Calibrate-Then-Delegate: Safety Monitoring with Risk and Budget Guarantees via Model Cascades

Edoardo Pona, Milad Kazemi, Mehran Hosseini +4

Monitoring LLM safety at scale requires balancing cost and accuracy: a cheap latent-space probe can screen every input, but hard cases should be escalated to a more expensive exper…