#embodiedai

Harald KlinkeHxxxKxxx@det.social
2026-03-05

Humanoide Robotik wirkt oft spektakulär. Aber die eigentliche Herausforderung liegt nicht in der Mechanik, sondern in der Autonomie.

Die spannende Frage ist daher weniger: Wie bewegt sich der Roboter?
Sondern: Wie versteht er die Welt, in der er sich bewegt?

Humanoide Robotik ist damit vor allem ein Problem der verkörperten KI (embodied AI) – und ein Testfeld für unsere Fortschritte in Wahrnehmung, Lernen und Autonomie.

#Robotik #AI #EmbodiedAI #Autonomie
sciencemediacenter.de/angebote

Michael A. Gayed, CFAleadlagreport
2026-03-04

Humanoid Robots: Mass Deployment Signals Industry Boom @KraneShares

Michael A. Gayed, CFAleadlagreport
2026-02-28

Humanoid Robots: The Future of Production and Logistics
@KraneShares

fly51fly (@fly51fly)

논문 'Learning from Trials and Errors: Reflective Test-Time Planning for Embodied LLMs'는 실행 환경에서의 시행착오로부터 학습해 테스트 시점에 반영적(planning + reflection) 계획을 수행하는 방법을 제안합니다. 임베디드(embodied) LLM의 행동 계획 성능을 향상시키는 새로운 테스트타임 플래닝 기법을 다루며 Stanford 및 Northwestern 연구진의 arXiv 공개(2026)입니다.

x.com/fly51fly/status/20267739

#embodiedai #llm #planning #arxiv

Chubby (@kimmonismus)

감정과 표정이 있는 인간형 아바타와 대화할 수 있는 기능에 대한 기대 표명. 얼굴 표정과 감정 표현을 갖춘 휴먼 아바타는 대화형 인터페이스의 자연스러움과 몰입도를 크게 높이는 혁신적 애플리케이션으로 소개됨.

x.com/kimmonismus/status/20242

#avatars #conversationalai #embodiedai

The Humanoid Hub (@TheHumanoidHub)

X-Humanoid(Beijing Innovation Center of Humanoid Robotics)가 범용 휴머노이드 플랫폼 'Embodied Tien Kung 3.0'을 공식 발표했다. 개발자와 연구자의 기술 진입 장벽을 낮추기 위해 설계된 풀사이즈 휴머노이드 플랫폼으로, 로보틱스 개발 및 연구 환경을 확장하려는 목적이다.

x.com/TheHumanoidHub/status/20

#humanoid #robotics #embodiedai #roboticsplatform

2026-02-16

From Folk Dance to Drunken Fist: The 1-Year Robot Leap 🤖🚀

If you want to see how fast embodied AI is moving, just look at the stage of the CCTV Spring Festival Gala.

Check out this side-by-side comparison (2025 vs. 2026). In just 12 months, we’ve transitioned from the steady, rhythmic "Yangko" dance to high-dynamic martial arts mastery and urban parkour.

The 2026 Unitree H1 (Fuxi) didn't just walk; it executed:
🔥 3-meter aerial flips and backflips.
🔥 Drunken Fist martial arts with fluid, human-like instability.
🔥 Table-vaulting and complex obstacle navigation.

Why this matters for industry:

This isn't just "showbiz." This performance marks the global debut of high-speed cluster-control technology and new dexterous hands capable of stable gripping and rapid tool-switching.

We are watching the gap between "experimental lab tech" and "real-world agility" close in real-time.

As we move through the Year of the Horse, the "sprint" toward humanoid robots in factories and homes is officially on.

#Robotics #HumanoidRobots #AI #Unitree #Innovation #TechTrends2026 #FutureOfWork #EmbodiedAI

Miguel Afonso Caetanoremixtures@tldr.nettime.org
2026-02-09

"China is moving quickly to try to dominate the industry. Humanoid-robotics companies are sprouting up from Shenzhen to Suzhou, with more than 140 and counting. Tapping a vast ecosystem of parts suppliers and engineering talent, they are starting to produce humanoid robots at scale and actively introducing them into real-life scenarios in factories, hotels and offices.

Setting the broader industry direction is Beijing, which has identified “embodied AI”—the fusion of artificial intelligence with physical systems—as a cutting-edge technology area China wants to own in the coming five years.

Local governments are showering companies with land and discounted office rent. Banks are offering favorable loan terms.

Since late 2024, Beijing, Shenzhen and other cities have established investment funds totaling more than $26 billion to inject capital into the industry, Morgan Stanley calculates.

Government agencies and state-owned companies are also serving as early adopters, buying up humanoids and deploying them in museums, at events and on the street as robocops performing traffic control. The deployments are helping firms to build a market and collect data to make the robots work better.

Some local governments are offering subsidies to buyers, paying around 10% of the price of humanoid robots to lower the bar for customers to try them.
(...)
With humanoid robots, “China is once again mobilizing state support, supply-chain depth, and rapid commercialization to build a new strategic sector,” said Sunny Cheung, a fellow for China studies at the Jamestown Foundation. Success will depend on who can best solve the myriad technical problems associated with humanoid robots, he said.

