LLM — pick the GPU, install vLLM, configure auth, monitor, and ship. The version we wish we had in 2023.
vLLM Setup on the RTX 5060 Ti 16 GB: The Optimal Config
The vLLM launch flags that actually matter on a 16 GB Blackwell card — tuned for the memory ceiling and…
Prefix Caching on the RTX 5060 Ti 16 GB: 50% Free Throughput
vLLM's prefix caching is the single biggest free throughput win on small GPUs. Here is what it buys on a…
Self-Hosted RAG Evaluation Pipeline: Recall, Precision, Answer Quality
How to measure if your RAG stack is actually working — retrieval recall, reranker precision, and end-to-end answer quality with…
Self-Hosted AI Incident Postmortem Template
A practical postmortem template for AI inference incidents — root cause categories, action items, and what to track between incidents.
Self-Hosted LLM Evaluation Pipeline: Eval Harness, Custom Benchmarks, Regression Detection
How to evaluate open-weight LLMs on your specific workload — lm-evaluation-harness, custom test sets, and a CI pipeline that catches…
Self-Hosted LLM Fine-Tuning Pipeline: Data, Training, Eval, Deploy
End-to-end fine-tuning pipeline on dedicated GPU hardware — data prep, training run management, evaluation, and merging back for deployment.
AI Chatbot Streaming Architecture: From Browser to GPU and Back
End-to-end streaming chatbot architecture — browser to API gateway to vLLM and back, with the fragility points that bite in…
RTX 5060 Ti 16 GB RAG Stack Install in Under an Hour
The complete install recipe for a working RAG stack on a freshly-provisioned RTX 5060 Ti server. Llama 3.1, BGE, Qdrant,…
SFT vs DPO vs ORPO: Fine-Tuning Methods Compared in 2026
Three popular fine-tuning paradigms — supervised fine-tuning, direct preference optimisation, odds ratio preference optimisation. When each one wins.
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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