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.
AI Deployment Incident Runbook: The First 30 Minutes
What to do in the first 30 minutes of an AI inference incident — diagnostic order, common fixes, and when to fall back to a hosted API.
RAG for Different Document Types: PDF, HTML, Code, Tables
Different document types need different RAG strategies. PDF needs OCR, HTML needs cleanup, code needs syntax-aware chunking, tables need their…
vLLM Deployment on the RTX 3090 24 GB: Production Recipe
The vLLM launch flags that work on Ampere — no FP8 hardware path, but 24 GB VRAM lets you run…
vLLM Deployment on the RTX 5090 32 GB: The Production Config
The vLLM launch flags that exploit Blackwell properly on a 5090 — FP8 weights, FP8 KV cache, prefix caching, optional…
AI Inference: Batch Throughput vs Latency Trade-Off Explained
Continuous batching trades latency for throughput. The right point on that curve depends on your workload. Here is how to…
RAG Chunking Strategies: Token Window, Semantic, Hierarchical
How to split documents into chunks for RAG — token-window, semantic, sentence-level, and hierarchical strategies. The trade-offs each makes.
Eval-Driven Development for AI: Shipping Models Without Regressions
How to set up an evaluation pipeline that catches model quality regressions before they reach production — your CI for…
Prompt Engineering for Self-Hosted Open-Weight Models
Open-weight models respond differently to prompts than GPT-4o or Claude. Patterns that work, anti-patterns to avoid, and how to migrate…
Eight AI Self-Hosting Mistakes That Cost Real Money
Eight specific mistakes we see customers make on their first self-hosted AI deployment, with the fixes that recover the cost.
Self-Hosted AI Safety Guardrails: Llama Guard, Detoxify, Content Filtering
Adding safety guardrails to a self-hosted AI deployment — Llama Guard for prompt classification, Detoxify for output filtering, custom rules.
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.
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