Google Cloud launched a parallel $750m fund to pay McKinsey, Accenture, and Deloitte to train engineers and co-fund client AI projects.
谷歌云的7.5亿美元基金规模约为OpenAI DeployCo(100亿美元)的7.5%，但谷歌云直接向咨询公司支付费用而非承诺回报率。这反映了不同AI厂商采用的不同分销策略，OpenAI通过PE firms获得企业渠道，而谷歌云则通过咨询公司实现市场渗透。
For Anthropic, more usage across diverse tasks means more data, which produces a smarter model—just as more queries improved Google search.
大多数人认为AI公司的竞争在于模型架构或算法的优越性，但作者认为数据收集的广度才是关键，这与当前AI行业对模型架构的过度关注形成鲜明对比。
For Anthropic, more usage across diverse tasks means more data, which produces a smarter model—just as more queries improved Google search.
大多数人认为AI公司的竞争在于模型架构或参数规模，但作者认为真正的竞争优势来自用户数据和多样化使用场景，这类似于谷歌的搜索数据飞轮效应。这一观点挑战了AI领域的主流技术决定论，强调了数据网络效应的战略价值。
βテスト期間中のご利用は無料です。
Beta 期间完全免费——对于一个声称能替代 CSO 团队数周工作的产品来说，这个策略令人惊讶。背后的逻辑是：Sakana 需要真实的企业级研究任务作为训练数据和案例积累，而这些数据只有企业用户才能提供。「用免费换真实场景数据」是 AI 产品冷启动的经典策略，但在如此高端的 B2B 定位下使用，意味着 Sakana 对自己产品当前状态的坦诚：它还不够好到让企业为初版买单，但已经足够好到值得企业免费试用。
MiniMax may have been able to get 100 billion tokens of data from interactions with Claude.
100 亿 token 的 Claude 交互数据——这个估算令人瞠目。这意味着 MiniMax 的用户在不知情的情况下，可能成了为 Claude 蒸馏数据的「采集器」。从 Anthropic 的角度看，这是商业数据被盗用；从竞争视角看，这说明 API 开放策略本身就是一把双刃剑——越开放，越容易被「逆向汲取」。
A three-stage progressive training strategy -- large-scale pre-training, hard sample fine-tuning, and GRPO alignment -- sequentially exploits these data at different quality tiers.
大多数人认为训练策略应该统一应用于所有数据，但作者提出了分阶段渐进式训练策略，在不同质量层级的数据上采用不同方法，这种针对数据质量差异的训练方法挑战了传统'一刀切'的训练范式，代表了数据为中心的AI新思路。
Figure 3: Decrease in Perceived Fiscal Benefits of Microcredentials by Year
Perception vs Reality disconnect. Why? My guess is huge gaps in understanding of the Fundamentals.
05:00 Connor Murphy is a data strategist and works at the Flow Research Collective. He is also into tracking data, on himself (quantified self).
For this reason, the Secretary of State set out a vision1 for health and care to have nationalopen standards for data and interoperability that are mandated throughout the NHS andsocial care.
Imperial News. ‘“Issue of Inequalities” for Long COVID Patients Needs to Be Addressed | Imperial News | Imperial College London’. Accessed 22 April 2022. https://www.imperial.ac.uk/news/232234/issue-inequalities-long-covid-patients-needs/.
