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The development consortium brought together specialists from multiple renowned institutions including Gladstone Institutes focusing on cardiovascular, computational, and neurological research, multiple departments from University of California San Francisco spanning cardiology, pathology, neurology and aging studies, along with University of California Berkeley's molecular biology division and NVIDIA's computational team. International contributors included Goethe University Frankfurt's cardiovascular regeneration center and Kyoto University's iPS cell research facility. Built upon transformer decoder architecture—the foundation of modern language models—MaxToki was specifically trained on single-cell RNA sequencing data, available in two configurations featuring 217 million and 1 billion parameters respectively.