physical-ai

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#physical-ai

Cities Worldwide Build and Scale AI Services With NVIDIA Physical and Agentic AI

NVIDIA Blog ↗ · 2026-11-03 Cached

NVIDIA and partners worldwide are expanding physical and agentic AI deployments for city services, from resident-service agents and vision agents to digital twins, using Cosmos, Nemotron, Omniverse, and Metropolis across Spain, the US, Poland, and Malaysia.

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#physical-ai

@svpino: $250M ARR with 50+ customers. So many opportunities for building companies around AI!

X AI KOLs Following ↗ · 2026-11-03 Cached

Maxinsights projects a $250M annualized run rate for 2026 with 50+ prospective customers as it builds global infrastructure to train, evaluate, and deploy physical AI for robotics and foundation model teams.

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#physical-ai

NVIDIA's Cosmos Framework (6 minute read)

TLDR AI ↗ · 2026-11-03 Cached

NVIDIA introduces Cosmos Framework, an open, modular platform for training, post-training, optimizing, and deploying world foundation models for physical AI, covering RL pipelines like DPO, GRPO, PPO, and serving via Cosmos NIM microservices.

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#physical-ai

@AdinaYakup: Micro Duck’s BFF just leveled up

X AI KOLs Timeline ↗ · 2026-10-29 Cached

Pollen Robotics 宣布其开源 AI 机器人 Reachy Mini 新增轮式移动能力、配套手机应用以及可解锁不同人格和应用的 NFC 帽子配件。

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#physical-ai

Gemini Robotics Embodied Reasoning 2 is now available on Google Cloud (7 minute read)

TLDR AI ↗ · 2026-10-28 Cached

Google brings Gemini Robotics Embodied Reasoning 2 (ER 2), a specialized embodied reasoning model for robots, to public preview on Google Cloud's Gemini platform for enterprise deployments, enabling spatio-temporal reasoning, long-horizon planning, and multi-robot collaboration.

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#physical-ai

@rohanpaul_ai: Mecka, the data layer for physical AI that raised a $60M Series B led by Sequoia, is recruiting at the League of Legend…

X AI KOLs Following ↗ · 2026-10-27 Cached

Mecka, a physical AI data layer startup that raised a $60M Series B led by Sequoia, is recruiting elite engineers by hosting a private box at the League of Legends Worlds final in the USA, leveraging the founders' challenger-ranked gaming credentials to reach talent where they spend time.

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#physical-ai

Voxel51 Multimodal

Product Hunt ↗ · 2026-10-27 Cached

Voxel51 通过 Product Hunt 推出其多模态数据平台,帮助机器人团队从视频和传感器数据中发现失败案例、理解原因并补齐训练数据,从而加速物理 AI 模型的迭代。

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#physical-ai

Industrial Intelligence: The next growth opportunity for manufacturing

MIT Technology Review ↗ · 2026-10-27 Cached

MIT Technology Review 探讨工业智能如何成为制造业的下一个增长机会,阐述将个人经验转化为组织知识、并借助 Physical AI 把业务智能接入物理生产流程的价值,文中以丰田工业连接涂装车间数据为例说明成效。

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#physical-ai

Kazakhstan Expands Compute for Its AI Future

NVIDIA Blog ↗ · 2026-10-23 Cached

Kazakhstan is scaling its AI ecosystem from infrastructure to models, with Jensen Huang visiting Astana to meet President Tokayev and announce NVIDIA's investment in Kazakh-founded startup Higgsfield AI alongside new compute and energy partnerships.

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#physical-ai

NVIDIA Cosmos Opens New Tools to Train, Evaluate and Deploy World Models

NVIDIA Blog ↗ · 2026-10-22 Cached

NVIDIA expanded its Cosmos platform with new training tools, simulation checkpoints and Cosmos Data Factory blueprints to help developers build, evaluate and deploy world models for physical AI. Partners including Porsche, Volkswagen Group, ANYbotics, Microsoft Azure, Nebius and CoreWeave are already using the blueprints to accelerate autonomous vehicle and robotics development.

