Use Studio

Studio guides you through each job one screen at a time. Every screen shows the next action, and you review the cost before any paid work starts.

Fine-tune a model#

1. Open Fine-tune and choose your examples.
2. Choose where to train, then pick a model.
3. Review the cost and start the run.
4. On the results screen, evaluate or deploy the adapter, then try it in Playground.

Set up your company#

1. Select your company workspace.
2. Connect a cluster if you train on your own Kubernetes cluster.
3. Create a private gym.
4. In Training, choose the cluster profile that matches the gym. See Connect a gym to a cluster.

Run your own container#

1. Register an image by its immutable digest.
2. Review a Nebius machine and a budget.
3. Launch a job or a service, then check its logs, outputs and authenticated HTTP access.

See Run your own container for the SDK and CLI.

Publish a gym on the marketplace#

1. Build a private prototype, then qualify and test it.
2. Create a separate, clean release and save that version's price.
3. Verify your company and submit the listing.
4. Connect Stripe in Earnings and check the payment mode. Then transfer settled earnings; Stripe handles bank payouts.

Saved drafts and cost reviews#

Studio saves your training choices for each account and workspace in the current browser tab. Files, credentials and conversations are never saved in drafts. A cost review expires when you leave the page, so review again before you launch.