Adam, D. (2022). Will Omicron end the pandemic? Here’s what experts say. Nature, 602(7895), 20–21. https://doi.org/10.1038/d41586-022-00210-7
Andrew Account for lags Kunzmann. (2022, January 30). Wait two years before we can tell who took the correct approach. OK, we’ll check back in March. Https://t.co/9ypiVCK428 [Tweet]. @1987Andrewk. https://twitter.com/1987Andrewk/status/1487727392286248963
Just An Ordinary Bloke. (2022, January 30). PORTUGAL 90% of the Country is double dosed. This is what a good job looks like https://t.co/WctxHqsO8z [Tweet]. @Unusual_Times. https://twitter.com/Unusual_Times/status/1487756024450887687 i
Nash, D. (n.d.). The CDC Got Lost Trying to Follow the Science. Retrieved January 14, 2022, from https://www.barrons.com/articles/cdc-guidance-covid-isolation-pandemic-51641847943
Dolgin, E. (2022). Omicron thwarts some of the world’s most-used COVID vaccines. Nature. https://doi.org/10.1038/d41586-022-00079-6
Cowper, A. (2022). Omicron: Who needs action when you’ve got Plan B? BMJ, 376, o15. https://doi.org/10.1136/bmj.o15
jorgenponder — om coronavirusepidemin. (2022, January 6). The West: “We think you’re doing covid pandemic strategy all wrong.” Asia: “We don’t think of you at all.” https://t.co/fClY310vim [Tweet]. @jorgenponder. https://twitter.com/jorgenponder/status/1479072019174019073
Sridhar, D. (2021, November 28). How bad will the Omicron Covid variant be in Britain? Three things will tell us. The Guardian. https://www.theguardian.com/commentisfree/2021/nov/28/omicron-covid-variant-britain-southern-africa
Are 7 French fries too many?. A causal inference explainer | by Ellie Murray | Medium. (n.d.). Retrieved August 22, 2021, from https://medium.com/@EpiEllie/are-7-french-fries-too-many-d6226e78dc1f
Khan, M. S., Ali, S. A. M., Adelaine, A., & Karan, A. (2021). Rethinking vaccine hesitancy among minority groups. The Lancet, 397(10288), 1863–1865. https://doi.org/10.1016/S0140-6736(21)00938-7
Woolf, K., McManus, I. C., Martin, C. A., Nellums, L. B., Guyatt, A. L., Melbourne, C., Bryant, L., Gogoi, M., Wobi, F., Al-Oraibi, A., Hassan, O., Gupta, A., John, C., Tobin, M. D., Carr, S., Simpson, S., Gregary, B., Aujayeb, A., Zingwe, S., … Pareek, M. (2021). Ethnic differences in SARS-CoV-2 vaccine hesitancy in United Kingdom healthcare workers: Results from the UK-REACH prospective nationwide cohort study [Preprint]. Public and Global Health. https://doi.org/10.1101/2021.04.26.21255788
Benjy Renton on Twitter: “For those who are wondering: There is a slight association (r = 0.34) between the percentage a county voted for Trump in 2020 and estimated hesitancy levels. As @JReinerMD mentioned, GOP state, county and local levels need to do their part to promote vaccination. Https://t.co/ZY2lUqHgLd” / Twitter. (n.d.). Retrieved April 28, 2021, from https://twitter.com/bhrenton/status/1382330404586274817
Tollefson, J. (2021, April 16). The race to curb the spread of COVID vaccine disinformation. Nature. https://www.nature.com/articles/d41586-021-00997-x?error=cookies_not_supported&code=0d3302c0-59b3-4065-8835-2a6d99ca35cc
JAMA Network. (2020, November 6). Herd Immunity as a Coronavirus Pandemic Strategy. https://www.youtube.com/watch?v=2tsUTAWBJ9M
r/BehSciResearch—Review on combatting the COVID misinformation flood. (n.d.). Reddit. Retrieved October 12, 2020, from https://www.reddit.com/r/BehSciResearch/comments/j9mrlp/review_on_combatting_the_covid_misinformation/
Gallagher, J. (2020, October 9). Covid cases increase rapidly as next steps planned. BBC News. https://www.bbc.com/news/health-54477618
Ruktanonchai, N. W., Floyd, J. R., Lai, S., Ruktanonchai, C. W., Sadilek, A., Rente-Lourenco, P., Ben, X., Carioli, A., Gwinn, J., Steele, J. E., Prosper, O., Schneider, A., Oplinger, A., Eastham, P., & Tatem, A. J. (2020). Assessing the impact of coordinated COVID-19 exit strategies across Europe. Science, 369(6510), 1465–1470. https://doi.org/10.1126/science.abc5096
Marijon, E., Karam, N., Jost, D., Perrot, D., Frattini, B., Derkenne, C., Sharifzadehgan, A., Waldmann, V., Beganton, F., Narayanan, K., Lafont, A., Bougouin, W., & Jouven, X. (2020). Out-of-hospital cardiac arrest during the COVID-19 pandemic in Paris, France: A population-based, observational study. The Lancet Public Health, 5(8), e437–e443. https://doi.org/10.1016/S2468-2667(20)30117-1
Alipio, M. (2020). Do socio-economic indicators associate with COVID-2019 cases? Findings from a Philippine study [Preprint]. SocArXiv. https://doi.org/10.31235/osf.io/e2hfa
Stay-At-Home Orders, Social Distancing and Trust. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved August 5, 2020, from https://covid-19.iza.org/publications/dp13234/
Peterson, David, and Aaron Panofsky. ‘Metascience as a Scientific Social Movement’. Preprint. SocArXiv, 4 August 2020. https://doi.org/10.31235/osf.io/4dsqa.
