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GUI agents forget their way: dynamic memory modality selection unlocks significant performance gains over static approaches.
Multimodal models frequently bypass their supposed latent reasoning chains via lingering visual caches鈥攕evering these bypass paths proves that recurrence can genuinely carry the full inferential burden without sacrificing visual competence.
Merging image tokens intelligently can cut storage costs by over 16 times while boosting retrieval accuracy, challenging the notion that less data always means less context.
