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ChinaTalk

AI at the Frontier: What it Takes to Compete

Feb 18, 2024
Exploring the diffusion of AI knowledge from top labs to substacks, managing culture change in AI labs, the gap between closed and open source, China's GPU limitations, algorithmic innovations reshaping power dynamics, and the implications of AI on productivity growth and GPU access.
01:20:06

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Quick takeaways

  • Secret sauce diffuses from top AI labs to substacks, shaping future models.
  • Open source raises global AI standard, but gap with closed source remains.

Deep dives

Frontier AI models and the ingredients needed to train them

To train a frontier AI model, you need data, GPUs, and talented people to operate them. This serves as the basic foundation. Tweaking open source models like LAMA and Strala can make them leading open source models, which are great for open source benchmarks. Going further, the frontier of AI aims to achieve a single model that excels in various tasks and approaches human intelligence. While the open source world has been primarily focused on GPU efficiency, companies with limited GPUs can still derive business value from AI by solving specific domain problems or developing unique applications. Data plays a central role in building frontier models. While the cost and complexity increase exponentially to surpass models like GPT-4, they offer great potential for companies with the resources to invest.

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