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 localflash 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 withflash 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 fromflash 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 withflash 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:- Training runs, charged after successful completion at the Flash cost quote. Setup time is reported but not billed. Cancelled runs are repriced to the training steps they reached.
- Serving usage, charged per token.
Next steps
Quickstart
Train, deploy, and chat with your first model from the CLI.
CLI reference
Every
flash command the dashboard mirrors.