🤖 What should a robot remember? Text? Image? Scene Graph? Memory is essential for Physical AI. The problem is not as easy as it first look. It a balance between task success, storage as well as cost of saving and reuse. Different represent and lead to different results. Our latest research, developed in collaboration with researchers at Carnegie Mellon University, including @wang_junxiang_ and @SniperPaper, introduces MeMoREval, a benchmark evaluating robot memory representation across 53 tasks in four environments. The findings: Storing camera frames achieved 70% task success, compared to 56–60% with text descriptions. Combining visual memory with scene graphs further improved performance to 75%, highlighting the importance of preserving both visual and spatial information. Beyond memory representation lies a broader challenge: How should robots decide what information is worth retaining as their experiences grow? 💬 For the Physical AI community: How should we structure a general memory system for robots, what should we prioritize? past experiences, future task relevance, or a combination of both? We’d love to hear how you’re approaching this challenge. 🔗 Read the full blog: dexmate.com/research/memorev… #PhysicalAI #Robotics #RobotLearning #Dexmate #Blog #Vega #CMU

There are more companies selling robot intelligence right now than companies selling robots.  That showed up this year as a pattern I kept noticing.  In this case all these research groups with published on the same robot from @DexmateAI. DeepMind’s Gemini Robotics 2 launch video. Amazon FAR’s real-world RL on a dexterous humanoid. DUET, the dual-robot manipulation framework from USC, Stanford and TRI. A 100-hour tactile dataset from Berkeley, NVIDIA and Stanford. World Labs’ Atlas launch. And a Mayo Clinic residency track, which is not a robotics lab at all. The platform in all of them is Vega, from Dexmate. Models, VLAs, data engines, simulators, teleop stacks: that side of the market is crowded. The side that will sell a lab a capable bimanual mobile robot, this quarter, at a published price, is thin. So a team with a policy to validate either waits on a partnership or spends a year building a platform that was never the point of the paper. Dexmate sells the platform. Look at what the spec sheet commits to, and what it refuses: → Vega 1 Pro, $75,000 at this year’s pricing, roughly four weeks from order → 24 DoF, torso from floor to 2.2 m, 5 kg per arm, omni base, ~20 h per charge → Jetson AGX Thor, stereo head, two LiDAR, four base cameras → Python, C++ and Rust APIs in the box → SimReady URDF and USD models matching the shipped robot Not the model company, not the data company, not the simulation company. The thing they run on. Congrats @taochenshh, @qinyuzhe and the team! :) ~~  ♻️ Join the weekly robotics newsletter, and never miss any news → ziegler.substack.com

A robot constantly receives multimodal information—textual states, camera images, 3D maps—but what is the “best” modality to save in memory? Is text enough? Introducing MeMoREval, my internship project at @DexmateAI, where we evaluate memory modality for embodied agents. 🧵

Congratulations to @RoboStrategy on ringing the Nasdaq Closing Bell! We were excited to bring Vega to New York City and celebrate this milestone alongside the RoboStrategy team and fellow robotics founders. Advancing Physical AI takes engineers, founders, and investors working together. RoboStrategy is helping connect robotics innovation with public markets, opening new opportunities for the broader ecosystem. Here’s to bringing more people into the future of Physical AI. Learn more about RoboStrategy: robostrategy.co #RoboStrategy #Dexmate #PhysicalAI #Robotics #Nasdaq #Vega

We’re heading to @encord_team 's Long Horizon Summit! 🤖 Catch Vega in action and connect with the Dexmate team at the Physical AI Summit. 📅 Oct 20–21 📍 Fort Mason, San Francisco 🤖 Booth A3 See you there! 🔗 dexmate.com/events #PhysicalAI #Robotics #Dexmate #Vega #Longhorizon #Encord

We’re ringing the Nasdaq closing bell with a bunch of @RoboStrategy portfolio robots next week Before that we’ll be hosting a Robotics Forum with the founders and senior leaders from @Apptronik, @standardbots, @DynaRobotics, @DexmateAI, @mavenrobotics, @PathRobotics, @noxmetals and more Who are the best large public equity managers interested in robotics? We have a few spots reserved for them. globenewswire.com/news-relea…

Here's the recap of the 2nd RoCo Challenge: 55 teams from 8+ countries, 7 onsite finalists in Pittsburgh, two tracks (Industrial Board Assembly + Brick Assembly), two embodiments (Grippers + Dexterous Hands), and a $20K prize pool. Proud of every team that made it to the finals, and grateful to the volunteers, sponsors @SharpaRobotics, @DexmateAI, @AvantRobotics, @roboforce_ai, @TARSRobotics, @eastworlds_io, and co-organizers who made it happen. Check out earlier announcement of the competition result: lnkd.in/p/ggXZx32u. See you at RoCo 2027 → rocochallenge.github.io/RoCo… #IROS2026 #Robotics #PhysicalAI #RoCoChallenge #Manipulation

