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Snow Drifting at -30°C! ❄️🤖 The DEEP Robotics Lynx M20 was recently spotted undergoing extreme cold-weather testing in Yakushi, Hulunbuir. Faced with temperatures dropping to -30°C (-22°F), this wheeled-legged robot is being pushed to its limits to verify hardware reliability in deep snow and harsh arctic conditions. Impressive to... show more

RoboHub🤖

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109,369 次观看 • 8 个月前 •via X (Twitter)

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🚨🇨🇳 China’s DEEP Robotics, a Hangzhou, China based robotics company, has put its Lynx M20 wheeled legged robot dog through tests in extreme cold environments, proving its rugged AI-powered mobility and adaptability on harsh terrain. 🤖

🚨🇨🇳 China’s DEEP Robotics, a Hangzhou, China based robotics company, has put its Lynx M20 wheeled legged robot dog through tests in extreme cold environments, proving its rugged AI-powered mobility and adaptability on harsh terrain. 🤖

Defence Index

29,279 次观看 • 8 个月前

Into the Arctic. The prototype of DEEP Robotics' Lynx S10 wheeled-legged robot recently joined the expedition to the Arctic Ocean, successfully completing reliability testing in one of the world's most challenging environments. This journey is more than a test of endurance—it's a step toward building robots that can operate wherever humans need them most.

Into the Arctic. The prototype of DEEP Robotics' Lynx S10 wheeled-legged robot recently joined the expedition to the Arctic Ocean, successfully completing reliability testing in one of the world's most challenging environments. This journey is more than a test of endurance—it's a step toward building robots that can operate wherever humans need them most.

DEEP Robotics

369,764 次观看 • 3 个月前

So cool! Can you even tell this is a robot horse? 🤖🐎 DEEP Robotics has built a robot horse, seemingly a special Year of the Horse limited edition based on their M20 Pro. The bionic details on this machine are incredible, especially those lifelike hooves. It looks like a living creature rather than just another quadruped robot. It is amazing to see a quad robot move so smoothly while having such a realistic animal appearance. Source: DEEP Robotics #Robot #Quadruped #Robotics #AI #EmbodiedAI #PhysicalAI #DEEPRobotics #Bionics #TechDesign

So cool! Can you even tell this is a robot horse? 🤖🐎 DEEP Robotics has built a robot horse, seemingly a special Year of the Horse limited edition based on their M20 Pro. The bionic details on this machine are incredible, especially those lifelike hooves. It looks like a living creature rather than just another quadruped robot. It is amazing to see a quad robot move so smoothly while having such a realistic animal appearance. Source: DEEP Robotics #Robot #Quadruped #Robotics #AI #EmbodiedAI #PhysicalAI #DEEPRobotics #Bionics #TechDesign

RoboHub🤖

94,254 次观看 • 6 个月前

An Airbus A350 being tested from +45°C to −40°C inside the McKinley Climatic Laboratory. The aircraft was exposed to extreme temperatures and humidity while engineers checked its systems and cabin installations. The engines were also operated during the tests, with the aircraft securely restrained. Air conditioning, galleys, water and waste systems, and other aircraft systems were checked to verify they could operate after prolonged hot and cold exposure. The controlled environment allows engineers to test conditions that would be difficult to reproduce consistently in normal flight testing. The A350 spent about 2.5 weeks undergoing climatic testing.

An Airbus A350 being tested from +45°C to −40°C inside the McKinley Climatic Laboratory. The aircraft was exposed to extreme temperatures and humidity while engineers checked its systems and cabin installations. The engines were also operated during the tests, with the aircraft securely restrained. Air conditioning, galleys, water and waste systems, and other aircraft systems were checked to verify they could operate after prolonged hot and cold exposure. The controlled environment allows engineers to test conditions that would be difficult to reproduce consistently in normal flight testing. The A350 spent about 2.5 weeks undergoing climatic testing.

