LocalsOnlyevaluationsHow to read this

YOUR FIRST EXPERIMENT

What would you like
a local model to help with?

Pick a task. Start with a measured result.

01 Pick your kind of work

Choose your memory budget to check fit.

Explore the setup map ↗
WHAT THE RESULTS SUGGEST

This setup is more successful at self-contained coding problems than multi-step terminal work or repository repair. Use it as a coding assistant, with verification and supervision for longer jobs.

ONE SETUP WE CAN SHOW YOU

Qwen 3.8 27B on GB10

UD-Q4_K_XL · 128GB · llama.cpp