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.
Multi-Modal RAG with Images
RAG over documents with images — chart understanding, screenshot retrieval, visual evidence. The 2026 patterns.
Evaluator LLM as Judge
Using a stronger LLM to grade outputs — the technique, the bias, the cost. Production patterns.
AI Feature Experiment Design
Designing A/B experiments for AI features — metrics, statistical significance, interaction effects. The discipline.
Explainability via Output Citations
Forcing the LLM to cite sources for each claim — the prompting and structured-output patterns that produce verifiable outputs.
Attention Mask Optimisation
Sliding window, sparse attention, and mask-based optimisations for long-context LLM serving. The patterns and the trade-offs.
AI Runtime Tracing with OpenTelemetry
OpenTelemetry instrumentation for AI applications — traces from gateway through embeddings, retrieval, LLM, response.
AI Canary Rollback Mechanics
When the canary signals problems, the rollback needs to be fast and clean. The mechanics that make rollback reliable.
AI Soak Testing Pre-Launch
Soak testing for AI services — sustained-load testing that catches memory leaks, thermal issues, KV cache fragmentation.
AI On-Call Runbook Template
Template runbook for AI on-call — structure, sections, what to include for each incident class.
Quantisation-Aware Fine-Tuning
QAT (quantisation-aware training) for LLMs — train with simulated low-precision so the deployed quantised model holds quality.
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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