VRAM first, everything else second: what GPU you actually need for local AI in 2026 — the memory-crisis market, the value picks, AI appliances like DGX Spark, four real builds by budget, and when renting beats buying.
Every video on this channel — the voice, the brain, the 3D avatar, the daily uploads — runs on one prebuilt gaming PC. Here’s the exact spec, what actually matters for local AI, and what we’d change.
Pick your GPU and RAM, get honest answers: which AI chat models, image generators, voice cloning, talking avatars, video generation, and full AI companions your machine can actually run — from people who run all of it daily.