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中文(ZH) 英伟达重新思考AI TCO:为何每Token成本才是唯一重要的指标

Nvidia 优先考虑每 token 成本,投资数十亿美元用于 AI 基础设施

Nvidia 正在将其在 AI 基础设施方面的重点从原始计算能力转移到每 token 成本,认为这一指标更能反映业务价值和盈利能力。该公司还在对 AI 所需的物理基础设施进行重大投资,包括与 IREN 建立一项价值数十亿美元的合作关系以部署数据中心,以及对康宁公司进行大量投资以扩大国内光纤生产。这些举措凸显了 Nvidia 控制从芯片到底层物理基础设施的整个 AI 堆栈的战略,以确保高效和可扩展的 AI 部署。 AI

影响 Nvidia 对每 token 成本和基础设施投资的关注可能会降低 AI 部署的运营成本,并加速 AI 工厂的扩展。

排序理由 Nvidia 正在进行数十亿美元的投资和战略合作,以塑造 AI 基础设施市场,这表明行业正在发生重大转变。

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Nvidia 优先考虑每 token 成本,投资数十亿美元用于 AI 基础设施

报道来源 [29]

  1. NVIDIA Blog TIER_1 English(EN) · NVIDIA Writers ·

    英伟达与Ineffable Intelligence合作,共建强化学习基础设施的未来

    Reinforcement-learning agents — AI systems that learn by trial and error — can convert computation into new knowledge. That’s the focus of a new engineering-level collaboration between NVIDIA and Ineffable Intelligence, the London-based AI lab founded by AlphaGo architect David S…

  2. 量子位 (QbitAI) TIER_1 中文(ZH) · 梦晨 ·

    英伟达重新思考AI总拥有成本:为何每token成本是唯一重要的指标

    随着 AI 推理成为其核心工作负载,它们的主要产出已转变为以 Token 形式制造的智能

  3. TLDR AI TIER_1 English(EN) · TLDR ·

    英伟达投资400亿美元💰,Anthropic收购算力🤝,Mistral增长📈,Mistral增长

  4. 36氪 (36Kr) TIER_1 中文(ZH) ·

    英伟达全面部署AI生态系统,今年股权投资超400亿美元

    5月9日,英伟达在AI热潮中通过大手笔投资上下游企业,打造从芯片到AI模型的完整生态体系。数据显示,今年英伟达股权投资已突破400亿美元。业内人士指出,这种投资模式不仅帮助英伟达锁定下游客户,还在一定程度上确保了公司硬件需求的稳定供应。(财联社)

  5. 36氪 (36Kr) TIER_1 中文(ZH) ·

    英伟达将投资高达21亿美元于IREN,并计划联合部署大规模数据中心

    据5月7日声明,数据中心开发商IREN同意向英伟达授予一项为期五年的认购权,允许其以每股70美元的行权价购买至多3000万股股份。双方还将共同部署价值数十亿美元的算力。作为协议的一部分,英伟达将向IREN投资至多21亿美元。此外,双方宣布签署一项价值34亿美元的AI云服务合同,用于获取并部署英伟达Blackwell处理器,计划未来逐步增加多达5吉瓦的英伟达基础设施。(界面)

  6. The Decoder TIER_1 Italiano(IT) · Maximilian Schreiner ·

    Nvidia 迄今为止在 2026 年向人工智能合作伙伴注资超过 400 亿美元

    <p><img alt="" class="attachment-full size-full wp-post-image" height="768" src="https://the-decoder.com/wp-content/uploads/2025/12/nvidia_logo_wall_cb-1.jpeg" style="height: auto; margin-bottom: 10px;" width="1365" /></p> <p> Nvidia has invested more than $40 billion in AI compa…

  7. Data Center Knowledge TIER_1 English(EN) · Shane Snider ·

    光纤和光子技术将定义英伟达的下一次AI数据中心推进吗?

    The Corning partnership deepens Nvidia's role in the physical infrastructure behind AI, optical networking, and hyperscale deployment.

  8. Data Center Knowledge TIER_1 English(EN) · Shane Snider ·

    英伟达押注 IREN 的 5 吉瓦管道,大举投资人工智能基础设施

    Nvidia and IREN are targeting up to 5 GW of AI infrastructure deployment, with the Sweetwater, Texas campus positioned as a flagship site for Nvidia’s DSX AI factory architecture.

