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Non-monotonic performance in experimental trajectories reveals that later rounds can sometimes undermine earlier successes, challenging conventional assumptions in industrial ML research.
GigaPath-Flash and GigaTIME-Flash deliver state-of-the-art pathology analysis with drastically reduced computational costs, enabling broader clinical adoption.