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AVE-Compass is a new benchmark for holistic evaluation of audio-video editing abilities, with 145 videos, 196 editing instructions, and 2,688 checklist items. It also proposes AVE-Agent, a modular agent framework that improves cross-modal editing via self-reflection and evaluator feedback.