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Models & connections.

Run a local model, connect an API key, or use a supported provider account.

Development guide · Public beta in preparation. Release status ↗
On this pageLocal modelsAPI keys and custom endpointsProvider-account connectionsWhat you pay forIf you reach a limit
V—1 / GUIDE 03

VARIANT-1 provides the workspace; you supply model access. Models differ in strengths, context limits, and tool capabilities. The beta release notes will identify the connections tested for that version.

Local models

Local inference uses a supported model file and runtime on your Windows computer. Model weights remain user-supplied, and practical model size depends on the available memory, processing hardware, and runtime support.

This route avoids a cloud token bill for the local model, while still using your hardware, storage, and electricity. A task may separately use online services or browsing, so a local model does not imply that every capability works offline.

API keys and custom endpoints

Use your own provider account and API key, or a supported custom endpoint. Your provider sets its usage prices, quotas, model availability, and data-handling terms.

Check the endpoint and model you intended to select. Model context size, image support, tool use, and other abilities can vary. Start with a small task before relying on a route for substantial work.

Provider-account connections

A supported account connection is another way to authorise access. It still requires the account entitlement, subscription, or other conditions set by that provider.

Signing in does not create a free model allowance. In the initial source preview, Google subscription OAuth also requires an authorized client configuration; one is not bundled.

What you pay for

PartProvided byCost or requirement
Windows hostVARIANT-1Free download, in preparation.
Local inferenceYour model and hardwareSupported files/runtime and suitable resources are required.
Cloud inferenceYour provider arrangementProvider prices, entitlements, and limits apply.

No VARIANT subscription, checkout, managed cloud balance, or VARIANT account is required for this beta.

If you reach a limit

Check the error and your selected connection. An exhausted quota, expired sign-in, rejected request, and unavailable local model need different fixes.

Do not assume another route has taken over. If you choose a different model or provider, account for its capabilities and cost before continuing. See Troubleshooting for a practical way to narrow down the issue.

Updated 16 September 2026 · VARIANT-1 documentation