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Inserted objects can now be made "alive" and interact realistically within videos, solving a long-standing challenge in video editing.
Heterogeneous visual agents can boost downstream performance by up to 4.9 points across diverse tasks simply by reading from a shared, self-organizing 2B memory tree鈥攚ithout updating a single host model weight.
Append-only memory guarantees attention collapse in long-horizon video reasoning, but actively rewriting a bounded working memory from an external filesystem boosts hard-subset task accuracy by over 20%.
