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Human Data is Key to AI: Alex Wang from Scale AI
a16z Podcast
Data Innovation: Overcoming the Data Wall
The landscape of AI development is shifting towards a crucial focus on data production as organizations face a scarcity of accessible public data, often referred to as the 'data wall.' With common data sources exhausted, innovation in generating high-quality, complex data is essential for advancing AI models. This involves creating frontier data that can effectively support advanced learning capabilities. Many existing models struggle with tasks such as sequential tool use, highlighting the urgent need for new methodologies in data generation that better reflect human-like capabilities. The ability to leverage multi-tool processes is a key area where improvements are necessary, suggesting that the future of AI relies heavily on innovative data strategies.
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