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 24GB for Self-Hosted Coding Assistant: Qwen Coder 32B AWQ flagship for 5-20 engineers
Self-host Qwen 2.5 Coder 32B AWQ on the RTX 4090 24GB to replace Copilot or Cursor for a 5-20 engineer team - HumanEval 92.7, vLLM stack, capacity math.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
RTX 4090 24GB for Codestral 22B: Mistral’s Code Specialist on a Single Card
Codestral 22B AWQ INT4 fits the RTX 4090 24GB at ~13GB - 80 t/s decode, 32k context, native FIM, 80+…
RTX 4090 24GB for Production Chatbot Backend
A production chatbot on the RTX 4090 24GB with Llama 3 8B FP8 + prefix caching + chunked prefill. 200-MAU…
RTX 4090 24GB for an LLM Agent Backend: Tool Use, Latency Budgets, Concurrency, Production Ops
Production playbook for serving an LLM agent backend on a single RTX 4090 24GB: Qwen 2.5 14B AWQ for fast…
RTX 4090 24GB vs AMD RX 9070 XT: CUDA Maturity vs RDNA 4 Value
NVIDIA's mature CUDA stack and 24GB VRAM versus AMD's newer RDNA 4 with 16GB GDDR6 and ROCm — where AMD…
RTX 4090 24GB vs A100 80GB: Consumer Ada FP8 vs Ampere Datacentre HBM2e
How a 4th-gen tensor core consumer card with native FP8 compares to the Ampere-era A100 80GB with 2 TB/s HBM2e…
RTX 4090 24GB Full vLLM Setup From Fresh Ubuntu to Production Endpoint
Step-by-step driver, CUDA, Python and vLLM install with WHY behind every flag, plus systemd, monitoring and post-deploy verification on the…
RTX 4090 24GB Tokens per Watt: Energy Efficiency Benchmark
Measured tokens per joule across LLM workloads on the RTX 4090 24GB at 360-410W observed draw, full per-batch and per-quant…
Upgrading From RTX 4090 24GB to RTX 5090 32GB
Spec delta, real-world inference uplift, VRAM headroom, cost differential, payback timeline, and the migration checklist for moving from Ada AD102…
RTX 4090 24GB Tier Positioning in 2026: Where It Sits Across NVIDIA’s Lineup
Where the RTX 4090 24GB sits in NVIDIA's 2026 lineup vs RTX 3090, 5060 Ti, 5080, 5090, RTX 6000 Pro,…
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