GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Mistral Large vs Mistral 7B: When to Upgrade
Practical comparison of Mistral Large and Mistral 7B covering quality gains, VRAM requirements, throughput trade-offs, and decision criteria for upgrading on dedicated GPU servers.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
LangChain with Self-Hosted vLLM
Complete guide to integrating LangChain with a self-hosted vLLM instance covering ChatOpenAI configuration, chains, RAG pipelines, agents, and streaming on…
OpenAI SDK with Self-Hosted Models: Node.js Guide
Complete guide to using the official OpenAI Node.js SDK with self-hosted models via vLLM and Ollama covering chat completions, streaming,…
Streamlit AI App on Dedicated GPU
Step-by-step guide to building and deploying a Streamlit AI application on a dedicated GPU server covering chat apps, model caching,…
Gradio AI Demo: Deployment on GPU
Step-by-step guide to building and deploying a Gradio AI demo on a dedicated GPU server covering chat interfaces, image generation…
Hugging Face Transformers on Dedicated GPU
Complete guide to deploying Hugging Face Transformers models on dedicated GPU servers covering model loading, inference optimisation, quantisation, pipeline API,…
Python WebSockets for Real-Time AI
Complete guide to building real-time AI applications with Python WebSockets covering bidirectional streaming, connection management, token-by-token delivery, and integration with…
React + Self-Hosted LLM: Chat UI
Complete guide to building a React chat UI for a self-hosted LLM covering streaming responses, message history, markdown rendering, and…
Next.js + Self-Hosted LLM: Full-Stack AI
Complete guide to building a full-stack AI application with Next.js and a self-hosted LLM covering API routes, streaming, Server Components,…
Flask AI API: LLM Inference Wrapper
Complete guide to building a Flask API wrapper for LLM inference on a dedicated GPU server covering endpoint design, streaming,…
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