GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
vLLM Multi-LoRA Serving: One Base Model, N Customer Adapters
vLLM's --enable-lora lets you serve a base model + multiple LoRA adapters from the same engine. The pattern that makes multi-tenant fine-tuned SaaS practical.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
Qwen 2.5 14B Self-Hosted Deployment on Dedicated GPU
Qwen 2.5 14B is the production sweet spot of the Qwen family. Here is the deployment runbook for hosting it…
Self-Hosted Mistral 7B Deployment Guide: From Order to OpenAI-Compatible API in One Hour
The fastest path to a production Mistral 7B endpoint on dedicated GPU hardware. vLLM config, function calling, monitoring, hardening —…
Self-Hosted OpenAI-Compatible Streaming: SSE, WebSocket, and the Pitfalls
Server-Sent Events streaming on a self-hosted vLLM endpoint, with the buffering, reverse-proxy, and CORS gotchas that bite teams in production.
Kubernetes vs systemd for AI Inference Workloads: When Each One Wins
Most AI deployment guides assume Kubernetes. For single-server self-hosted inference, systemd is often the right answer. Here is the honest…
FLUX.1 ControlNet Deployment: Canny, Depth, Pose on Self-Hosted GPUs
Adding ControlNet to a FLUX.1 deployment for guided image generation. Memory budget, ComfyUI workflow, and the GPUs that actually fit…
Self-Hosted Wan 2.1 Video Generation Deployment Guide
Wan 2.1 (Alibaba) is the strongest open-weight video generation model in 2026. Here is the deployment recipe on dedicated GPU…
Self-Hosted Voice Agent Production Deployment: From Whisper to Telephony
Production-shaped voice agent on dedicated GPU hardware — Whisper, LLM, TTS, plus the telephony plumbing (Twilio / SIP) and orchestration…
Multi-Tenant AI Chatbot SaaS Architecture on Self-Hosted GPUs
Building a multi-tenant chatbot SaaS on dedicated GPU infrastructure — tenant isolation, per-tenant rate limiting, model routing, and the cost…
NVIDIA Driver 555+ Setup for Blackwell GPUs on Ubuntu 22.04
Blackwell-class GPUs (RTX 5060/5080/5090, 6000 Pro) need NVIDIA driver 555 or newer. Here is the install + pin recipe we…
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