大多数人认为科技巨头拥有无限资源可以同时追求多个战略方向，但作者强调即使是最大的企业也面临着注意力稀缺的挑战，这挑战了关于大企业无所不能的主流认知。

大多数人认为科技巨头拥有无限资源可以实施任何战略，但作者指出即使是最大的企业也面临注意力稀缺问题。这与对科技巨头的普遍认知相悖，暗示规模优势也有其局限性。

大多数人认为模型性能提升主要来自于单个模型的规模扩大或架构优化，但作者认为通过动态协调多样化的模型池可以获得更好的性能。这挑战了当前AI领域专注于单一模型优化的主流思路，提出了一个资源分配的新范式。

这一论点颠覆了当前AI行业对计算资源投入的过度关注，提出了一个令人惊讶的视角：我们可能一直在解决错误的问题。如果数据质量是真正瓶颈，那么整个AI研发的重点需要重新评估。

Serhan, Y. (2020, December 8). Vaccine Nationalism Is Doomed to Fail. The Atlantic. https://www.theatlantic.com/international/archive/2020/12/vaccine-nationalism-doomed-fail/617323/

https://www.azdhs.gov/documents/preparedness/epidemiology-disease-control/infectious-disease-epidemiology/novel-coronavirus/sdmac/covid-19-addendum.pdf

La, V.-P., Pham, T.-H., Ho, T. M., Hoàng, N. M., Linh, N. P. K., Vuong, T.-T., Nguyen, H.-K. T., Tran, T., Van Quy, K., Ho, T. M., & Vuong, Q.-H. (2020). Policy response, social media and science journalism for the sustainability of the public health system amid the COVID-19 outbreak: The Vietnam lessons [Preprint]. SocArXiv. https://doi.org/10.31235/osf.io/cfw8x

Younes, G. A., Ayoubi, C., Ballester, O., Cristelli, G., de Rassenfosse, G., Foray, D., Gaule, P., Pellegrino, G., van den Heuvel, M., Webster, B., & Zhou, L. (2020). COVID-19_Insights from Innovation Economists [Preprint]. SocArXiv. https://doi.org/10.31235/osf.io/b5zae

Shah, C., Dehmamy, N., Perra, N., Chinazzi, M., Barabási, A.-L., Vespignani, A., & Yu, R. (2020). Finding Patient Zero: Learning Contagion Source with Graph Neural Networks. ArXiv:2006.11913 [Cs]. http://arxiv.org/abs/2006.11913

Buckwalter, W., & Peterson, A. (2020). Public Attitudes Toward Allocating Scarce Resources During the COVID-19 Pandemic. https://doi.org/10.31234/osf.io/wuvta

Mehrotra, S., Rahimian, H., Barah, M., Luo, F., & Schantz, K. (2020 May 02). A model of supply-chain decisions for resource sharing with an application to ventilator allocation to combat COVID-19. Naval Research Logistics (NRL). https://doi.org/10.1002/nav.21905