Robots Escalate Uncertainty to the Cloud

Projection: On-device robot models will handle low-latency perception and routine action, but uncertainty tripwires will escalate selected planning to controlled server models. The distinguishing mechanism is not generic local-cloud privacy partitioning; it is an embodied safety handoff with latency bounds, a safe waiting behavior, and a record of why escalation occurred.