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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.
Deterministic probability flows outperform stochastic diffusion in clustering accuracy, achieving new state-of-the-art results in incomplete multi-view scenarios.