When to Screen, When to Bypass: LLM-Judges in Resource-Scarce AI-Human Workflow

Ruihan Lin, Jiheng Zhang

AI systems can generate outputs at scale, but most outputs require human approval before release. This creates a bottleneck: humans cannot keep pace with AI-generated volume. A nat…