# What is true on Sensing?

> Markdown twin of https://web-production-180a9.up.railway.app/topics/sensing · https://web-production-180a9.up.railway.app/topics/sensing.md

## On this layer

- org — [Unitree Robotics](https://web-production-180a9.up.railway.app/companies/unitree) (22)
- org — [NVIDIA](https://web-production-180a9.up.railway.app/companies/nvidia) (20)
- org — [Tesla](https://web-production-180a9.up.railway.app/companies/tesla) (14)
- org — [Figure AI](https://web-production-180a9.up.railway.app/companies/figure) (11)
- org — [Gemini Robotics](https://web-production-180a9.up.railway.app/companies/google) (11)
- org — [Boston Dynamics](https://web-production-180a9.up.railway.app/companies/boston-dynamics) (10)
- org — [Skild AI](https://web-production-180a9.up.railway.app/companies/skild) (7)
- org — [BMW](https://web-production-180a9.up.railway.app/companies/bmw) (6)
- org — [Hugging Face](https://web-production-180a9.up.railway.app/companies/hugging-face) (6)
- org — [Agility](https://web-production-180a9.up.railway.app/companies/agility) (5)
- org — AGIBOT (4)
- org — Axis Robotics (4)
- regulator — [Fcc](https://web-production-180a9.up.railway.app/companies/fcc) (4)
- org — Pollen Robotics (4)
- org — agentic video understanding (3)
- org — Amazon (3)
- org — Ambarella (3)
- org — Generalist AI (3)
- org — Lightberry (3)
- org — Noble Machines (3)
- org — Sanctuary AI (3)
- org — [SoftBank](https://web-production-180a9.up.railway.app/companies/softbank) (3)
- org — world-labs (3)
- org — AllSpice.io (2)
- org — Anthropic (2)
- org — Applied Intuition (2)
- org — Avnet (2)
- org — BHW Technologies, Ltd. (2)
- org — Booster Robotics (2)
- org — Cardinal Group (2)
- org — CareIT (2)
- org — Cargt (2)
- org — Carnegie Mellon (2)
- org — Cedarware Corp (2)
- org — CELUS (2)
- org — Datadog (2)
- org — Dojo Five (2)
- org — dollars (2)
- org — Exor Seeds (2)
- org — Finite State (2)
- org — Ford Motor Company (2)
- org — [Fourier Intelligence](https://web-production-180a9.up.railway.app/companies/fourier) (2)
- org — Galbot (2)
- org — General Motors (2)
- org — Gravis Robotics (2)
- org — Green Hills Software (2)
- org — HHMI Janelia (2)
- org — IAR (2)
- org — Imagimob AB (2)
- org — Juul Labs Inc. (2)
- org — LG (2)
- org — Lightwheel (2)
- org — Microchip Technology (2)
- org — MosChip Technologies Limited (2)
- org — Noom (2)
- org — Norbert Health (2)
- org — OpenAI (2)
- org — Owkin (2)
- plant — plant-spartanburg (2)
- org — Proactive International PR (2)
- org — QNX (2)
- org — QuEra (2)
- org — Real-Time Innovations (RTI) (2)
- org — Rheem Manufacturing (2)
- org — Robotera (2)
- org — Samsung (2)
- org — Savoir-Faire Linux (2)
- org — Scale AI (2)
- org — Sealevel Systems, Inc. (2)
- org — Soliton Technologies (2)
- org — TASKING USA, LLC (2)
- org — Thread Group (2)
- org — Toradex (2)
- org — UBTECH (2)
- org — Universal Robots (2)
- org — Wibu-Systems USA (2)
- org — X Square Robot (2)
- org — XPeng (2)
- org — Xynova (2)
- org — アスター (2)
- org — 燈 (2)
- plant — 秋田県横手市 (2)
- org — 0xconglomerate (1)
- org — [1X](https://web-production-180a9.up.railway.app/companies/1x) (1)
- org — 2077 Ventures (1)
- org — 3D inkjet printing (1)
- org — actuation cost (1)
- org — Actuator BOM contribution (1)
- org — adaptation time for new robot embodiments (1)
- org — ADLINK (1)
- org — Advanced Micro Devices Inc (1)
- org — Aeva Technologies Inc (1)
- org — AGILINKai (1)
- org — Aigen (1)
- org — Alloy Robotics (1)
- org — Alloy Robotics funding (1)
- org — Amara Raja Energy & Mobility (1)
- plant — amazon-warehouses (1)
- org — Ambarella Inc (1)
