guide

Tutorials

Step-by-step walkthroughs with real commands and real output - a 125B model on one GPU, training, sweeps, JupyterLab, and coding agents.

Each tutorial is one task from start to finish, with the commands as they were typed and the output they printed.

Tutorial What you do Cost
Try a 125B model on a 96 GB GPU Serve a large mixture-of-experts model and chat with it from your laptop about $2.75 an hour
Train with uv scripts Run a training script on a rented GPU and get its outputs back GPU time
Run a parameter sweep Run many trainings at once and compare them GPU time
JupyterLab on a rented GPU Open a notebook on a remote GPU in your browser GPU time
Let your coding agent use a GPU Give Claude Code or Codex the hi skill so they can rent GPUs safely GPU time