GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Blue-Green Deployment for an LLM API
Two parallel environments, one live, one staging. Promoting from green to blue gives instant rollback and a full test window before cutover.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
RTX 5060 Ti 16GB for DeepSeek-R1-Distill
DeepSeek-R1-Distill-Qwen-7B and Distill-Llama-8B on the RTX 5060 Ti 16GB - reasoning-tuned inference with FP8 and AWQ, benchmarked against base Llama…
Remote VS Code on a Dedicated GPU Server
VS Code Remote-SSH gives you a native editor experience while code and GPU execute on a dedicated server. The setup…
RAG Chunking Strategy – What Actually Works
Chunking decides retrieval quality more than the embedder does. Practical strategies that outperform the naive 512-token split.
Hidden Costs of Hyperscale Cloud GPU
Cloud GPU pricing pages list one number. The actual bill includes egress, storage, monitoring, and opportunity cost. Here is the…
Health Check Endpoints for an LLM API
Liveness and readiness probes for a self-hosted LLM API - what each should check and how to configure them for…
browser-use Self-Hosted Agent
browser-use gives an LLM a Chrome browser to navigate. Self-hosted on a GPU server it becomes a complete web automation…
British Standards for AI Hosting
BSI has published AI management standards - BS ISO/IEC 42001 and related. Dedicated UK hosting makes these easier to operationalise…
RTX 5060 Ti 16GB for Multimodal LLMs
Run vision-language models - Llama 3.2 Vision 11B, Qwen 2.5-VL 7B and LLaVA - on a single Blackwell RTX 5060…
RVC Voice Cloning on a GPU Server
Retrieval-based Voice Conversion trains a voice model from ~15 minutes of audio and converts any speech to that voice. Self-hosted…
Browse by Category
Find exactly what you need — from GPU benchmarks to deployment tutorials.
AI Hosting & Infrastructure
AI Hosting & Infrastructure
Browse ArticlesAlternatives
Browse articles in Alternatives
Browse ArticlesBenchmarks
Browse articles in Benchmarks
Browse ArticlesCost & Pricing
Browse articles in Cost & Pricing
Browse ArticlesGPU Comparisons
Browse articles in GPU Comparisons
Browse ArticlesGPU Guides
Browse articles in GPU Guides
Browse ArticlesLLM Hosting
Browse articles in LLM Hosting
Browse ArticlesModel Guides
Browse articles in Model Guides
Browse ArticlesNews & Trends
News & Trends
Browse ArticlesTutorials
Browse articles in Tutorials
Browse ArticlesUse Cases
Browse articles in Use Cases
Browse ArticlesReady to deploy your AI workload?
Dedicated GPU servers from our UK datacenter. NVMe storage, 1Gbps networking, full root access.
65 Victory Avenue
PE7 1XU, England
GPUAIR © All Rights Reserved.