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Even the most advanced autonomous agents struggle with maintaining document consistency, revealing critical failure modes that could hinder their effectiveness in real-world applications.
By grounding reflection in the visual artifacts of presentation slides, DeepPresenter enables agents to iteratively refine presentations in a way that internal reasoning traces alone cannot.
