Cloud Infrastructure
(8 articles)Run DeepSeek V4.1-Flash Locally: The 2026 GPU Guide
A no-nonsense tutorial on running DeepSeek V4.1-Flash — a 552B-parameter multimodal MoE — on your own hardware, with real VRAM math, quantization tradeoffs,...
Run Qwen 3.8-27B Locally: The 2026 GPU Guide
A practical walkthrough for running Qwen 3.8-27B on your own hardware, with VRAM math, quantization tradeoffs, and real throughput numbers from community...
Local LLMs vs Cloud APIs: Cost, Privacy, and Performance
A practical comparison of local LLMs versus cloud APIs from OpenAI, Anthropic, and Google—covering real-world costs, privacy trade-offs, inference performance,...
Run Mistral Large 3 Locally: GPU Setup & Real Benchmarks
A practical guide to running Mistral Large 3 on your own server hardware. VRAM math for the 675B MoE, vLLM setup, and what to expect from FP8 and NVFP4...
Run Qwen 3.6-27B Locally: 5-Step GPU Setup Guide
A practical tutorial for running Qwen 3.6-27B on your own GPU. Includes AWQ setup, vLLM serving, real tokens-per-second benchmarks, and the pitfalls that eat...
Train a Kick Drum AI Model on 6GB VRAM: Full Linux Guide
A dusty GTX 1660 and a weekend are all you need. This tutorial walks through training a working kick drum diffusion model on 6GB of VRAM, from dataset prep to...
Mistral Small 4 Local Install: GPU Specs + Benchmarks
A practical tutorial for running Mistral Small 4 locally, with the real hardware requirements for the 119B-parameter MoE model, Ollama and vLLM setup paths,...
Local AI vs Frontier Labs: The Economics Flip in 2026
Outsourced inference plus local models is undercutting frontier APIs on price. Here's the real math on when self-hosting beats Claude, GPT, and Gemini.