GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
RTX 4090 24 GB for Codestral 22B: Fits, Just Barely, and Here’s How
Mistral Codestral 22B at AWQ-INT4 fits on a 24 GB RTX 4090 with very tight KV cache headroom. The deployment recipe and a clear-eyed look at when you should upgrade.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
RTX 4090 24 GB for DeepSeek-Coder V2 Lite: A Concrete Deployment Guide
DeepSeek-Coder V2 Lite (16B MoE, 2.4B active) on a single RTX 4090 24 GB — VRAM math, vLLM config, real…
RTX 4090 24 GB TFLOPS Benchmark Class: Where It Sits in the AI Hierarchy
The RTX 4090 punches at roughly the same FP16 TFLOPS class as datacenter A100 cards. Here is the precise benchmark…
Building a Voice Agent Pipeline on the RTX 5060 Ti 16 GB
Whisper + Llama 3 + Kokoro TTS as a complete voice agent stack on a single RTX 5060 Ti 16…
QLoRA Fine-Tuning on the RTX 5060 Ti 16 GB: A Practical Guide for 7B Models
How to fine-tune Llama 3 8B, Mistral 7B and Qwen 2.5 7B on a single RTX 5060 Ti 16 GB…
RAG for Different Document Types: PDF, HTML, Code, Tables
Different document types need different RAG strategies. PDF needs OCR, HTML needs cleanup, code needs syntax-aware chunking, tables need their…
Open-Weight Embedding Model Comparison: BGE, Nomic, Jina, GTE
Five leading open-weight embedding models compared on retrieval quality, multilingual coverage, and throughput. Pick by workload.
RTX 5090 vs H100 for AI Inference: When the Consumer Card Wins
H100 is the datacenter king. RTX 5090 is the consumer flagship. For pure inference, the price gap matters more than…
AI Deployment Incident Runbook: The First 30 Minutes
What to do in the first 30 minutes of an AI inference incident — diagnostic order, common fixes, and when…
Self-Hosted AI Team Roles: Who Does What
What team composition makes a self-hosted AI deployment work — ML engineer, infrastructure engineer, on-call rotation. Realistic for small teams.
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