Tengiz

153,488 次观看 • 28 天前

A robot withstood −47°C cold and walked 130,000 steps The company Unitree tested its humanoid robot G1 in a high-altitude area of China’s Xinjiang region. At temperatures as low as −47.5°C, the robot walked across snow a distance equivalent to 130,000 steps. During the experiment, the robot trampled the Olympic rings into the snow — an emblem roughly 186 × 100 meters in size, visible from above. To prevent equipment failure, G1 was dressed in an insulated jacket and gloves.

A robot withstood −47°C cold and walked 130,000 steps The company Unitree tested its humanoid robot G1 in a high-altitude area of China’s Xinjiang region. At temperatures as low as −47.5°C, the robot walked across snow a distance equivalent to 130,000 steps. During the experiment, the robot trampled the Olympic rings into the snow — an emblem roughly 186 × 100 meters in size, visible from above. To prevent equipment failure, G1 was dressed in an insulated jacket and gloves.

NEXTA

44,412 次观看 • 7 个月前

DOBOT robotics' humanoid robot is making a big leap in industrial applications, achieving cross-scenario, multi-task generalization. This is thanks to two major breakthroughs: efficient human-to-robot motion mapping and knowledge-driven generative VLA tech. ► The robot handles complex tasks like precision assembly and can work reliably in temperatures over 50°C (122°F). ► It excels at multi-robot collaborative tasks and can adaptively grasp soft or irregularly shaped objects. With a repeatability of ±0.05mm, this model demonstrates strong adaptability and reliability in dynamic industrial settings. It's now being applied in warehouse anomaly handling and quality inspection.

DOBOT robotics' humanoid robot is making a big leap in industrial applications, achieving cross-scenario, multi-task generalization. This is thanks to two major breakthroughs: efficient human-to-robot motion mapping and knowledge-driven generative VLA tech. ► The robot handles complex tasks like precision assembly and can work reliably in temperatures over 50°C (122°F). ► It excels at multi-robot collaborative tasks and can adaptively grasp soft or irregularly shaped objects. With a repeatability of ±0.05mm, this model demonstrates strong adaptability and reliability in dynamic industrial settings. It's now being applied in warehouse anomaly handling and quality inspection.

RoboHub🤖

93,862 次观看 • 1 年前

New Episode: Carolina Parada leads the robotics team at Google DeepMind. Carolina believes in a future with a broad, rich ecosystem of diverse robot types, where AI is smart enough to embody any robot. We discuss her journey, advancements in Gemini Robotics 1.5, cross-embodiment transfer, RL versus imitation, humanoids, world models, scaling laws, societal concerns, and more. 1:17 Introduction 1:38 Career journey and inspirations 3:50 Reaction to the 2022 ChatGPT launch 4:53 Google DeepMind's robotics mission 9:13 Key upgrades in Gemini Robotics 1.5 14:06 Agentic system's web usage 15:33 Robotics data-gathering methods 16:57 VLA vs. reasoning model training differences 18:22 Convergence of action and reasoning models 19:35 Cross-embodiment transfer 22:34 Learning directly from humans 24:20 Generalization challenges 27:01 Imitation versus reinforcement learning 28:51 Use of world models in robotics 30:31 Applications and testing of Gemini Robotics 1.5 33:04 Do humanoids deserve special focus? 35:06 Home humanoids timeline & limiting factors 37:19 Scaling laws in robotics versus self-driving 38:46 Value of learning classical robotics approaches 40:38 Ethical issues and societal impact

New Episode: Carolina Parada leads the robotics team at Google DeepMind. Carolina believes in a future with a broad, rich ecosystem of diverse robot types, where AI is smart enough to embody any robot. We discuss her journey, advancements in Gemini Robotics 1.5, cross-embodiment transfer, RL versus imitation, humanoids, world models, scaling laws, societal concerns, and more. 1:17 Introduction 1:38 Career journey and inspirations 3:50 Reaction to the 2022 ChatGPT launch 4:53 Google DeepMind's robotics mission 9:13 Key upgrades in Gemini Robotics 1.5 14:06 Agentic system's web usage 15:33 Robotics data-gathering methods 16:57 VLA vs. reasoning model training differences 18:22 Convergence of action and reasoning models 19:35 Cross-embodiment transfer 22:34 Learning directly from humans 24:20 Generalization challenges 27:01 Imitation versus reinforcement learning 28:51 Use of world models in robotics 30:31 Applications and testing of Gemini Robotics 1.5 33:04 Do humanoids deserve special focus? 35:06 Home humanoids timeline & limiting factors 37:19 Scaling laws in robotics versus self-driving 38:46 Value of learning classical robotics approaches 40:38 Ethical issues and societal impact

