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a16z Podcast cover image

Remaking the UI for AI

a16z Podcast

NOTE

Optimal Products: The Power of Compound Systems

The prevailing notion that bigger is better in model size has not proven to be true in the realm of generative models. Recent studies reveal that the most effective products combine multiple smaller models working in unison, rather than relying on a single massive model. This concept of compound systems, as proposed by Matez Zaharia, is gaining momentum. These compound systems of models collaborate to accomplish tasks more affordably, rapidly, and effectively. When faced with complex problems, these teams of models can call upon a larger cloud-based model for assistance, akin to seeking guidance from Einstein when inventing the theory of relativity.

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