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#physical-ai

Physical AI: Concepts, Techniques, and Challenges

arXiv cs.AI ↗ · 2026-10-21

This arXiv monograph defines physical AI and presents its technical landscape, covering multimodal perception, world models, embodied foundation models, motor control, multi-agent coordination, and hardware-software co-design, while distinguishing it from embodied AI and cyber-physical systems and outlining challenges toward Physical AGI.

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#physical-ai

Ex-Nvidia-turned-VC Amulya Vishwanath: ‘Physical AI is in its LEGO era’

TechCrunch AI ↗ · 2026-10-20 Cached

前Nvidia产品营销人员、Techable Ventures创始人Amulya Vishwanath在接受TechCrunch Equity采访时表示,物理AI目前仍处于‘LEGO时代’,基础模块正在被重新构建,尚未迎来机器人的‘ChatGPT时刻’。

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#physical-ai

Eka is worth $1.45B thanks to a physical AI model that has experts raving

TechCrunch AI ↗ · 2026-10-20 Cached

Eka Robotics 筹集 1.5 亿美元 A 轮融资,估值达 14.5 亿美元,其基于视觉-力-动作(vision-force-action)架构的物理 AI 模型让机器人灵巧抓取表现超越人类水平,引起机器人学界广泛关注。

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#physical-ai

Germany Wants to Lead the World in Industrial AI: How NVIDIA Will Help

NVIDIA Blog ↗ · 2026-10-19 Cached

German Chancellor Friedrich Merz and NVIDIA CEO Jensen Huang discussed Germany's industrial AI roadmap, culminating in a Joint Declaration of Intent between the German government and NVIDIA to advance physical AI models and build a state-of-the-art industrial AI ecosystem in Europe.

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#physical-ai

Kronecker Delta Rule for Long Context Linear Attention

Hugging Face Daily Papers ↗ · 2026-10-19 Cached

介绍基于Kronecker Delta规则的长上下文线性注意力研究(KronLSTM),在长上下文基准上表现优异,并被认为对物理AI与机器人的持续状态记忆具有潜在影响。

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#physical-ai

PhysLDM: Latent Diffusion for High-Fidelity Deformable Simulation

Hugging Face Daily Papers ↗ · 2026-10-18 Cached

PhysLDM 提出了一种用于高保真可变形体物理模拟的时空隐空间扩散框架,采用整体式 VAE 实现约 78 倍 token 压缩与 ~2.48 mm 重建精度,并证明扩散模型比确定性回归更能建模混沌动力学,实现零样本泛化与逆问题求解。

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#physical-ai

Intel Razor Lake Ax in 2028 ruff estimate about 46 TPS on dense 27b

Reddit r/LocalLLaMA ↗ · 2026-10-17 Cached

Intel SVP Cho Min-sung confirmed that Razor Lake-AX SoCs will launch in 2028 with 700 TOPS of AI compute, a 3.88x increase over Panther Lake, targeting premium devices and the Physical AI market against NVIDIA Jetson and AMD Ryzen Halo platforms.

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#physical-ai

Physical AI is more than robots, says the Nvidia veteran now investing in it

TechCrunch AI ↗ · 2026-10-16 Cached

TechCrunch Equity播客采访了曾在NVIDIA领导机器人平台产品营销七年、现创立Techable VC的Amulya Vishwanath,她认为物理AI不止于机器人,涵盖分子、材料、医药和工厂自动化,且机器人仍处于'Lego时代',尚未迎来'ChatGPT时刻'。

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#physical-ai

A Nvidia insider-turned-VC on why robotics hasn’t hit its ChatGPT moment, yet

TechCrunch AI ↗ · 2026-10-16 Cached

前 NVIDIA 机器人平台产品营销负责人、现 Techable VC 创始合伙人 Amulya Vishwanath 在 TechCrunch Equity 播客中表示,机器人仍处于「乐高时代」,尚未迎来自己的 ChatGPT 时刻,基础模块和标准仍在重建中。

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#physical-ai

Anticipatory Commonsense with Moving Objects: An ASP-Based Framework for Predictive Reasoning with Interacting Trajectories

arXiv cs.AI ↗ · 2026-10-16 Cached

该论文提出一个基于回答集编程(ASP)的混合声明式框架,用于对交互式运动轨迹进行可解释的前瞻性推理,并在Argoverse 2基准上进行评估,每个预测轨迹都附带可检查的事件级假设。

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