We’re teaming up with @CoreWeave for the Physical AI Happy Hour during SF Tech Week tomorrow night. Come meet the CoreWeave Physical AI team, connect with the robotics community, see what we’re building at Dexmate, and get a custom cap made live by our robot. 📍 Mission District, San Francisco 🔗 RSVP: partiful.com/e/Z2JcaSjMuPo5U… See you there! #Dexmate #CoreWeave #PhysicalAI #Robotics #SFTechWeek

In that spirit, here is my own agent bringing it's self-portrait (& puppy!) into the real world on the @DexmateAI Vega, using a hybrid force-position controller

Thank you, IROS 2026. This week marked a special moment for Dexmate. You witnessed the launch of our new website and new identity, and we got to share this new chapter with the global robotics community in Pittsburgh. Being a California based company, it’s great to visit Pittsburgh and meet with builders and developer from all around the world. We love meeting with the community and talking about the endless possibilities we can build on Vega. Thank you to everyone who stopped by and spent time with us. We’re excited for what we’ll build together next. #IROS2026 #Dexmate #PhysicalAI #Robotics #Humanoid

It has been a busy week at #IROS2026! Today is your last day to stop by our booth to learn about our open sourced 100K hours of egocentric data, our next generation of benchmarking in sim, and even get a custom @LightwheelAI hat made by @DexmateAI's robot! #Robotics #PhysicalAI

Today, we’re introducing a new Dexmate.🎉🎉🎉 A new identity. A new website. Live now at dexmate.com. Our focus remains the same: making Physical AI accessible to everyone. We’re unveiling the new Dexmate here at IROS 2026 in Pittsburgh, alongside the robotics community that has shaped so much of our journey. If you’re here, come experience it in person at Booth #200. To our community and everyone on the team who made this possible: thank you. Here’s to what we build next. #Dexmate #iros2026 #PhysicalAI

We're co-hosting the IROS After Party with @lightwheelai and @ADI_News. Tuesday 9/29, 6 to 10 PM. Meet the teams behind the work and talk about where robotics goes next. Add it to your calendar while you're in Pittsburgh. RSVP required, space is limited: dexmate.com/iros-2026

Dexmate is heading to @CoreWeave Fully Connected 2026. Moscone South, San Francisco, Sept 29 to Oct 1. Booth #800. Three days with the engineers and researchers building Physical AI. If you're working in the space, or curious where it's headed, come find us. coreweave.com/fully-connecte… #FullyConnected2026 #CoreWeave #PhysicalAI #Robotics #Dexmate

We're heading to IROS 2026 in Pittsburgh. Booth #200, Sept 28 to 30. New look. Vega in your hands. The team behind it. And a gift from us. After party Tuesday with @LightwheelAI and @ADI_News. RSVP before it fills. dexmate.ai/iros-2026

Need more robots serving gelato at events 🤖🍨 Happy co-hosting with @DexmateAI & @MoonlakeAI on the industrial ops, robotics & embodied AI reception

Actuate 2026 is almost here. Two full days on autonomy and physical AI, with the engineers actually building it. Aug 18–19 · Fort Mason, San Francisco Catch us at the @NVIDIARobotics booth 👋 #NVIDIAInception #Actuate2026 #Robotics #PhysicalAI #Dexmate #Humanoid

What started from scratch on paper is now moving in real time, controlled. Every joint, every sensor, every degree of freedom is designed, built, and operated by the Dexmate team. We're making memories with Vega. And we're just getting started.✨ #Robotics #Dexmate #Vega #VR #PhysicalAI

Gave ssik a try on our new Vega U from @DexmateAI. Seems to work great!

We were thrilled to welcome a group of bright, curious students from LG AI Camp to the Dexmate office this week! 🤖 Their energy and passion for Physical AI were truly inspiring. During the visit, our team had the chance to walk them through our work, share insights about our robot, and give them a hands-on experience with Vega. A talk from our CEO sparked great conversations and ideas. It was our honor to host them, and we hope to inspire more young minds who are passionate about Physical AI. Thank you to the LG AI Camp team for making this visit possible. The future of robotics is in great hands. 🙌 #PhysicalAI #Robotics #Vega #Dexmate #LGAICamp #FutureBuilders #RoboticsEducation #Innovation