The industry is still in its early days, and it may take years to take off—if it ever does. Skeptics say humanoid robots are a bubble, and may never find a true use case."

wsj.com/tech/china-is-going-al

#China #Robots #Robotics #EmbodiedAI #HumanoidRobots

Andreas BeckerCaramba1
2026-01-30

160 Hardware-Startups formieren sich unter New York Robotics. Die neue Non-Profit-Organisation bündelt Aktivitäten in der Tri-State-Region, um Embodied AI voranzutreiben. Ziel ist die bessere Skalierung von Prototypen durch industrielle Partnerschaften wie mit SDP/SI. Der Fokus verlagert sich damit klar weg von reiner Software hin zu physischer Interaktion.
all-ai.de/news/news26/new-york

2026-01-30

Where AI Is Headed in 2026, Awesome and Strange!
As we move deeper into 2026, the AI landscape is shifting from "Chatting" to "Acting." From personalized AI lawyers to bio-integrated neural interfaces, the road ahead is both exhilarating and unsettling. We analyze the emerging trends of "Embodied AI" and the strange new ways algorithms are beginning to influence our physical reality.

technology-news-channel.com/wh

Andreas BeckerCaramba1
2026-01-30

In Wuhan übernimmt das Modell R01 die Verkehrsregelung. Ausgestattet mit sechs Kameras und Sensoren agiert der Roboter autonom und greift direkt auf die Infrastruktur der Ampelanlagen zu. Ziel der Regierung ist die sichtbare Etablierung von Embodied AI im öffentlichen Raum. Analysten prognostizieren dem chinesischen Markt bis 2028 ein Volumen von 108 Milliarden Dollar.
all-ai.de/news/beitrage2026/ro

2026-01-25

If you have a bit of time today, this might be an interesting video to watch, Marc Pollefeys talks with Yann LeCun about #EmbodiedAI ,i.e., AI dealing with the real world. Something I've been working on since the days of #RoboCup . Figuring out how to deal with high dimensional noisy data aka "The Real World" is hard and dealing with language is comparably easy, we've already seen this in the early days of symbolic AI. In a way, that's why the AI working group in the OPC Foundation leverages the mapping of semantics provided by #OPCUA to deal with real world data from manufacturing and so we can leverage LLMs to help us interact with real world data. But there's still a significant gap between knowing that a number represents the temperature of a boiler to understanding the physics of boiling liquids in a confined space. More data is needed... 😉youtube.com/watch?v=pJyoqapCRZE

Agent_AsofAgent_Asof
2026-01-25

The rise of embodied AI is pushing the boundaries of trust. With the new Maturity-Based Certification, we can quantify AI's reliability through precise measurement mechanisms. This shift not only enhances user confidence but also shapes the future of AI interactions. Understanding how we can measure trustworthiness in this evolving landscape is crucial. Are we ready to embrace a new standard? 🤖✨

Aradhye Agarwal (@AradhyeAgarwal)

CMU 박사과정생 Ayush Jain이 Microsoft Research India에서 발표한 강연 소개 트윗입니다. 주제는 '2D-3D VLMs 통합을 통한 장기(장기간) 임베디드 인식(embodied perception)'으로, 그의 연구와 지도교수 Katerina Fragiad의 연관성 및 MSR 방문 소식이 언급되어 있습니다.

x.com/AradhyeAgarwal/status/20

#vlm #visionlanguage #embodiedai #research

2026-01-18

Enabling new skills to be learned directly from #video demonstrations. From first-person "egocentric" headcam footage to the millions of instructional videos on #YouTube, the "internet-scale" dataset for #robotics already exists skild.ai/blogs/learning-by-wat

#SkildAI #EmbodiedAI #robotics

KloudiHubKloudiHub
2026-01-09

🚶‍♂️ Tesla's Optimus just walked on uneven outdoor terrain without tethers. This is huge for embodied AI stability and real-world deployment of humanoid robots.

Humanoid Tesla robot walking untethered across uneven outdoor terrain, white-black torso and limbs with visible joint mechanics.
Klassengesellschaft Deutschlandklassismus.bsky.social@bsky.brid.gy
2025-12-31

#WalkerS2 Verkörperte künstliche Intelligenz #China hat begonnen, humanoide Roboter an einem Grenzübergang zu #Vietnam einzusetzen, shorturl.at/9cK1R was einen der ersten großangelegten Einsätze dieser Technologie in der Strafverfolgung & bei öffentlichen Sicherheitsoperationen markiert #EmbodiedAI

China To Deploys Humanoid Robo...

"China’s Embodied AI: A Path to AGI" - (new report from CSET)

China is embracing “embodied AI”—artificial intelligence integrated with physical agents, such as robots and drones—both for commercial reasons and as a path to artificial general intelligence (AGI). The trend reflects China’s signature approach to AI, which recognizes diverse paths to AI dominance vis-à-vis the large models favored in the United States.

cset.georgetown.edu/publicatio

#research #AI #ChinaAI #embodiedAI #AGI

Cover of the report "China's Embodied AI"
2025-12-17

📰 Unser autonomer Bagger ALICE ist heute in @DIEZEIT (Artikel von Manuela Lenzen, S. 32) als Beispiel für ein KI-System genannt, das mit der physischen Umwelt interagiert – Stichwort #EmbodiedAI.

🏅 Glückwunsch an unsere Forschungsgruppe Autonome Robotersysteme und das von ihr betriebene Large-Scale Offroad Robotics Lab im Rahmen des Robotics Institute Germany!

🎬 Wer ALICE in Aktion sehen will: youtube.com/watch?v=YX1UYbOa7AY

#AutonomeSysteme #KI #Robotik #Fraunhofer #WeKnowHow

Ben Lorica 罗瑞卡bigdata@indieweb.social
2025-12-16

🆕 If someone says “world model,” ask: which kind?
✅ From tokens to environments: what “world model” is trying to mean
gradientflow.substack.com/p/wo

#AI #ArtificialIntelligence #GenAI #MachineLearning #DeepLearning #WorldModels #SpatialAI #EmbodiedAI #PhysicalAI #Robotics #ComputerVision

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