The Humanoid Hub

71,481 次观看 • 11 个月前

The Indian automobile industry seems fixated on upgrading screens, lights, and interiors with every new model, but it consistently overlooks what truly matters—durability and performance in extreme conditions. Having experienced temperatures as low as -30°C, I’ve seen only Toyota vehicles survive such harsh environments. Their focus on functionality and reliability over superficial interiors sets them apart. In contrast, even brands like Ford struggled in these conditions. It’s high time the automotive industry shifted its priorities and engineered diesel cars to perform in extreme temperatures, addressing real-world challenges instead of cosmetic upgrades . Toyota India Ford India Maruti Suzuki Mahindra Group

The Indian automobile industry seems fixated on upgrading screens, lights, and interiors with every new model, but it consistently overlooks what truly matters—durability and performance in extreme conditions. Having experienced temperatures as low as -30°C, I’ve seen only Toyota vehicles survive such harsh environments. Their focus on functionality and reliability over superficial interiors sets them apart. In contrast, even brands like Ford struggled in these conditions. It’s high time the automotive industry shifted its priorities and engineered diesel cars to perform in extreme temperatures, addressing real-world challenges instead of cosmetic upgrades . Toyota India Ford India Maruti Suzuki Mahindra Group

Rattan Dhillon

276,353 次观看 • 1 年前

January 2026 is delivering sharp cooling across the Northern Hemisphere. The US is enduring record cold and snow driving deep into the south. And conditions in Canada are equally fierce, with Toronto setting an all-time snowfall record. Likewise in Europe, Spain's Sierra Nevada is under meter-deep snow, Germany is firing up old coal power plants to cope, and across transcontinental Russia, snow totals are breaking all-time records in books dating back 147 years. South Asia is enduring rare freezes, with blizzards hitting from India through Pakistan and into Afghanistan, where 61 people died over the weekend. In Japan, Sapporo just logged its heaviest January snow on record in archives dating back to the 1800s. The media blames "global warming" for this hemisphere-wide cold. But history disagrees. Reanalysis shows nearly identical vortex disruptions in 1977, 1978 and 1985 to what's occurring now in 2026. This current cold outbreak is not new. Nor is it driven by global warming. Warming does NOT equal cooling.

January 2026 is delivering sharp cooling across the Northern Hemisphere. The US is enduring record cold and snow driving deep into the south. And conditions in Canada are equally fierce, with Toronto setting an all-time snowfall record. Likewise in Europe, Spain's Sierra Nevada is under meter-deep snow, Germany is firing up old coal power plants to cope, and across transcontinental Russia, snow totals are breaking all-time records in books dating back 147 years. South Asia is enduring rare freezes, with blizzards hitting from India through Pakistan and into Afghanistan, where 61 people died over the weekend. In Japan, Sapporo just logged its heaviest January snow on record in archives dating back to the 1800s. The media blames "global warming" for this hemisphere-wide cold. But history disagrees. Reanalysis shows nearly identical vortex disruptions in 1977, 1978 and 1985 to what's occurring now in 2026. This current cold outbreak is not new. Nor is it driven by global warming. Warming does NOT equal cooling.

Electroverse

17,185 次观看 • 8 个月前

This deep-sea octopus was filmed stretching its arms and webbing outward to form a large, balloon-like shape at a depth of about 1,600 meters (5,250 feet). This posture, often called an umbrella or parachute display, is seen in several deep-sea octopus species. The expanded shape may help the octopus appear larger to potential predators or allow it to drift slowly above the seafloor while searching for prey. In deep waters, where food is scarce, such behaviors reduce energy use and increase feeding efficiency. At this depth, the environment is cold, dark, and under very high pressure, with no natural sunlight. Animals living here have soft bodies, slow metabolisms, and specialized behaviors adapted to these extreme conditions.

