Running AI Locally in 2026: The Practical Guide

55% of enterprise AI inference now runs locally. Open models hit 80-90% of ChatGPT quality. A self-hosted 7B model costs 99.98% less than GPT-5 at scale. Here's the practical guide to models, tools, hardware, and the honest limitations.