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Tarandeep Singh is a research author explicitly affiliated with Applied Cognition Inc. in the company’s May 2025 Nature Biomedical Engineering and January 2026 Nature Communications papers. The 2025 author contribution statement credits him with data collection and management, formal analysis and experimental research. The publication affiliation is verified; a current formal employment title and an authentic portrait have not been independently established. Unrelated people with the same name are excluded.