Coding is the dominant use case for AI by nearly an order of magnitude.
「比第二名多了将近一个数量级」——这句话说明企业 AI 市场目前几乎等同于「编程 AI 市场」。Support、Search 加在一起,可能也远不及 Coding 一项。这个数据的深远含义是:当前所有关于「AI 正在改变哪些行业」的讨论,其实主要在说软件工程这一个领域。其他行业的「革命」大多还停留在叙事层面,而非收入层面。
Coding is the dominant use case for AI by nearly an order of magnitude.
「比第二名多了将近一个数量级」——这句话说明企业 AI 市场目前几乎等同于「编程 AI 市场」。Support、Search 加在一起,可能也远不及 Coding 一项。这个数据的深远含义是:当前所有关于「AI 正在改变哪些行业」的讨论,其实主要在说软件工程这一个领域。其他行业的「革命」大多还停留在叙事层面,而非收入层面。
OpenAI just raised $122 billion at an $852 billion valuation. That's the largest private funding round ever.
大多数人认为如此巨额的融资反映了AI行业的泡沫和过度估值。但作者将此描述为OpenAI主导市场的战略举措,暗示这种规模的融资可能是为了建立行业壁垒,而非仅仅是市场炒作,这挑战了主流对AI投资泡沫的看法。
in the past year Huawei has overtaken Nvidia as the leading source of AI computing power in China, at least in terms of rated FLOP/s
大多数人可能认为Nvidia在中国市场仍然占据主导地位,但作者认为华为已经超过Nvidia成为中国AI计算能力的主要来源。这一发现挑战了人们对Nvidia在中国市场不可动摇地位的认知,表明本土替代技术可能比预期更快地获得市场份额。
Google holds the equivalent of around 5 million Nvidia H100 GPUs in compute capacity, roughly 25% of the world's total!
大多数人可能认为Nvidia是AI计算能力的最大拥有者,因为他们的芯片被广泛使用,但作者认为谷歌通过其自研TPU芯片拥有相当于500万块H100 GPU的计算能力,占全球总量的25%。这表明自研芯片战略可能比购买商用芯片更能建立计算优势。
NVIDIA yields unmatched inference throughput across the broadest range of workloads, from massive LLMs to advanced vision language models, to generative recommender systems and more, on industry-standard benchmarks.
大多数人认为AI领域存在多个竞争平台在不同领域各有所长,但作者声称NVIDIA在所有工作负载上都表现出色,这挑战了多元化竞争的行业共识,暗示了NVIDIA可能比普遍认为的更具统治力。
stochasticoptimization of dominance relationships, in which a dominance hierarchy ofindividuals with exclusively self-centered characteristics (the desire to dominate,resentment at being dominated) transitions spontaneously to egalitarianism as theircapacity for language develops
for - language - shifts - dominance hierarchy to egalitarianism
Luhmann cites Edgar Morin (1980: 44) on ecological dominance, i.e., an ecological relation wherein some systems may be dominant but where none dominates (Luhmann 1987: 109-110; 1990a: 147-8).
Luhmann meminjam Edgar Morin tentang dominasi ekologis. Bahwa dalam relasi ekologis sebagian sistem mungkin dominan tapi tidak mendominasi.
Ecological dominance is a contingent emergent relationship between two or more systems rather than a naturally necessary property of a single system. Thus a given functional system can be more or less ecologically dominant, its dominance may vary across different systems in its environment and/or with changing circumstances, and the continuation of any dominance will depend on the development of the ecosystem as a whole.[2] So there is no ‘last instance’ in relations of ecological dominance. But, given that the capitalist economy is structurally coupled to other operationally autonomous systems and to the lifeworld (and these to each other too), we can ask which, if any, of them could become ecologically dominant. There are seven analytically distinct, but empirically interrelated, aspects of the social (as opposed to biological) world that affect a system’s potential in this regard (see Table 1). Considered in these terms, the capitalist economy, with its distinctive, self-valorizing logic, tends to have just those properties that favour ecological dominance.
