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  1. MIT Technology Review · AI

    Connecting AI agents to enterprise knowledge

    中文摘要

    尽管人工智能系统不断积累和分析大量数据,企业人工智能代理通常存在一个奇怪的缺陷:缺乏知识。比起数据,知识是指对数据在单个组织背景中意义的理解。人工智能代理需要这种理解,才能对情况做出推理、做出决策,最终……

    英文原文

    For all the data that AI systems continually amass and analyze, enterprise AI agents often suffer from a curious shortcoming: a lack of knowledge. More than data, knowledge is the understanding of what the data means in the context of individual organizations. AI agents need this understanding to reason about situations, make decisions, and ultimately…

  2. MIT Technology Review · AI

    Bringing predictive analytics to the agentic AI era

    中文摘要

    2026年,企业人工智能的问题不再是预测模型是否能优于统计预测——这个争论已经解决了。现在最大的问题是,如何让预测系统根据自己的结论自主行动,而不会偏离业务意图。前沿已经从预测转向了自主决策,而……之间的差距……

    英文原文

    In 2026, the question for enterprise AI is no longer whether predictive models can outperform statistical forecasts—that argument is settled. The big question now is how to enable predictive systems to act on their own conclusions without drifting from business intent. The frontier has moved from prediction to autonomous decision making, and the gap between…

  3. MIT Technology Review · AI

    People really hate AI, so why can’t they get enough?

    中文摘要

    整个夏天,我与Springboards的首席执行官进行了交谈。Springboards是一家初创公司,正在打造一款大型语言模型,该模型旨在比主流竞争对手产生更广泛多样的回应。通话刚开始时,他说了一句话,从那时起就一直萦绕在我的脑海中:“我们经常说,我们是一个自憎的AI……”

    英文原文

    Over the summer I talked to the CEO of Springboards, a startup building an LLM that’s designed to come up with a wider variety of responses than its mainstream rivals do. At the start of the call, he said something that’s been stuck in my head since: “We often say that we’re a self-loathing AI…

  4. MIT Technology Review · AI

    EmTech Future 2026: When AI Meets Everything

    中文摘要

    Yossi Matias,谷歌研究院副总裁兼负责人,探讨了人工智能如何开始重塑生物学、基础设施、制造业和科学领域,以及为什么其最大的影响可能来自于与其他领域的交叉融合。跟随我们的《麻省理工科技评论》编辑走进新闻编辑室,获取团队研究的尖锐分析和未公开的见解……

    英文原文

    Yossi Matias, Vice President & Head of Google Research, explores how AI is beginning to reshape biology, infrastructure, manufacturing, and science, and why its greatest impact may come when it intersects with other fields. Step inside the newsroom with our MIT Technology Review editors for sharp analysis and unpublished insights from the team that researches…

  1. MIT Technology Review · AI

    Redefining enterprise intelligence with autonomous AI

    中文摘要

    企业人工智能已不再是未来的愿景,而是正处于全面运行状态。模型能力的提升速度远超大多数组织的吸收能力,而性能成本却持续下降。全球人工智能投资预计到2026年将达到2.5万亿美元,较前一年增长44%。对许多企业而言,这项投资已经……

    英文原文

    Enterprise AI is no longer a future ambition. It is in full operational flight. Model capabilities are advancing faster than most organizations can absorb, while the cost of performance continues to fall. Globally, AI investment is set to reach $2.5 trillion in 2026, up 44% from the previous year. For many enterprises, this investment has…

  2. MIT Technology Review · AI

    Don’t be fooled—LLMs don’t reason

    中文摘要

    2016年3月,首尔的一个下午,我看着一个由我参与设计的程序在围棋棋盘的第五行放了一颗棋子,看起来像是送给其人类对手的一份礼物。在五局比赛的第二局中,第37步看起来如此荒谬,以至于一些评论员认为这是一次……

    英文原文

    On an afternoon in Seoul in March 2016, I watched a program I helped build put a stone on the fifth line of a Go board in what looked like a gift to its human opponent. Move 37 in game two of the five-game match looked so absurd that some commentators thought it was a…

  1. MIT Technology Review · AI

    “We’re not going to shoot ourselves in the foot” over hack fallout, says OpenAI’s chief research officer

    中文摘要

    在关于其特工群突破限制并入侵AI公司Hugging Face电脑的爆炸性新闻发布两个月后,OpenAI仍在处理各种问题。在随后的几周里,不断有其他黑客事件被披露,使OpenAI持续受到关注,并引发了一系列严肃的问题……

    英文原文

    Two months after the bombshell news that a swarm of its agents had broken their containment and hacked into the computers of the AI company Hugging Face, OpenAI is still putting out fires. A steady drip of disclosures about other hacks in the weeks since has kept OpenAI in the spotlight and raised serious questions…

  1. MIT Technology Review · AI

    Making AI an asset, not an expense

    中文摘要

    当客户谈论AI成本时,对话通常从令牌价格开始,最终会谈到对云中最新、最强大模型的访问权限。他们真的始终需要这种级别的能力吗?不一定。但通常对话都会走向这里。随着AI从实验阶段转向生产阶段,模型选择仅仅是……

    英文原文

    When customers talk about AI costs, the conversation usually starts with token prices and ends with access to the latest, most capable model in the cloud. Do they always need that level of capability? Not necessarily. But that is often where the conversation goes. As AI moves from experimentation to production, model choice is only…

  2. MIT Technology Review · AI

    Roundtables: The Deadly Failures of The Virtual Border Wall

    中文摘要

    收听本次会议或观看下方内容。在过去25年中,美国花费数十亿美元在其南部边境建造了一座“虚拟墙”,即监控塔,承诺这些设施将有助于发现和逮捕越境者并拯救生命。但《麻省理工科技评论》(MIT Technology Review)的一项突破性调查记录了上千人……

    英文原文

    Listen to the session or watch below The US has spent billions building a “virtual wall” of surveillance towers along its southern border over the past 25 years, promising they will help detect and apprehend border crossers and save lives. But a groundbreaking investigation by MIT Technology Review has documented over a thousand people who…

  3. MIT Technology Review · AI

    When can we say AI made a scientific discovery?

    中文摘要

    这篇报道最初发表在《The Algorithm》上,这是我们每周的AI新闻通讯。要第一时间在邮箱中收到此类故事,请点击此处注册。上周三,Anthropic宣布今年早些时候他们已经启动了一个分子生物学实验室,其中Claude智能体会阅读并推测关于复杂的生物学问题,而人类科学家则会针对这些内容进行实验……

    英文原文

    This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox first, sign up here. Last Wednesday, Anthropic announced that earlier this year it had launched a molecular biology lab, where Claude agents read and conjecture about hard biology problems and human scientists run experiments on what…

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