  9. Data Center Knowledge TIER_1 English(EN) · Shane Snider ·

    英伟达押注 IREN 的 5 吉瓦管道以构建大规模人工智能基础设施

    Nvidia and IREN are targeting up to 5 GW of AI infrastructure deployment, with the Sweetwater, Texas, campus positioned as a flagship site for Nvidia’s DSX AI factory architecture.

  10. Data Center Knowledge TIER_1 English(EN) · Shane Snider ·

    Nvidia:AI Agent打破数据中心吞吐量模型

    As agent workloads stretch across time and systems, infrastructure – not just models – is emerging as the limiting factor.

  11. Data Center Knowledge TIER_1 English(EN) · Shane Snider ·

    Nvidia 推动“每 token 成本”成为 AI 数据中心的决定性指标

    Nvidia says AI infrastructure should be evaluated on cost per token rather than traditional compute metrics, but analysts say the approach may favor hyperscale environments and remain premature for enterprise IT.

  12. Two Minute Papers TIER_1 English(EN) · Two Minute Papers ·

    NVIDIA 新 AI 是效率怪兽

    ❤️ Check out Lambda here and sign up for their GPU Cloud: https://lambda.ai/papers 📝 The paper is available here: https://arxiv.org/abs/2604.24954 https://developer.nvidia.com/blog/nvidia-nemotron-3-nano-omni-powers-multimodal-agent-reasoning-in-a-single-efficient-open-model/ htt…

  13. Pandaily TIER_1 English(EN) · [email protected] (Pandaily) ·

    融信智远获数千万融资:GPU为中心的AGC架构重塑AI基础设施

    Beijing Rongxin Zhiyuan has raised a tens-of-millions-yuan angel round to build its GPU-centric AGC computing architecture. The architecture boosts GPU density from 2:1 to 32:1 versus CPU, and enables hot-swappable GPU fault tolerance with 1-minute recovery.

  14. Tom's Hardware TIER_1 English(EN) · Anton Shilov ·

    英伟达向康宁投资3亿美元,将在美国建设三家新光纤工厂 — 该AI基础设施协议将使光纤产能提升50%以上

    Nvidia invests $300 million in Corning to help partners that deploy its hardware in the U.S. to get enough of optical fiber, grant Nvidia control over a significant chunk of domestic fiber production.

  15. AI Business TIER_1 English(EN) · Scarlett Evans ·

    英伟达与康宁合作,大规模建设AI基础设施

    The companies will build optical fiber manufacturing plants to meet growing industry demand.

  16. AI Business TIER_1 English(EN) · Scarlett Evans ·

    英伟达携手机器人生态系统,加速实体AI发展

    Akhil Docca, head of robotics product marketing at Nvidia, on how the vendor is looking to accelerate physical AI adoption.

  17. Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] ·

    英伟达今年已向人工智能公司投资超过400亿美元,将其投资组合扩展至包括上市公司。该公司投资,包括一笔$

    # Nvidia has invested over $40 billion in # AI companies this year, expanding its portfolio to include public equities. The company’s investments, including a $30 billion stake in # OpenAI , aim to support the entire # AIsupplychain and ensure demand for Nvidia hardware. https://…

  18. Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] ·

    Nvidia 承诺在 2026 年投入超过 400 亿美元用于股权 AI 交易,其中包括向 OpenAI 投资 300 亿美元。这家芯片制造商还投资了 Corning 和 IR

    Nvidia has committed over 40 billion USD to equity AI deals in 2026, including a 30B USD investment in OpenAI. The chipmaker has also invested in Corning and IREN. # Tech # Startup # News # AI https:// techcrunch.com/2026/05/09/nvid ia-has-already-committed-40b-to-equity-ai-deals…

  19. Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] ·

    Nvidia 2026年已承诺投资超过400亿美元股权AI交易,其中大部分来自对OpenAI的300亿美元押注。这家芯片制造商

    Nvidia has already committed over 40 billion USD to equity AI deals in 2026, with most of that coming from a single 30 billion USD bet on OpenAI. The chipmaker has also announced seven multi-billion dollar investments in publicly traded companies, including deals worth 3.2 billio…

  20. TechCrunch AI TIER_1 English(EN) · Anthony Ha ·

    Nvidia今年已承诺向AI股权交易投资400亿美元

    Nvidia continues to be a big investor in the AI ecosystem.

