Daily Tech Briefing
AI 科技速览

每天 5 分钟内学习 AI。获取最新的人工智能新闻,理解其重要性,并学习如何将其应用于您的工作。

AI 快讯
TechCrunch AI · 2026/7/27 21:17:11
Satya Nadella says companies that trust one AI for everything may not survive

Satya Nadella says companies that trust one AI for everything may not survive

AI 中文解读
微软CEO萨提亚·纳德拉发出惊人警告:完全依赖某一家AI公司的企业恐怕活不长久。他的核心观点是,企业绝不能把数据、提示词等一切交给AI模型提供商后就当甩手掌柜,必须保留每次使用AI产生的元数据,这样将来才能训练自己的模型或使用开源模型。纳德拉还建议企业搭建一层“AI网关”,把提示与模型本身隔离开,这样就能灵活切换不同模型,不会被任何一家绑定。虽然他这番话有推销自家云业务的嫌疑,但并非危言耸听——越来越多的公司已经意识到,只用一个AI模型风险太大,既贵又不灵活。他们开始转向可自行部署调优的开源模型,并需要管理多个模型的工具。对普通人来说,这意味着未来用到的AI服务可能更多样、更便宜,但也要警惕:把思考“外包”给AI的公司一旦失去主动权,最终受损的可能还是用户自己。
On Sunday, Microsoft CEO Satya Nadella doubled down on the shocking warning he issued earlier this month to businesses that use AI, taking it a step further this time. Companies that rely wholly on the proprietary AI labs for their AI needs ultimately won’t survive, he predicts. That’s what he said on CNN’s “Fareed Zakaria GPS.” When Zakaria asked Nadella to explain what constitutes a company sharing too much with an AI model provider, Nadella said businesses need to be wary of everything they hand over, from their data to their prompts. Nadella called for a setup where “every time you use the model, all of the metadata around it is retained by you, so that you could use all of that to train perhaps your own weights or your own open model.” (Weights are a model’s trained parameters — essentially its brain. Nadella’s point: Companies should hold on to their own usage data so they can eventually build a model of their own.) “Any firm that doesn’t have this control, I will claim will not remain a firm because you’ve essentially outsourced your thinking,” he added. In short: Companies without their own models — or without a layer of AI infrastructure known as AI gateways to separate their prompts from the model itself — will be in trouble, Nadella says. He specifically wants companies to stop relying on AI labs’ built-in coding tools, known as harnesses.(Anthropic’s Claude Code and OpenAI’s ChatGPT Codex are examples of these.) “By keeping the harness separate from the model and the context and memory separate from the model, you absolutely can use multiple models for what they’re great at. At the same time, any one model can go away, and you can still continue to be in control of your own destiny,” Nadella said. var playerInstance_jwplayer_6a683f3a6e1f1 = jwplayer( "jwplayer_6a683f3a6e1f1" ); playerInstance_jwplayer_6a683f3a6e1f1.setup({ playlist: "https://cdn.jwplayer.com/v2/media/nsQAyeWN", }); Mind you, Microsoft is an investor in the two largest AI labs, Anthropic and OpenAI. Coding agents are a particularly popular way for enterprises to use AI models and by all accounts are earning the model makers gobs of money. And yet, Nadella is telling enterprises not to rely too heavily on them. Microsoft, naturally, would benefit from that warning, as its cloud business is now also selling the kind of alternative infrastructure he’s recommending. Despite the obvious self-serving fear tactic, he’s not wrong. Enterprises are increasingly realizing that they need many model options, particularly cheaper options, and are turning to open-weight models — models whose underlying code is publicly available — that they can fine-tune and run on their own hardware. That, in turn, means they will also need ways to manage multiple models, as well as coding agents that aren’t tied to a specific model provider. But Nadella’s observation isn’t just about runaway budgets. He anticipates that once a company has “outsourced its thinking” to a model, there’s little to stop the AI lab from eventually offering a competing service of its own. This risk grows as enterprises adopt AI agents and give them access to the innards of the company. It’s the kind of warning that the startup industry has been shuddering about for years: What’s to stop model makers from wiping out startups by copying and competing with them? In May, for example, when OpenAI CEO Sam Altman offered to invest in every Y Combinator startup in its latest cohort by offering them AI credits, seed investor Jason Calacanis issued a similar buyer-beware, posting: “If you take these tokens, there’s a non-zero chance that OpenAI will study exactly what your startup is doing, copy your idea and put your app into their free offering. This is the classic platform playbook — be careful, founders!” he posted. Now Nadella is making that same case to enterprises. One caveat: Nadella’s concern about oversharing with AI models applies
分享
阅读原文