GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Prompt Engineering for Self-Hosted Open-Weight Models
Open-weight models respond differently to prompts than GPT-4o or Claude. Patterns that work, anti-patterns to avoid, and how to migrate prompts.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
On-Prem AI Hardware Buyout: ROI Calculator and Decision Framework
Should you buy AI hardware outright or rent monthly? The decision math including capex, opex, depreciation, and operational overhead.
Eval-Driven Development for AI: Shipping Models Without Regressions
How to set up an evaluation pipeline that catches model quality regressions before they reach production — your CI for…
SDXL Turbo Self-Hosted Deployment: 1-Step Image Generation
SDXL Turbo generates images in 1-4 sampling steps. Real benchmarks for self-hosted Turbo deployments and when it beats full SDXL.
Self-Hosted AI vs Azure OpenAI vs AWS Bedrock: Enterprise Comparison
The three enterprise AI deployment shapes — self-hosted dedicated, Azure OpenAI, AWS Bedrock — compared on cost, compliance, and operational…
RTX 4090 24 GB for Voice Agent Hosting
The 4090's 24 GB hosts a voice agent stack — Whisper + LLM + TTS — with comfortable headroom. Setup…
RAG Deployment on RTX 3090 24 GB: The Cheap Production Stack
Building a complete RAG stack on a single RTX 3090 — Llama 3.1 8B FP16, BGE embeddings, BGE-reranker, Qdrant. £179/mo…
Self-Hosted AI Analytics: Logging, Metrics, and Cost Attribution
How to instrument a self-hosted AI deployment for analytics — per-user costs, model usage, prompt patterns, and the dashboards that…
NVIDIA Blackwell Architecture for AI: What’s New, What Matters
Blackwell is the architectural step that made FP4 hardware mainstream. Here is what the architecture actually does for AI workloads…
AI Inference Server Backup and Disaster Recovery Plan
What to back up on a self-hosted AI inference server, restore time objectives, and the simplest DR plan that actually…
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