Handoff

A test bench for deciding when work should stay on a local model, move to a cloud model, or return with a compact verified result.

Keep private work local

Local models handle sensitive context, quick classification and tasks that should not leave the device.

Cloud models receive only the minimum approved context when a task needs deeper reasoning or broader capability.

Each transfer records routing, latency, quality and risk flags without publishing prompts, private data or hidden reasoning.