Multi-Provider Inference Studio
A provider-neutral conversation workspace that lets a retained thread move between compatible inference backends while presenting their output through one streaming contract.
Comparing reasoning behaviour is awkward when each backend requires a different interface or forces a fresh conversation. This studio keeps conversation state separate from the current backend choice, so the operator can change the selection without discarding earlier turns.
The workspace sends retained message history and the current selection through an inference gateway. Provider-neutral adapters reduce different response formats to one incremental output contract, allowing the interface to render a single, consistent conversation surface.
If a backend fails, the workspace presents a failed turn without clearing the earlier conversation. The operator can retain the thread and choose another compatible backend. That recovery path reflects a deliberate boundary between conversation state, backend selection and response transport.