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Giving VLMs access to basic image manipulation tools and a strategic routing system dramatically improves their ability to "see through" visual illusions, even generalizing to unseen illusion types.
Coordinating multiple agents with a shared visual contract can dramatically improve the structural consistency and visual alignment of automatically generated scientific papers.
