run-rate revenue has now surpassed $30 billion, up from approximately $9 billion at the end of 2025
年收入从2025年底的约90亿美元激增至300亿美元,增长率超过230%。这一惊人的收入增长速度反映了AI市场的爆发式增长。然而,考虑到公司规模,这一收入数字需要谨慎看待,可能包含预付款或长期合同收入确认。
run-rate revenue has now surpassed $30 billion, up from approximately $9 billion at the end of 2025
年收入从2025年底的约90亿美元激增至300亿美元,增长率超过230%。这一惊人的收入增长速度反映了AI市场的爆发式增长。然而,考虑到公司规模,这一收入数字需要谨慎看待,可能包含预付款或长期合同收入确认。
run-rate revenue has now surpassed $30 billion, up from approximately $9 billion at the end of 2025
年收入从90亿美元跃升至300亿美元,增长率超过233%,这是一个爆炸性的增长速度。这一增长率远超大多数科技公司的历史表现,反映了AI即服务(AIaaS)市场的巨大潜力。然而,如此高的增长率也带来了基础设施扩张的压力,需要与算力投资相匹配。
Reasoning models show both a one-off jump in performance and a roughly 2-3x faster trend compared to non-reasoning models.
2-3倍的速度差异是一个非常显著的数字,表明推理模型与非推理模型之间存在明显的性能差距。这个倍数关系暗示了架构变化可能带来的性能飞跃,而非简单的线性改进。这一数据点支持了推理能力可能是AI进步关键驱动力的假设。
The best-performing model across these three metrics was a pair of independent linear trends: one for reasoning models and one for non-reasoning models.
这个发现表明推理模型和非推理模型的发展轨迹确实存在显著差异。这种分离的线性趋势模型在三个指标上表现最佳,100%的情况下优于其他模型,提供了强有力的统计证据支持AI能力加速的论点。
A small model trained on fewer than 2,000 examples from real lawyers, bankers, and consultants recently beat all but the best frontier models on corporate legal work, at a fraction of the price.
这一发现挑战了'规模和计算能力胜过一切'的AI发展范式。高质量专业化数据训练的小型模型在特定领域表现优于通用大模型,暗示AI发展可能从'越大越好'转向'更专业、更高效'的新阶段。
More sophisticated functionality available, e.g., multiple resolution, data typing
{Data Typing} {Multiple Resolution}
The unified approachhas the advantage, that the enterprise has more control overthe data and quality, and the data querying is significantlyfaster.
Edge computing is an emerging new trend in cloud data storage that improves how we access and process data online. Businesses dealing with high-frequency transactions like banks, social media companies, and online gaming operators may benefit from edge computing.
Edge Computing: What It Is and Why It Matters0
https://en.itpedia.nl/2021/12/29/edge-computing-what-it-is-and-why-it-matters/
Edge computing is an emerging new trend in cloud data storage that improves how we access and process data online. Businesses dealing with high-frequency transactions like banks, social media companies, and online gaming operators may benefit from edge computing.

McCabe, Stefan, Leo Torres, Timothy LaRock, Syed Arefinul Haque, Chia-Hung Yang, Harrison Hartle, and Brennan Klein. ‘Netrd: A Library for Network Reconstruction and Graph Distances’. ArXiv:2010.16019 [Physics], 29 October 2020. http://arxiv.org/abs/2010.16019.
We could freeze the objects in the model but don't for efficiency. (The benefits of an immutable-equivalent data structure will be documented in vtree or blog post at some point)
first sighting: "immutable-equivalent data"
Can we count on parents to help their children learn at home? (2020, May 8). Evidence for Action. https://blogs.unicef.org/evidence-for-action/can-we-count-on-parents-to-help-their-children-learn-at-home/
‘Theforceoftheperformativeisthusnotinheritedfrompriorusage,butissuesforthpreciselyfromitsbreakwithanyandallpriorusage.Thatbreak,thatforceofrupture,istheforceoftheperformative,beyondallquestionoftruthormeaning.’[22]Forpoliticalsubjectivity,‘performativitycanworkinpreciselysuchcounter-hegemonicways.Thatmomentinwhichaspeechactwithoutpriorauthorizationneverthelessassumesauthorizationinthecourseofitsperformancemayanticipateandinstatealteredcontextsforitsfuturereception.’[23]Toconceiveruptureasasystemicortotalupheavalwouldbefutile.Rather,ruptureisamomentwherethefuturebreaksthroughintothepresent.[24]Itisthatmomentwhereitbecomespossibletodosomethingdifferentinorbysayingsomethingdifferent.
Acá los actos futuros guían la acción presente y le dan permiso de ocurrir. Del mismo modo como el derecho a ser olvidado es un derecho futuro imaginado que irrumpe en la legislación presente, pensar un retrato de datos o campañas políticas donde éstos sean importantes, le da forma al activismo presente.
La idea clave acá es hacer algo diferente, que ha sido el principio tras Grafoscopio y el Data Week, desde sus apuestas particulares de futuro, que en buena medida es discontinuo con las prácticas del presente, tanto ciudadanas, cono de alfabetismos y usos populares de la tecnología.
Ifmakingrightsclaimsisperformative,itfollowsthattheserightsareneitherfixednorguaranteed:theyneedtoberepeatedlyperformed.Theircomingintobeingandremainingeffectiverequiresperformativity.Theperformativeforceofcitizenshipremindsusthatthefigureofthecitizenhastobebroughtintobeingrepeatedlythroughacts(repertoires,declarations,andproclamations)andconventions(rituals,customs,practices,traditions,laws,institutions,technologies,andprotocols).Withouttheperformanceofrights,thefigureofthecitizenwouldmerelyexistintheoryandwouldhavenomeaningindemocraticpolitics.
At least since Doug Engelbart’s “mother of all demos” the introduction of new products has been accompanied by showmanship. Demonstrations are theater where possible uses for technology are presented (Smith, 2009). Hackathons have been argued to be the “front stage” for data and can be contrasted with the murky “back stage” of data production, munging, and interpretation (Gregg, 2014b). The difference with Balsamo might be that she does not put performance in scare quotes.
Esto conecta las ideas de boostrapping vía infraestructura, de Engelbart, con la idea de demo como performance (espectáculo, obra viva) y la inversión infraestructural de Star, al traer al frente aquello que está al fondo (la producción de datos y su uso).