This deep-sea octopus was filmed stretching its arms and webbing outward to form a large, balloon-like shape at a depth of about 1,600 meters (5,250 feet). This posture, often called an umbrella or parachute display, is seen in several deep-sea octopus species. The expanded shape may help the octopus appear larger to potential predators or allow it to drift slowly above the seafloor while searching for prey. In deep waters, where food is scarce, such behaviors reduce energy use and increase feeding efficiency. At this depth, the environment is cold, dark, and under very high pressure, with no natural sunlight. Animals living here have soft bodies, slow metabolisms, and specialized behaviors adapted to these extreme conditions.

Today In History

130,528 次观看 • 4 个月前

Day 9/30: Learning RL in Robotics Today, I'm proud to release my new research: FAACT (Failure-Aware Action Chunking Transformer). Through lots of testing and design, I was able to create an embedding space for my model to understand failure states and exploit ACT to self-correct its motion. Today, I demoed this at New to Entrepreneurs First and Krishiv, Nadia Susanto More to come in the next few days at Socratica...

Day 9/30: Learning RL in Robotics Today, I'm proud to release my new research: FAACT (Failure-Aware Action Chunking Transformer). Through lots of testing and design, I was able to create an embedding space for my model to understand failure states and exploit ACT to self-correct its motion. Today, I demoed this at New to Entrepreneurs First and Krishiv, Nadia Susanto More to come in the next few days at Socratica...

Arjun Virk

11,757 次观看 • 6 个月前

This is what open robotics actually looks like! 🔓 I was in Bordeaux, sitting inside Pollen Robotics, and had a chance to play around with their humanoid robot Reachy 2. It’s expressive, modular, and can even bring you coffee, and of course runs Python or Rust. I was talking with Reachy in 3 different languages, tele-operating it and manipulating kitchen stuff, and make it even mimic my gestures. The best part is that there are no locked APIs, or hidden stuff, just an open platform that you can build upon. The connection with Hugging Face makes it super easy to start, as the open source approach allows everyone to contribute, experiment and add their own things. I already ordered his little brother Reachy Mini, let's see what a robotics rookie can do with that robot! 👀 ~~ ♻️ Join the weekly robotics newsletter, and never miss any news →

This is what open robotics actually looks like! 🔓 I was in Bordeaux, sitting inside Pollen Robotics, and had a chance to play around with their humanoid robot Reachy 2. It’s expressive, modular, and can even bring you coffee, and of course runs Python or Rust. I was talking with Reachy in 3 different languages, tele-operating it and manipulating kitchen stuff, and make it even mimic my gestures. The best part is that there are no locked APIs, or hidden stuff, just an open platform that you can build upon. The connection with Hugging Face makes it super easy to start, as the open source approach allows everyone to contribute, experiment and add their own things. I already ordered his little brother Reachy Mini, let's see what a robotics rookie can do with that robot! 👀 ~~ ♻️ Join the weekly robotics newsletter, and never miss any news →

Lukas Ziegler

19,433 次观看 • 8 个月前

1/2 As of today in Ukraine, thousands of apartment buildings continue to go without stable heating. In cities most affected by russian strikes on infrastructure, such as Kherson, indoor temperatures are dropping to +8...+10 °C (46 °F). This is the exact threshold at which both human health and the integrity of buildings and furniture begin to deteriorate. This week, meteorologists say a new wave of cold will sweep across Ukraine. Freezing temperatures are expected nationwide, both day and night, with lows potentially reaching -15… -20 °C (-4 °F). I believe the russians will continue to test both our infrastructure and the resilience of people in the cities.

1/2 As of today in Ukraine, thousands of apartment buildings continue to go without stable heating. In cities most affected by russian strikes on infrastructure, such as Kherson, indoor temperatures are dropping to +8...+10 °C (46 °F). This is the exact threshold at which both human health and the integrity of buildings and furniture begin to deteriorate. This week, meteorologists say a new wave of cold will sweep across Ukraine. Freezing temperatures are expected nationwide, both day and night, with lows potentially reaching -15… -20 °C (-4 °F). I believe the russians will continue to test both our infrastructure and the resilience of people in the cities.

