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Model foundations

Open vs. closed models

Also called: open weights, proprietary models, API-only

DEFINITION

Closed models are used only through a provider's API, with the weights kept private. Open-weight models are downloadable and can be run and modified yourself, subject to their licence.

WHY IT MATTERS

It shapes control, cost, privacy, and lock-in: an open-weight model can run inside your own boundary with your data never leaving; a closed one is easier to use but sends data to a provider and can change or disappear under you.

COMMONLY CONFUSED WITH

'Open' meaning free of all restrictions. Open weights still carry a licence that may limit commercial or other uses, and 'open' rarely means the training data is public.