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.
LiteLLM Router for Production AI
LiteLLM as the routing layer between your application and multiple AI backends — self-hosted, hosted, fallback, retry.
vLLM PagedAttention Explained
PagedAttention is the algorithm that makes vLLM's KV cache management efficient. The intuition, the implementation, the impact.
vLLM Multi-LoRA Deployment
vLLM's native multi-LoRA support — serve many fine-tuned variants from one base model. The right deployment for SaaS multi-tenancy.
Structured Output vs Prompting
Two ways to get JSON / structured output from an LLM: prompt engineering vs constrained decoding. Constrained decoding wins.
RAG Eval Metrics Explained
The metrics that matter for RAG quality — recall@K, MRR, NDCG, faithfulness, answer relevance. The reference guide.
Model Warm-up and Cold Start Patterns
Cold-start latency on LLM serving — what causes it, how to mitigate, when it matters.
Prompt Template Versioning in Production
Production prompt management — version control, A/B testing, rollout patterns. Treat prompts like code.
Embedding Model Retraining Cadence
When to re-embed your corpus with a new embedding model — drift detection, quality benchmarks, cost.
AI Feature Flag Rollout Best Practices
Feature flagging for AI features — rolling out new prompts, models, retrieval changes safely. Patterns that work.
Fine-Tune LoRA on RTX 5060 Ti 16GB – Guide
A step-by-step LoRA fine-tune on Llama 3 8B with Unsloth, PEFT and TRL - config, code and wall-clock times.
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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