GresIQ & deployment

GresIQ is the model catalog and app-assignment layer between a published model and the devices running it.

1. Publishing a model (via the Onde CLI) registers it as a catalog entry.
2. Assigning a model to an app (assign_model(app_id, model_id)) is what the CLI means by “deploying” — it does not push any bytes to a device itself.
3. The app then calls the Onde SDK’s load_assigned_model, which fetches the current assignment and downloads the GGUF from where it’s hosted.

The CLI can only assign models that already exist in the GresIQ catalog — you publish before you can assign.

Visibility

Self-published fine-tunes are private to the account that published them by default, not global to the catalog, until tiered pricing/visibility is designed.