Katerina Horbunova

35,645 次观看 • 8 个月前

Bharat Innovates 2026 proudly presents Niqo Robotics, an Indian deep-tech agritech startup revolutionizing sustainable farming through AI powered robotics and precision agriculture. Founded in Bengaluru, Niqo Robotics is building intelligent farming systems that use computer vision, robotics, and proprietary AI cameras to identify weeds and spray pesticides only where needed. Their innovative “See, Select, Spray” technology is already helping thousands of farmers across India and the United States reduce chemical usage, lower farming costs, and improve soil health while making agriculture smarter and more sustainable. As part of Bharat Innovates 2026, Niqo Robotics will showcase its breakthrough agricultural robotics technologies at the Final Showcase in Nice, France from 14–16 June 2026. Backed by global investors and recognized for its climate smart innovation, the startup is leading the future of AI driven farming with autonomous weeding, thinning, and spot spraying robots designed for real world farm conditions. By combining artificial intelligence with practical agricultural impact, Niqo Robotics represents India’s growing leadership in robotics, sustainability, and next generation food systems. Narendra Modi PMO India Ministry of Education Dharmendra Pradhan Principal Scientific Adviser, Govt. of India Vineet Joshi Sanjay Kumar DSTIndia AICTE UGC Payscale PIBIndia DD News All India Radio News Office of Dr. S. Jaishankar Chaitanya K Prasad Randhir Jaiswal India in Portugal India in France Consulate General of India, Marseille India in Germany India in Ireland (Embassy of India, Dublin) India in the UK IIT Bombay SINE IITB Pan IIT Alumni India Niqo Robotics #BharatInnovates2026 #NiqoRobotics #AgriTech #AI #Robotics

Bharat Innovates 2026 proudly presents Niqo Robotics, an Indian deep-tech agritech startup revolutionizing sustainable farming through AI powered robotics and precision agriculture. Founded in Bengaluru, Niqo Robotics is building intelligent farming systems that use computer vision, robotics, and proprietary AI cameras to identify weeds and spray pesticides only where needed. Their innovative “See, Select, Spray” technology is already helping thousands of farmers across India and the United States reduce chemical usage, lower farming costs, and improve soil health while making agriculture smarter and more sustainable. As part of Bharat Innovates 2026, Niqo Robotics will showcase its breakthrough agricultural robotics technologies at the Final Showcase in Nice, France from 14–16 June 2026. Backed by global investors and recognized for its climate smart innovation, the startup is leading the future of AI driven farming with autonomous weeding, thinning, and spot spraying robots designed for real world farm conditions. By combining artificial intelligence with practical agricultural impact, Niqo Robotics represents India’s growing leadership in robotics, sustainability, and next generation food systems. Narendra Modi PMO India Ministry of Education Dharmendra Pradhan Principal Scientific Adviser, Govt. of India Vineet Joshi Sanjay Kumar DSTIndia AICTE UGC Payscale PIBIndia DD News All India Radio News Office of Dr. S. Jaishankar Chaitanya K Prasad Randhir Jaiswal India in Portugal India in France Consulate General of India, Marseille India in Germany India in Ireland (Embassy of India, Dublin) India in the UK IIT Bombay SINE IITB Pan IIT Alumni India Niqo Robotics #BharatInnovates2026 #NiqoRobotics #AgriTech #AI #Robotics

Bharat Innovates

13,137 次观看 • 4 个月前

My conversation with Kanishka Rao, who went from working on particle physics at CERN to driving robotics at Google DeepMind. We get into the Gemini Robotics 2 release, trending training recipes in the industry, physical AGI, world models, and more. 1:00 Intro 1:47 Does AI's pace feel crazy? 4:04 From particle physics PHD to robotics 6:03 Speech recognition's deep learning moment 8:43 Whole-body humanoid control 10:47 The trash-bag tying demo 13:07 The robotics data pyramid 14:13 Transferring skills across robots 16:30 How does Motion Transfer work 16:56 Why a separate reasoning model 19:02 Can distillation work in robotics? 20:02 The ASIMOV safety benchmark 22:47 VLAs vs world models 25:10 The missing tactile sensing piece 27:48 How far to physical AGI? 30:07 Fundamental breakthrough needed? 31:53 World models for evaluation 33:45 Will the model layer commoditize? 35:11 Humanoid as a form factor

