当人工智能模型在公司和包装之间共享时，需要思考未来世界竞争优势的一些动态.
Great post on some of the dynamics to think through for the future competitive advantage in world when AI models are shared amongst firms and packing ...
Aaron LevieAI2026-07-10
当人工智能模型在企业之间共享并为该行业的智能提供大量信息时，需要思考未来世界竞争优势的一些动力。这将成为未来十年及以后企业和经济的核心问题。如果人工智能在每个行业（例如法律、金融、医疗保健或生命科学）的最佳数据集上接受过训练，那么未来您将如何竞争和差异化？这是一个很大的悬而未决的问题，我认为现在还不能完全知道，因为人工智能的进步有多快。但归根结底，如果情报丰富且可供某个领域的任何人广泛使用，那么有效利用情报并对抗一组随着时间推移而价值不断增长的数据和知识的公司将处于有利地位。模型的智能、公司自己的数据、数据和工作流程中人工智能的联系以及员工最终如何与该系统互动以创造价值之间存在一个巨大的强化循环。没有明显的点表明，这会在垂直的所有公司中变得统一，因为每家公司都会以不同的方式处理这一问题，就像他们已经在处理人才和工作流程时所做的那样。如果说有什么不同的话，那就是那些做得最好的人会获得复合回报，随着时间的推移加速他们的优势。总的来说，这是一个非常有趣的问题，看看这种情况会如何随着时间的推移而发挥作用。Jaya Gupta：http://x.com/i/article/2075070857827819520
原文
Great post on some of the dynamics to think through for the future competitive advantage in world when AI models are shared amongst firms and packing so much for the intelligence of that industry.This is going to become a core question for companies and the economy broadly over the next decade and beyond. If AI is trained on the best datasets in every single industry - like law, finance, healthcare, or life sciences - then how do you compete and differentiate in the future?This is a great open question that I don’t think is perfectly knowable right now because of how fast AI progress is happening. But ultimately it stands to reason that if intelligence is abundant and broadly available to anyone in a field, then the companies that effectively use it the best and against a set of data and knowledge that grows in value over time, will be in a strong position. There’s a huge reinforcing loop between the intelligence from models, a company’s own data, the connection of that data and AI in their workflows, and how employees ultimately interact with that system to create value. There’s no obvious point where this will become uniform across all companies in a vertical because each company will approach this in a different way, just as they already do with their talent and workflows. If anything, there will be compounding returns to those that do this best that accelerate their advantage over time.Overall, super interesting question to see how this plays out over time.Jaya Gupta: http://x.com/i/article/2075070857827819520