Lockdown Strategies, Mobility Patterns and COVID-19. COVID-19 and the Labor Market. (n.d.). IZA – Institute of Labor Economics. Retrieved July 29, 2020, from https://covid-19.iza.org/publications/dp13293/
Ed Conway on Twitter: “Breaking: UK government was routinely overstating the total number of people who’d been tested for #COVID19 by as many as 200,000 at the height of the coronavirus pandemic, according to new Sky News analysis.” / Twitter. (n.d.). Twitter. Retrieved July 17, 2020, from https://twitter.com/EdConwaySky/status/1281652670000844800
Number of people tested for coronavirus (England): 30 January to 27 May 2020. (n.d.). GOV.UK. Retrieved July 17, 2020, from https://www.gov.uk/government/publications/number-of-people-tested-for-coronavirus-england-30-january-to-27-may-2020
Seyitoğlu, F., & Ivanov, S. H. (2020). Service robots as a tool for physical distancing in tourism [Preprint]. SocArXiv. https://doi.org/10.31235/osf.io/k3z6m
Pueyo, T. (2020, June 12). Coronavirus: Should We Aim for Herd Immunity Like Sweden? Medium. https://medium.com/@tomaspueyo/coronavirus-should-we-aim-for-herd-immunity-like-sweden-b1de3348e88b
Rosenblatt, S. F., Smith, J. A., Gauthier, G. R., & Hébert-Dufresne, L. (2020). Immunization Strategies in Networks with Missing Data. ArXiv:2005.07632 [Physics, q-Bio]. http://arxiv.org/abs/2005.07632
The COVID Tracking Project. https://covidtracking.com/
Bento, A. I., Nguyen, T., Wing, C., Lozano-Rojas, F., Ahn, Y.-Y., & Simon, K. (2020). Evidence from internet search data shows information-seeking responses to news of local COVID-19 cases. Proceedings of the National Academy of Sciences, 202005335. https://doi.org/10.1073/pnas.2005335117
Randazzo, W., Truchado, P., Ferrando, E. C., Simon, P., Allende, A., & Sanchez, G. (2020). SARS-CoV-2 RNA titers in wastewater anticipated COVID-19 occurrence in a low prevalence area. MedRxiv, 2020.04.22.20075200. https://doi.org/10.1101/2020.04.22.20075200
Leon, D. A., Shkolnikov, V. M., Smeeth, L., Magnus, P., Pechholdová, M., & Jarvis, C. I. (2020). COVID-19: A need for real-time monitoring of weekly excess deaths. The Lancet, 395(10234), e81. https://doi.org/10.1016/S0140-6736(20)30933-8
University of Amsterdam scientists launch website that seeks ideal COVID-19 exit strategy. (2020 April 21) Science|Business. https://sciencebusiness.net/network-updates/university-amsterdam-scientists-launch-website-seeks-ideal-covid-19-exit-strategy
Holmes, E. A., O’Connor, R. C., Perry, V. H., Tracey, I., Wessely, S., Arseneault, L., Ballard, C., Christensen, H., Cohen Silver, R., Everall, I., Ford, T., John, A., Kabir, T., King, K., Madan, I., Michie, S., Przybylski, A. K., Shafran, R., Sweeney, A., … Bullmore, E. (2020). Multidisciplinary research priorities for the COVID-19 pandemic: A call for action for mental health science. The Lancet Psychiatry, S2215036620301681. https://doi.org/10.1016/S2215-0366(20)30168-1