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Chronological text logs routinely confuse distinct physical objects across multi-day video, a failure mode resolved by explicitly clustering grounded visual instances into persistent entity biographies rather than relying on episodic text search.
Surface keypoint trajectories enable seamless coordination between human motion and multiple articulated objects, outperforming traditional methods in complex interaction scenarios.
