Jim Liu

When you make something, when you improve something, when you deliver something, when you add some new thing or service to the lives of strangers, making them happier, or healthier, or safer, or better, and when you do it all crisply and efficiently, smartly, the way everything should be done but so seldom is—you’re participating more fully in the

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OpenAI structures its AI systems as ensembles of specialized models—similar to how human organizations work. Rather than relying on a single general-purpose model, they deploy multiple specialized models (some fine-tuned for specific tasks, others chosen for speed or cost efficiency) working together to solve complex problems. This mirrors how comp... See more