- org — Amphenol (1)
- org — Anduril (1)
- org — Annual cost of software access. (1)
- org — [Apptronik](https://web-production-180a9.up.railway.app/companies/apptronik) (1)
- org — Aramco (1)
- org — Atlas (1)
- org — Atlas humanoid robot (1)
- org — Atlas model for spatial intelligence. (1)
- org — Atlas robot (1)
- org — ATOMS (1)
- org — AXIS ROBOTICS Inc. (1)
- org — Bajaj Auto (1)
- org — Balaji Amines (1)
- org — Bank of America (1)
- org — Beningo Embedded Group (1)
- org — Bharat Bijlee (1)
- org — Bharat Forge (1)
- org — BlackRock (1)
- org — Bosch Limited (1)
- org — Boston Hardware Studios (1)
- org — C4 Ventures (1)
- org — cable stretch (1)
- org — Carnegie Mellon integration time (1)
- org — Caterpillar (1)
- org — CATL (1)
- org — CGNX (1)
- org — child-sized humanoid robots (1)
- org — civilian robot (1)
- org — Cognex (1)
- org — Cognex Corp (1)
- org — Columbia University (1)
- org — component placement rate (1)
- org — continuous locomotion demo (1)
- org — corrections collected (1)
- org — Cost of the GR-1 humanoid (1)
- org — crowns (1)
- org — current humanoid BOM (1)
- org — CXMT (1)
- org — Cycle time for completing a plug insertion. (1)
- org — cycle time for the insertion task (1)
- org — Cyient DLM (1)
- org — Dandy (1)
- org — DaxAI (1)
- org — DeepSeek (1)
- org — Degrees of Freedom for UBTECH (1)
- org — Degrees of Freedom for XPeng (1)
- org — Delivery timeline for a data center. (1)
- org — development timeline of Moby. (1)
- org — development timeline reduction. (1)
- org — Dexforce (1)
- org — dextrous hands cost (1)
- org — Diligent Robotics (1)
- org — Divgi TorqTransfer Systems (1)
- org — Dobot (1)
- org — Doosan Bobcat (1)
- org — Drones owned by the Pentagon (1)
- org — Dusty Robotics (1)
- org — Dynamo Ventures (1)
- org — DynaRobotics (1)
- org — Embodied AI model (1)
- org — EngineAI (1)
- org — episodes in RoboLab evaluation (1)
- org — Equinor (1)
- org — examples for adapting to new robotic embodiments. (1)
- org — Exide Industries (1)
- org — FieldAI (1)
- org — FieldAI-powered robot (1)
- org — filtered simulation episodes (1)
- org — Flexion Robotics (1)
- org — FORT Robotics (1)
- org — Founder Edition Lumis (1)
- org — Fudan University (1)
- org — G1 humanoid grasp and lift task (1)
- org — GalbotRobotics (1)
- org — Gearbox cost contribution (1)
- org — Generalist (1)
- org — GeneralistAI (1)
- org — gold medals won at the World Humanoid Robot Games (1)
- org — Goldman Sachs (1)
- regulator — government-of-the-republic-of-serbia (1)
- org — Greaves Cotton (1)
- plant — group-plant-leipzig (1)
- org — GrubMarket (1)
- org — Gujarat Fluorochemicals (1)
- org — GXO (1)
- plant — hams-hall-plant (1)
- plant — hangzhou-yushu-technology (1)
- org — hardware design (1)
- org — Harmonic Drive (1)
- org — Harmonic Drive Systems (1)
- org — Harvard University (1)
- org — HBL Power Systems (1)
- org — HCVC (1)
- org — HELLA India (1)
- org — Hero MotoCorp (1)
- org — Hexagon AB (1)
- org — Himadri Speciality Chemical (1)
- org — human correction data (1)
- org — humanoid robot by EngineAI (1)
- org — Humanoid robots (1)
- org — Humanoid robots procurement (1)
- org — Hydra-0 training (1)
- org — Hyundai (1)
- org — IHMC (1)
- org — Initial price of Lumi's Founder Edition. (1)
- org — insertion trials conducted over 40 minutes (1)
- org — Integration of robotic components. (1)
- org — [Intel](https://web-production-180a9.up.railway.app/companies/intel) (1)
- org — iRobot (1)
- regulator — iso (1)
- org — issue of IEEE Spectrum (1)
- org — JBM Auto (1)
- org — Kaynes Technology (1)
- org — Khosla Ventures (1)
