GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Private LLM Deployment Checklist
Production checklist for self-hosted LLM deployments — security, observability, eval, scaling, compliance. The reference list.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
AI Infrastructure Cost Reduction in 2026
If you're cutting AI costs in 2026, here are the highest-ROI levers — from per-token economics to right-sized hardware to…
Small Team AI Stack Blueprint
What does a complete small-team AI stack look like in 2026? Hardware, software, ops — the canonical blueprint.
Self-Hosted AI vs Managed Inference: 2026 Decision Matrix
Three patterns for production AI: self-hosted dedicated, managed inference (Together AI / Fireworks / Replicate), hosted frontier API. The decision…
RTX 4090 24GB for Internal Tooling
Internal AI tooling — engineering productivity, ops automation, internal Q&A — fits cleanly on a single 4090. Sizing and stack.
Self-Hosted AI 2026: State of the Art
Where self-hosted AI sits in April 2026 — the maturity, the picks, the patterns.
Self-Hosted AI in 2026: Final Summary
The 2026 self-hosted AI summary — the picks, the patterns, the trade-offs.
Embedding Cost per Million Vectors on GPU
What does it cost to embed a million documents on a dedicated GPU?
Fine-Tune LoRA on RTX 5060 Ti 16GB – Guide
A step-by-step LoRA fine-tune on Llama 3 8B with Unsloth, PEFT and TRL - config, code and wall-clock times.
RTX 5060 Ti 16GB to RTX 5090 Upgrade
The classic mid-tier to flagship step - 16GB Blackwell to 32GB Blackwell. What you gain and when it pays back.
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