# Generalist > Markdown twin of https://roboterminal.app/companies/generalist · https://roboterminal.app/companies/generalist.md ## On shared sources - [Figure](https://roboterminal.app/companies/figure) (6) - [Skild](https://roboterminal.app/companies/skild) (6) - [NVIDIA](https://roboterminal.app/companies/nvidia) (5) - [Physical Intelligence](https://roboterminal.app/companies/pi) (5) - [Unitree](https://roboterminal.app/companies/unitree) (3) - [Google DeepMind](https://roboterminal.app/companies/google) (2) - [Rhoda](https://roboterminal.app/companies/rhoda) (2) - [Stanford](https://roboterminal.app/companies/stanford) (2) - [Tesla](https://roboterminal.app/companies/tesla) (2) - [University of California](https://roboterminal.app/companies/university-of-california) (2) - [XPeng](https://roboterminal.app/companies/xpeng) (2) - [AGIBOT](https://roboterminal.app/companies/agibot) (1) - [Agility](https://roboterminal.app/companies/agility) (1) - [Amazon](https://roboterminal.app/companies/amazon) (1) - [CloudChef](https://roboterminal.app/companies/cloudchef) (1) - [Dexterity](https://roboterminal.app/companies/dexterity) (1) - [Dobot](https://roboterminal.app/companies/dobot) (1) - [Dream Labs](https://roboterminal.app/companies/dream-labs) (1) - [GigaAI](https://roboterminal.app/companies/gigaai) (1) - [Hyundai](https://roboterminal.app/companies/hyundai) (1) - [Meta](https://roboterminal.app/companies/meta) (1) - [Nscale](https://roboterminal.app/companies/nscale) (1) - [Pink Robotics](https://roboterminal.app/companies/pink-robotics) (1) - [Pollen Robotics](https://roboterminal.app/companies/pollen-robotics) (1) - [Radical Ventures](https://roboterminal.app/companies/radical-ventures) (1) - [Reward AI](https://roboterminal.app/companies/reward-ai) (1) - [RobbyAnt](https://roboterminal.app/companies/robbyant) (1) - [Robinhood](https://roboterminal.app/companies/robinhood) (1) - [Sereact](https://roboterminal.app/companies/sereact) (1) - [Sharpa](https://roboterminal.app/companies/sharpa) (1) - [SoftBank](https://roboterminal.app/companies/softbank) (1) - [Tutor Intelligence](https://roboterminal.app/companies/tutor-intelligence) (1) - [Walden Robotics](https://roboterminal.app/companies/walden-robotics) (1) - [Wuji](https://roboterminal.app/companies/wuji) (1) ## Pulse - [@mihdalal on X](https://x.com/mihdalal/status/2113027297993499070) Subtle adjustments and physical reasoning shown here are so cool!! https://t.co/LWOxfsck97 - [@VaderResearch on X](https://x.com/VaderResearch/status/2112363804277317991) Robotics is entering the API era. ★ Dream Labs | Dream-1 | From $3/hr ★ Google DeepMind | ER 2 | $1 in/$5 out ★ Generalist | Waitlists ★Physical Intelligence | Waitlists Robot manufacturers can focus … - [@AssemblyMag1 on X](https://x.com/AssemblyMag1/status/2112182822131695634) What if a robot could learn a new manufacturing task in seconds instead of being reprogrammed? 🤖 🔗 https://t.co/KXPBS33K7O #PhysicalAI #ArtificialIntelligence #AI #Robotics #IndustrialRobotics #Manu… - [@Scobleizer on X](https://x.com/Scobleizer/status/2109419269414961286) I am trying to visit them all and have only gotten a small percent. https://t.co/MCCp6V9nuE - [@lukas_m_ziegler on X](https://x.com/lukas_m_ziegler/status/2109201193855529333) This is the capital of robotics! 🌁 Silicon Valley is home to so many physical AI companies that you could spend a month visiting them and still not see even 10% of them (trust me, I tried). So, the B… - [@ZappyZappy7 on X](https://x.com/ZappyZappy7/status/2108552321613611225) GeneralistのGEN-1.5、数秒の実演(お手本)から追加学習なしで新しい仕事に適応。 現場ごとの作業立ち上げ負担を減らす可能性。 