GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Temperature Monitoring on a UK GPU Server
UK datacenters run cool, but GPU thermals still deserve per-server monitoring. Alert thresholds, throttling signals, and what to do when they trip.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
Tailscale for a Private AI Network
Tailscale creates a zero-config mesh VPN. Put your dedicated GPU server and all your laptops on one private network without…
systemctl User Services for AI Inference
Running AI inference services under a user's systemd instance instead of root's system-wide units - cleaner isolation, no sudo required.
Synthetic Training Data Generation – Self-Hosted Pipeline
Generating high-quality synthetic training data on your own GPU avoids API costs and keeps sensitive source material private.
Structured Logging for LLM Inference
Text logs are hard to search. Structured JSON logs let you aggregate, alert, and debug efficiently on a dedicated GPU…
Stable Video Diffusion Deployment
SVD is an image-to-video model that animates a static frame into a 4-second clip. Self-hosted on a dedicated GPU.
nginx Config for Self-Hosted OpenAI-Compatible API
The full nginx configuration for a production self-hosted OpenAI-compatible API - TLS, auth, streaming, timeouts, rate limits.
MixedBread mxbai-embed-large on a GPU Server
MixedBread AI's mxbai-embed-large scores at the top of MTEB for English retrieval - worth considering as a BGE alternative.
MusicGen Large on a Dedicated GPU
Meta's MusicGen Large generates music from text or melody conditioning. Self-hosted on a 16GB card, it produces usable background music…
Multi-Query RAG on a Dedicated GPU
Generate multiple rewrites of the user's question, retrieve for each, fuse results. A cheap 5-15% recall lift over vanilla single-query…
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