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This paper argues that AI-native biotech companies should use a core computational abstraction called a Company World Model rather than mimicking human department structures. It introduces a dry-lab benchmark comparing architectures and finds that a value-conversion architecture outperforms human-org mimics, but results are objective-sensitive.