https://t.co/jmKZHtoWEX #PhysicalAI #RobotLearning #foundation #model #ZeroShot #Generalist https://t.co/diw0EvQQU3 - [@johnkoetsier on X](https://x.com/johnkoetsier/status/2108329684505375002) Generalist physical AI? 1 AI brain, 6 domains ... Odyssey-3 just demonstrated a single world model controlling: 🤖 Humanoids 🦾 Robot arms 🚗 Self-driving cars 🚁 Drones 🎮 Video games 🌎 AI training … - [@chris_j_paxton on X](https://x.com/chris_j_paxton/status/2108126026400166289) Interesting to think of this on terms of how flexibly one can create opposition. A good read https://t.co/FV3fzg0fMp - [@HumanoidAn on X](https://x.com/HumanoidAn/status/2108125366581915832) 98% success at each step sounds impressive. But across a 100-step task, independent errors can bring a robot’s chance of finishing the whole job down to just 13%. That’s why teaching robots to spot mi… - [@johnkoetsier on X](https://x.com/johnkoetsier/status/2107923723269587111) Imagine what it could do with more sophisticated hands instead of just grippers https://t.co/it2HrFbn7X - [@IlirAliu_ on X](https://x.com/IlirAliu_/status/2107822798018371746) Incredible how much the ‘post video’ function sucks! Especially after @nikitabier told us over and over again how important it is to use it, instead is downloading the videos and post them again… Whet… - [@IlirAliu_ on X](https://x.com/IlirAliu_/status/2107665231820288036) Crazy how far robot foundation models have come in terms of true fine motor skills: Without task-specific training, no sim-to-real transfer, and... fully autonomous ❗ The dual-arm robot places an O-ri… - [@HumanoidAn on X](https://x.com/HumanoidAn/status/2103345494206677295) AI learned to talk from the internet. How does it learn to handle the real world? That’s the challenge for physical AI. In one test cited by Humanoid Analytics, training on more physical data raised a… - [@VaderResearch on X](https://x.com/VaderResearch/status/2100933850377412947) Chinese robotics firm GigaAI is valued at $3bn Unlike hardware focused firms like Unitree, GigaAI focuses on intelligence A better analogy would be to consider it as the Chinese counterparties of US s… - [@lukas_m_ziegler on X](https://x.com/lukas_m_ziegler/status/2098440884203184320) 🚨 Physical AI is having its "lab to production" moment, and the people driving it will be in one room later this month. If you're building or investing in embodied intelligence, @Fellows_Forum 2026 i… - [@Biti8888 on X](https://x.com/Biti8888/status/2097634649958670455) Robots learning by watching instead of being retrained for every new task could be a major shift. Skild’s S1 is showing the idea in practice, adapting to four different kitchen tasks from video demons… - [@XRoboHub on X](https://x.com/XRoboHub/status/2097609467512901882) Just show it how, and this robot can learn these skills. In @deepakpathak’s clip, Skild’s S1 follows four different video prompts in the same kitchen, changing its behavior without fine-tuning. In jus… - [@peteflorence on X](https://x.com/peteflorence/status/2097276070009401649) We’ve already gathered 500,000+ hours of real-world robot data at @GeneralistAI, but one lab can’t cover every task, tool, or embodiment. So we’re opening data bounties onchain via Robinhood. - [@peteflorence on X](https://x.com/peteflorence/status/2096245994379780353) We’ve collected 500,000+ hours of real world robot data at @GeneralistAI, but no single lab can cover every task, tool and robot. We’re bringing data bounties onchain through Robinhood so the wider ro… - [@continuumlabs_ on X](https://x.com/continuumlabs_/status/2094034760012062968) From record humanoid funding to new data engines and factory-scale deployment plans, here’s what happened this week in Physical AI: 1️⃣ @XPENG_Global’s robotics unit raised $900M+ at a $6.3B valuation… - [@chris_j_paxton on X](https://x.com/chris_j_paxton/status/2093352004080849144) In-Context