AI Hosting & Infrastructure
AI Hosting & Infrastructure
Build production AI infrastructure on dedicated GPU servers. These guides cover networking, storage architecture, scaling strategies, and deployment patterns for running AI workloads on bare metal. From private AI hosting to multi-GPU clusters, learn how to architect GPU infrastructure that scales.
RTX 4090 24GB and Ada’s 4th-Gen Tensor Cores: Native FP8 Explained
A senior infra engineer's tour of how Ada Lovelace's 4th-generation tensor cores execute FP8 (E4M3 and E5M2) natively on the RTX 4090 24GB, the Transformer Engine's role, kernel selection (Marlin,…
RTX 4090 24GB GDDR6X 1008 GB/s Bandwidth Explained
A senior engineer's tour of the RTX 4090's 1008 GB/s GDDR6X bus, the 72 MB Ada L2 cache, the bandwidth-bound…
RTX 4090 24GB NVENC/NVDEC for AI Video Pipelines
How to combine the RTX 4090 24GB's two 8th-generation NVENC encoders, fifth-gen NVDEC and tensor cores in a single AI…
Late Interaction Retrieval – Self-Hosted Options
ColBERT, SPLADE, and hybrid approaches offer retrieval accuracy beyond single-vector search - a comparison of what actually runs in production.
RTX 5060 Ti 16GB for AI Workloads – Complete Coverage
The complete catalogue of AI workloads the RTX 5060 Ti 16GB handles, with typical throughput, concurrency, and where each category…
RTX 5060 Ti 16GB Multi-Card Pairing
Running two or four RTX 5060 Ti 16GB in one server - data parallel, tensor parallel and workload-split topologies compared…
Request Timeout Tuning on an Inference Server
Four timeout layers sit between your client and the GPU. Getting any one wrong causes mysterious cancellations. Here is the…
Disk Offload vs CPU Offload for LLMs
NVMe offload versus RAM offload when a model cannot fit on the GPU. Both are slow. One is worse.
Four-GPU Server Inference Architecture Patterns
Three ways to use four GPUs in one chassis, and why most teams over-invest in tensor parallel when data parallel…
Batch Size Scaling on Multi-GPU LLM Servers
More GPUs means bigger batches - but the curve is not linear and the right batch size shifts with your…
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 ServersPrivate AI Hosting
Isolated GPU infrastructure for sensitive AI workloads — no shared hardware, full data control.
Explore Private AIMulti-GPU Clusters
Scale horizontally with multi-GPU configurations for training and large-model inference.
Explore ClustersAPI Hosting
Host your own AI API endpoints on dedicated GPU servers — low latency, high availability.
Explore API HostingOpen 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?
Dedicated GPU servers from our UK datacenter. NVMe storage, 1Gbps networking, full root access.
65 Victory Avenue
PE7 1XU, England
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