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Flash runs from the flash CLI. The same account has an org-scoped web dashboard at freesolo.co/platform.

API keys

Commands that contact Freesolo authenticate with a Freesolo API key. Create and revoke keys in API Keys. The local flash train --cost preview does not submit a request. Keys are org-wide; any org member can manage them. A new key is shown once. Use it with flash login --api-key <key> or the FREESOLO_API_KEY environment variable. See Quickstart.

Training runs

Training Runs lists the runs submitted with flash train. Filter by status; columns cover state, model, environment, and cost. Open a run for the same detail exposed by flash status: the run spec, checkpoints, artifact/deployment metadata, error state, and current or final cost record.

Checkpoints

A run detail page lists its deployable checkpoints: the per-step adapters available to serve, including intermediate checkpoints from a run that stopped mid-training. This is the same set you get from flash checkpoints <run-id>; deploy one with flash deploy <run-id>/step-<N>. See Deploy a specific checkpoint.

Environments

Environments lists the private Hub environments you publish with flash env push. A managed environment id is namespace/name, where namespace is your org slug. The page tracks publish time, last use, and run count. From it you can inspect, pull, or delete environment source.

Models

Models lists the org’s deployed LoRA adapters from managed serving. Each deployed run appears as one stable run-alias row, not separate rows for immutable revisions. It shows the adapter id, base model, serving URL, latest reward when the adapter came from a Flash run, per-token billing, and serving status. The alias routes only to a revision that passed deployment verification, while older immutable revisions can remain directly callable. Rows that still have a matching Flash run link back to the run detail page. Model access is org-scoped: the serving endpoint authorizes external chat requests against the org that owns the adapter.

Billing

Flash is prepaid. Billing settings show the org balance, activity, payment method state, manual top-ups, and auto-top-up configuration. Any org member can view the summary; owners and Freesolo team members manage payment methods and top-ups. New orgs can claim a one-time $50 starter credit after a card is on file. Manual top-ups range from $50 to $10,000. The activity log itemizes:

Next steps

Quickstart

Train, deploy, and chat with your first model from the CLI.

CLI reference

Every flash command the dashboard mirrors.