Learning Results Hint at a “GPT Moment” for Robotics For general-purpose robots to be useful and economical, you need to be able to teach them new skills on the fly. And now we can see how … - [The Rundown AI on X: "Top stories in robotics today: - Cyborg roaches become first responders - SoftBank may add NEO to its robot stack - Amazon builds robot-run delivery station - Why Generalist is suddenly worth $3B" / X](https://x.com/TheRundownAI/status/2092983040943206500) Post Log in Sign up Post The Rundown AI on X: "Top stories in robotics today: \- Cyborg roaches become first responders \- SoftBank may add NEO to its robot stack \- Amazon builds robot-run delivery s… - [Rhys on X: "Cool to see a bunch of new robotics foundation model releases: π0.7 from @physical_int GEN-1.5 from @generalistAI S1 from @SkildAI Feels like the GPT-3 moment for robotics. Robot Models are Few-Shot Learners!" / X](https://x.com/RhysLindmark/status/2092684832199639136) Post Log in Sign up Post Rhys on X: "Cool to see a bunch of new robotics foundation model releases: π0.7 from @physical\int GEN-1.5 from @generalistAI S1 from @SkildAI Feels like the GPT-3 moment for … - [@ThomasSmale on X](https://x.com/ThomasSmale/status/2092613535482413228) $14B valuation. Pre-revenue. A handful of customers. That is Skild AI today. And it is not the outlier. Physical Intelligence: $11B Generalist: $2B to $3B in months, $600M raised Skild AI: $14B Three … - [Markets surge, track records fall, and in-context learning hits physical AI](https://x.com/humanoidsdaily/status/2092310040015253587) - Home - Posts - Markets surge, track records fall, and in-context learning hits physical AI Markets surge, track records fall, and in-context learning hits physical AI Unitree’s market whiplash, an 8… - [@chris_j_paxton on X](https://x.com/chris_j_paxton/status/2092304651995529392) This is the mark of a general purpose robot foundation model -- that it can be taught tasks from examples without training. We saw an early version of this from rhoda and a solid one last week from ge… - [Will Knight on X: "I'm usually wary about talk of "the ChatGPT moment for robots" because language is less complex than the physical world. After visiting @GeneralistAI, though, where I saw their robots perform impressive manipulation with just a prompt, I think you can see it happening in a limite… / X](https://x.com/peteflorence/status/2090481991343116329) Post Log in Sign up Post Will Knight on X: "I'm usually wary about talk of "the ChatGPT moment for robots" because language is less complex than the physical world. After visiting @GeneralistAI, thoug… - [Generalist on X: "Or when fine-tuned to place a block into a bowl, it can clear obstacles (like a piece of paper covering the bowl) to complete the task, despite that not being in the demonstrations." / X](https://x.com/humanoidsdaily/status/2090545339480613045) Post Log in Sign up Post Generalist on X: "Or when fine-tuned to place a block into a bowl, it can clear obstacles (like a piece of paper covering the bowl) to complete the task, despite that not bein… - [Generalist on X: "GEN-1.5, our latest embodied foundation model, can learn new tasks prompted with 3 - 12 seconds of a single demonstration, no gradient updates or fine-tuning. It generalizes prompts to new situations, recovers from mistakes, and improvises new strategies to reach the same goal." / X](https://x.com/chris_j_paxton/status/2090270734816092334) Post Log in Sign up Post Generalist on X: "GEN-1.5, our latest embodied foundation model, can learn new tasks prompted with 3 - 12 seconds of a single demonstration, no gradient updates or fine-tuning… --- Source: Roboterminal · https://roboterminal.app/companies/generalist.md