Generative AI Throwdown: Open Source Vs. Proprietary Models

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Sylvain Duranton is the Global Leader of BCG X and a member of BCG’s Executive Committee. BCG X is the tech build & design unit of BCG. Turbocharging BCG’s deep industry and functional expertise, BCG X brings together advanced tech knowledge and ambitious entrepreneurship to help organizations enable innovation at scale. With nearly 3,000 technologists, scientists, programmers, engineers, and human-centered designers located across 80+ cities, BCG X builds and designs platforms, software to addr

Congress , the telecom industry's biggest annual gathering, in Barcelona. Advocates argue open sourcing has vital benefits like enabling wider access, fostering innovation, and promoting transparency. Many people argue that open source will win in the marketplace.Open-sourcing generative AI is fundamentally different from the open-source movement that has given us tools like TensorFlow, MySQL or Kubernetes.

That is likely to remain the purview of well-resourced private companies. Already, companies are building agents that leverage models like GPT-4 for reasoning and can manipulate tools - something that open-source generative AI models cannot fully execute today. Incentives are high to keep such more performant models proprietary.

At a recent closed-door Senate forum convened by Chuck Schumer , Meta’s founder, Mark Zuckerberg, was challenged about the safety of open-sourcing such powerful technology, citing LLaMA 2’s ability to give detailed instructions for creating Anthrax, a deadly toxin.

 

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