  21. Medium — MLOps tag TIER_1 English(EN) · AnkitChauhan ·

    MLOps 云成本优化:闲置 GPU 如何悄悄增加 AI 基础设施成本

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://ankitchauhancloudengineer.medium.com/mlops-cloud-cost-optimization-how-idle-gpus-quietly-increase-ai-infrastructure-costs-6cf8cb22954d?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/ma…

  22. Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] ·

    Nvidia、Corning 合作建设三家新光学工厂,落户北卡州和德州

    Nvidia, Corning partner on three new optical factories NC, Texas https://www. byteseu.com/1995517/ # AI # AlphabetClassA # AmazonComInc # AppleInc # ArtificialIntelligence # BreakingNews :Technology # BroadcomInc # BusinessNews # CoherentCorp # CorningInc # Enterprise # IntelCorp…

  23. Mastodon — fosstodon.org TIER_1 Polski(PL) · [email protected] ·

    知名图形芯片制造商英伟达正成为人工智能行业的关键参与者,斥巨资投资于构建p的公司

    Nvidia, znany producent układów graficznych, staje się kluczowym graczem w branży sztucznej inteligencji, inwestując miliardy dolarów w rozwój firm budujących przyszłość tej technologii. Przekroczenie progu 40 miliardów dolarów wydatków w 2026 roku stawia pytanie o granice rynkow…

  24. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    英伟达(NVIDIA)与 IREN 宣布达成 2026 年最大规模的 AI 基础设施合作之一。英伟达(NVIDIA)获得以每股 70 美元认购 3000 万股 IREN 股票的认股权证,潜在价值 21 亿美元

    NVIDIA and IREN just announced one of the biggest AI infrastructure partnerships of 2026. NVIDIA gets warrants for 30M IREN shares at $70 each, a potential $2.1B stake. IREN builds 5 gigawatts of DSX-aligned AI data centers across Texas, Europe, and APAC. The Sweetwater campus in…

  25. dev.to — LLM tag TIER_1 English(EN) · Damaso Sanoja ·

    用于 AI 工作负载的 GPU 云服务器:如何选择合适的实例并避免浪费地部署

    <p>Your team just hit VRAM OOM during a demo prep run. The A100 40GB you provisioned for a Llama-3-70B deployment looked fine on paper until the KV cache ballooned at 8K context. You could throw two H100s at it and move on, or you could run the 30 seconds of arithmetic you skippe…

  26. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    🎮 英伟达解决 AI 能源问题的方案是:在当地变电站旁边建设小型数据中心,当然,还要卖出更多 GPU AI 硬件即将登陆 y

    🎮 Nvidia's solution to the AI energy problem is mini data centers next to local power substations and, of course, selling even more GPUs AI hardware coming to your neighborhood... 📰 Source: Latest from PC Gamer 🔗 Link: https://www.pcgamer.com/hardware/graphics-cards/nvidias-solut…

  27. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    📰 我已在《美国卡车模拟》的伊利诺伊州 DLC 中从圣路易斯巡游至芝加哥,该 DLC 今日发布,游览风城不负众望 好吧,首先

    📰 I've cruised from St Louis to Chicago in American Truck Simulator's Illinois DLC, out today, and visiting the Windy City doesn't disappoint Alright, first of all, a disclaimer. I can't confirm whether American Truck Simulator's version of Chicago - famously nicknamed the Windy …

  28. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    🎮 漫威蜘蛛侠:全新一天 预告片暗示汤姆·赫兰德的黑暗骑士转型 克里斯托弗·诺兰凭借其蝙蝠侠三部曲永远改变了电影。蜘蛛侠4似乎...

    🎮 Spider-Man: Brand New Day trailer teases Tom Holland's Dark Knight turn Christopher Nolan changed movies forever with his Batman trilogy. Spider-Man 4 seems to be taking his notes for Marvel. 📰 Source: Polygon.com 🔗 Link: https://www.polygon.com/spider-man-4-promises-to-be-the-…

  29. Mastodon — mastodon.social TIER_1 Italiano(IT) · tomshw ·

    🤖 NVIDIA 在人工智能领域的投资加速了创新和市场,但也重新引发了对电力、依赖性和可持续性的担忧。一场超越了...

    🤖 Gli investimenti di NVIDIA nell’IA accelerano innovazione e mercati, ma riaccendono dubbi su potere, dipendenze e sostenibilità. Una partita che va oltre i chip. # AI # NVIDIA 🔗 https://www. tomshw.it/hardware/nvidia-40-m iliardi-investimenti-ia-sospetto