My conversation with Kanishka Rao, who went from working on particle physics at CERN to driving robotics at Google DeepMind. We get into the Gemini Robotics 2 release, trending training recipes in the industry, physical AGI, world models, and more. 1:00 Intro 1:47 Does AI's pace feel crazy? 4:04 From particle physics PHD to robotics 6:03 Speech recognition's deep learning moment 8:43 Whole-body humanoid control 10:47 The trash-bag tying demo 13:07 The robotics data pyramid 14:13 Transferring skills across robots 16:30 How does Motion Transfer work 16:56 Why a separate reasoning model 19:02 Can distillation work in robotics? 20:02 The ASIMOV safety benchmark 22:47 VLAs vs world models 25:10 The missing tactile sensing piece 27:48 How far to physical AGI? 30:07 Fundamental breakthrough needed? 31:53 World models for evaluation 33:45 Will the model layer commoditize? 35:11 Humanoid as a form factor

The Humanoid Hub

25,161 次观看 • 2 个月前

48 Inches of Fresh Snow Almost Buried This Snoqualmie Skier Alive 😳❄️⛷️ Full story: A skier was pulled from a deep snow burial at The Summit at Snoqualmie Pass after yesterday’s storm dumped 48 inches of fresh snow on the mountain. Deep snow immersion can occur anywhere on the mountain not just in the backcountry. All credit to Ian Deans for jumping into action and capturing this. You saved a life. With heavy snowfall forecast to continue across the Cascades, ski patrol and safety officials are urging skiers to never ride alone and to always look out for the people around them. #SEATTLE Is your video news worthy? DM to submit • 📲

48 Inches of Fresh Snow Almost Buried This Snoqualmie Skier Alive 😳❄️⛷️ Full story: A skier was pulled from a deep snow burial at The Summit at Snoqualmie Pass after yesterday’s storm dumped 48 inches of fresh snow on the mountain. Deep snow immersion can occur anywhere on the mountain not just in the backcountry. All credit to Ian Deans for jumping into action and capturing this. You saved a life. With heavy snowfall forecast to continue across the Cascades, ski patrol and safety officials are urging skiers to never ride alone and to always look out for the people around them. #SEATTLE Is your video news worthy? DM to submit • 📲

SEATTLESUBMISSIONS

65,337 次观看 • 6 个月前

🚨🇷🇺 Russia unveils surveillance drone built to brave extreme conditions Russia is set to debut its new Sokol surveillance drone at the National Security Belarus–2026 exhibition in Minsk — a next-generation platform engineered to thrive where extreme conditions are the norm Designed for day-and-night monitoring, including search and rescue missions 🔸 Unique X-shaped tandem aerodynamic design improves stability and wind resistance 🔸 Capable of operating in extreme conditions, withstanding winds of 15–18 m/s and temperatures ranging from -40°C to +50°C 🔸 Flight endurance exceeds three hours, with speeds reaching up to 100 km/h The system highlights Russia’s continued push toward rapid-deployment, weather-resistant UAV platforms for both civilian and emergency response use cases

🚨🇷🇺 Russia unveils surveillance drone built to brave extreme conditions Russia is set to debut its new Sokol surveillance drone at the National Security Belarus–2026 exhibition in Minsk — a next-generation platform engineered to thrive where extreme conditions are the norm Designed for day-and-night monitoring, including search and rescue missions 🔸 Unique X-shaped tandem aerodynamic design improves stability and wind resistance 🔸 Capable of operating in extreme conditions, withstanding winds of 15–18 m/s and temperatures ranging from -40°C to +50°C 🔸 Flight endurance exceeds three hours, with speeds reaching up to 100 km/h The system highlights Russia’s continued push toward rapid-deployment, weather-resistant UAV platforms for both civilian and emergency response use cases

Sputnik

19,373 次观看 • 3 个月前