The Math Behind Local LLMs: How to Calculate Exact VRAM Requirements Before You Crash Your GPU

Deploying Large Language Models (LLMs) locally—whether for privacy, cost savings, or offline availability—is the new frontier for developers. But unlike deploying a standard web app where you just spin up an AWS EC2 instance and forget about it, deploying LLMs requires precise hardware mathematics.