Dominasi Ekologis

Jenže je tu ještě něco navíc. Především schopnost Washingtonu podřídit spojence svým zájmům a své strategii. Právě to umožňuje propojování alianční disciplíny s vytvářením ad hoc koalic ochotných pro jednotlivé vojenské akce USA.
Kontrola nad spojenci není jen o výdajích, ale především o podřizování spojenců svým zájmům a své geopolitické strategii.
Kawakatsu, Mari, Philip S. Chodrow, Nicole Eikmeier, and Daniel B. Larremore. “Emergence of Hierarchy in Networked Endorsement Dynamics.” Proceedings of the National Academy of Sciences 118, no. 16 (April 20, 2021): e2015188118. https://doi.org/10.1073/pnas.2015188118.
Reading with respect to suggestion of:<br /> DeDeo, Simon, and Elizabeth A. Hobson. “From Equality to Hierarchy.” Proceedings of the National Academy of Sciences 118, no. 21 (May 25, 2021): e2106186118. https://doi.org/10.1073/pnas.2106186118.
See: related notes at https://hypothes.is/a/doCbOKJYEe27O1tS21jybA
Nathan Grubaugh [@NathanGrubaugh]. (2021, September 24). Hi @Newsweek 👋. I understand that #variant news has been slow recently with the near-complete dominance of Delta, but do you really need to go and make things up? Lineage R.1 is not a concern. Let me briefly explain why. (1/4) https://t.co/OD46PsXZEu [Tweet]. Twitter. https://twitter.com/NathanGrubaugh/status/1441522760832933888
IJzerman, H., Dutra, N., Silan, M., Adetula, A., Brown, D. M. B., & Forscher, and P. (2021). Psychological Science Needs the Entire Globe. APS Observer, 34(5). https://www.psychologicalscience.org/observer/global-psych-science
Right now, fewer than half a dozen tech firms concentrate huge resources on a small number of global post-graduate AI programmes around the world. They directly and indirectly influence the training and content of those programmes, especially through access to data-sets. Compliance of senior academics is easy to gain, however they individually rationalise it.
The dominant culture being in a position of power and wealth makes it far easier to direct the future to ensure that the dominate culture stays in power and wealth.
How does one "break this wheel" of power?
Fischer, K., Chaudhuri, A., & Atkinson, Q. (2020, October 5). Responses to the COVID-19 pandemic reflect the dual evolutionary foundations of political ideology. https://doi.org/10.31234/osf.io/qeap8
All that inflated self importance trying to coddle the bride into a false sense of security, giving her an illusion of power so she’ll willingly undertake a ritual to strip her of power and individuality.
That sense is accurate, not inflated. Having a white knight defending your right to social dominance within a relationship is female privilege. Her husband will be duly, bitterly, reminded of his subhuman status till the end of his days.
Sun, F., Wang, X., Tan, S., Dan, Y., Lu, Y., Zhang, J., Xu, J., Tan, Z., Xiang, X., Zhou, Y., He, W., Wan, X., Zhang, W., Chen, Y., Tan, W., & Deng, G. (2020). SARS-CoV-2 Quasispecies provides insight into its genetic dynamics during infection. BioRxiv, 2020.08.20.258376. https://doi.org/10.1101/2020.08.20.258376
Lobato, E. J. C., Powell, M., Padilla, L., & Holbrook, C. (2020). Factors Predicting Willingness to Share COVID-19 Misinformation. https://doi.org/10.31234/osf.io/r4p5z
Zmigrod, L., Eisenberg, I. W., Bissett, P., Robbins, T. W., & Poldrack, R. (2020, April 14). A Data-Driven Analysis of the Cognitive and Perceptual Attributes of Ideological Attitudes. https://doi.org/10.31234/osf.io/dgaxr