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.
Function Calling with Llama 3.3 – Complete Guide
Llama 3.3 supports structured tool use. Getting reliable function calls on a self-hosted deployment takes the right inference config and prompt format.
nvidia-smi Deep Dive for GPU Server Operators
Beyond the default dashboard view, nvidia-smi has subcommands for process listings, ECC status, topology, and continuous logging.
NVMe RAID for Faster Model Loading
Loading a 70B model from disk takes seconds even on fast NVMe. RAID 0 across multiple drives cuts that materially…
vLLM Behind nginx With Auth
A complete auth-protected vLLM setup: TLS, API keys, per-key rate limits. Production-grade access control without writing app code.
AutoGen Self-Hosted LLM Agent
Microsoft's AutoGen orchestrates multi-agent workflows. Pointed at a self-hosted LLM it delivers production agent pipelines without per-token fees.
Backing Up LLM Model Weights Efficiently
Model weights are large, immutable, and often cached across servers. Here is a sensible backup strategy that avoids wasting NVMe…
GitHub Actions Self-Hosted GPU Runner
CI pipelines that test GPU code or fine-tune models need GPU access. Self-hosted runners on a dedicated server give you…
GPU Memory Leak Detection in Inference Servers
VRAM growing over days of serving is almost always a leak. Detecting and locating it takes a specific set of…
Ollama Behind Cloudflare Tunnel – Secure Remote Access
Cloudflare Tunnel exposes your local Ollama server on a public URL without opening ports. A clean, free, TLS-terminated setup.
Open Interpreter on a Dedicated GPU
Open Interpreter lets an LLM execute code on your machine to complete tasks. Pointed at a self-hosted model it becomes…
Explore GPU Hosting Solutions
From the blog to your next deployment — pick the right platform for your workload.
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.
View BenchmarksReady to deploy your AI workload?
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