The hi guide
Step-by-step guides for hi, the hi5 command-line tool. Set up a workstation, then rent GPUs on Colab or Hugging Face to run jobs, open shells, and serve models.
hi does two jobs. It sets up hi5 workstations, and its hi compute
commands rent remote machines so you can use a GPU you do not have: run a
training script, open a shell, forward a port to your laptop, or serve a model
with an OpenAI-compatible API. The same commands work on Google Colab and
Hugging Face.
Where to start
What you can do
| I want to… | Read |
|---|---|
| Run a Python script or container on a GPU | Run a job to completion |
| Get a shell on a GPU machine and forward a port | Interactive machines |
| Try an LLM on hardware I do not have | Serve a model |
| Show a web app or receive a webhook on my machine | Share a local service |
| Download your team’s private datasets and models | Download your team’s data |
| Give a cloud job your team’s data | Run a job: your team’s data |
| Know what I am paying and who pays | Costs, limits, and billing |
| Set up Colab or Hugging Face for the first time | Google Colab, Hugging Face Jobs |
| Hand a task to Claude Code, Codex, or Hermes in a sandbox | Hand tasks to agents |
| Try a task several times and keep the best result | Several attempts at once |
| Let agents improve a number overnight, keeping only gains | Rounds that keep only gains |
| Start an autoresearch project for a model | Start from a template |
| Let Claude Code or Codex use a GPU safely | Let your coding agent use a GPU |
| Run a team of agents in a Slack channel | Run a team in Slack |
| Turn “move the md files to notes” into a command | Ask for a command |
| Start a new repository that agents work well in | Start a project |
| Set up a new hi5 machine | Set up a workstation |
| Fix an error message | Troubleshooting |
Conventions
Commands are shown as you type them. Replace names in angle brackets, such as
<name>, with your own. hi help lists every command, and hi compute help
lists the compute commands and their options.
Commands that rent hardware cost money. Each one prints the price before it starts (and on Hugging Face, who pays), and asks you to confirm paid hardware. Add
--dry-runto see what would happen without starting anything.
Press / anywhere to search the guide.