GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
CO2 Footprint – Self-Hosted vs Cloud AI
Cloud claims lower emissions; dedicated hosting claims transparency. The truth depends on grid mix and utilisation - measured numbers for UK hosting.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
Capex vs Opex for AI Infrastructure – UK Perspective
UK-specific capital allowances, R&D tax relief, and cashflow implications for choosing between owning GPU hardware and renting it.
Canary Rollout of a New Model Version
Route 5% of traffic to a new model, watch the metrics, scale up if healthy. Canary rollouts catch regressions before…
RTX 5060 Ti 16GB for YOLOv8 and YOLOv11: FPS Tables and Multi-Stream Capacity
Measured YOLOv8 and YOLOv11 FPS on the RTX 5060 Ti 16GB, including TensorRT FP16/INT8 gains and multi-stream HD camera capacity.
RTX 5060 Ti 16GB for RAG Pipeline
Run a full production RAG pipeline - embeddings, reranker and an 8B LLM - on a single RTX 5060 Ti…
RTX 5060 Ti 16GB for Qwen 2.5
Complete Qwen 2.5 family guide for the RTX 5060 Ti 16GB - every variant from 0.5B to 14B, with 14B…
RTX 5060 Ti 16GB for Phi-3
Deploy Microsoft Phi-3 mini, small and medium on the RTX 5060 Ti 16GB - 285 t/s on mini, full-precision 14B…
Jina Embeddings v3 on a Dedicated GPU
Jina v3 supports 100+ languages and task-specific LoRA adapters that tune the embedder to retrieval, classification, or clustering at inference…
CogVideoX 5B on a Dedicated GPU
CogVideoX 5B from THUDM generates longer and higher quality video than most open-weights alternatives. VRAM requirements are serious.
smolagents Self-Hosted
Hugging Face's smolagents is a minimalist agent framework - code-first, under 1000 lines total. Ideal for lightweight self-hosted agents.
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