How to do AI on your local high RAM computers

Run the same four-turn local coding test on your own computer, or copy our exact Codex and Ollama settings for an RTX 4060.

Turn a high-RAM Windows PC into a private AI server with Ollama, authenticated LiteLLM, and Tailscale—plus a Qwen 3.8 release-day checklist.

Why the BOSGAME M5's Ryzen AI Max+ 395, unified 128 GB memory pool, and Radeon 8060S make it an unusual compact local AI workstation.

What we learned by testing Wan 2.2 on a computer with 48 GB RAM and 8 GB VRAM—and why workflow capacity matters more than one speed test.

A practical RAM, GPU, and software guide for current Gemma models, from small edge variants to workstation-class deployments.

How to choose a 32 GB machine for Qwen 3.5 9B and a 100K-token local context, with larger workstation options.