Human-on-the-Bridge: A Scalable Evaluation Paradigm for AI Agents Using Upstream Human Expertise

AI agents must be evaluated as behavioral systems, not as isolated response generators. They reason across turns, call tools, preserve context, follow policies, and act under uncertainty. Existing methods provide useful but fragmented signals: benchmarks