- plant — lackawanna-energy-center (1)
- org — ladder climb (1)
- regulator — land-transport-authority-singapore (1)
- org — Lattice Semiconductor (1)
- org — LDV Capital (1)
- org — LeggedRobot (1)
- org — LimX (1)
- org — LimX Dynamics (1)
- org — LimX Luna robot (1)
- org — Lincoln (1)
- org — Linker Vision (1)
- org — Long-horizon unseen tasks (1)
- org — Madison Air (1)
- org — Mahindra & Mahindra (1)
- org — Mahindra CIE (1)
- org — manipulation tasks (1)
- org — ManusMeta (1)
- org — market opportunity (1)
- org — Matic (1)
- org — maximum number of times a user can complete the same task. (1)
- org — Mercedes-Benz (1)
- org — [Meta](https://web-production-180a9.up.railway.app/companies/meta) (1)
- org — Microduck (1)
- org — Microduck price (1)
- org — Microduck specifications (1)
- org — Micron (1)
- org — Milk Road Pro (1)
- regulator — ministry-of-science-and-ict (1)
- org — Minth Group (1)
- plant — minth-metal-parts-majur (1)
- org — MIPS, by GF (1)
- org — Moby deployment in a semiconductor facility. (1)
- org — Morgan Stanley (1)
- org — MP Materials (1)
- org — Nabtesco (1)
- org — napkins in a bin (1)
- regulator — national-development-and-reform-commission (1)
- org — NBT average for RandER. (1)
- org — NBT average with 1% Memory Anchors removed. (1)
- org — NBT average with 10% Memory Anchors removed. (1)
- org — NBT average with 5% Memory Anchors removed. (1)
- org — Neogen Chemicals (1)
- org — new tasks (1)
- org — Newlab (1)
- org — Nidec (1)
- org — Niron Magnetics (1)
- org — Nucleus (1)
- org — Number of contributors for the engine on Base. (1)
- org — Number of tasks published. (1)
- org — Ola Electric (1)
- org — Olectra Greentech (1)
- org — Ondas Inc (1)
- org — ONDS (1)
- org — Operational time of an early prototype. (1)
- org — Orbbec (1)
- org — Origami Robotics (1)
- org — OUST (1)
- org — Ouster Inc (1)
- org — Panasonic (1)
- org — Parasoft (1)
- org — Passenger vehicles (4W) (1)
- org — Patient acceptance rate. (1)
- regulator — pennsylvania-governor-josh-shapiro (1)
- org — perception system (1)
- org — Perceptron (1)
- org — Perceptron AI (1)
- org — perceptroninc (1)
- org — Performance metric for model. (1)
- org — Peridio (1)
- org — PetoiCamp (1)
- org — physical AI data delivered (1)
- org — Pink Robotics (1)
- org — pollenrobotics (1)
- org — post-training duration (1)
- org — power consumption comparison of Jetson Orin Nano 2 (1)
- org — Predicted deployment of humanoid robots in homes. (1)
- org — price of Microduck (1)
- org — proception (1)
- org — Projected cost drop for humanoid robots. (1)
- org — Projected shortage of healthcare staff. (1)
- org — QuEra controller success rate (1)
- org — Racepoint Global (1)
- org — Radical Ventures (1)
- org — rallies (1)
- org — Red Cat Holdings (1)
- org — Reflect V1.0 from Flexion Robotics. (1)
- org — Regal Rexnord (1)
- org — Rhoda (1)
- org — RobbyAnt (1)
- org — RoboCup 2025 (1)
- org — RoboSense (1)
- org — robot capturing work inside the factory. (1)
- org — robot climbing a ladder (1)
- org — robot data collection (1)
- org — robot design (1)
- org — robot handling components and folding storage boxes (1)
- org — robot interaction data from the DROID dataset (1)
- org — robot programming (1)
- org — Robotera’s parcel-sorting robot (1)
- plant — robotics-industrial-park (1)
- org — ROBOTIS (1)
- org — Rockchip (1)
- org — Rockwell Automation (1)
- org — S1 compared to current VLA models (1)
- org — sales for Microduck (1)
- org — Sansera Engineering (1)
- org — Saronic (1)
- org — Scale AI data delivery (1)
- org — Schaeffler (1)
- org — Science Robotics (1)
- regulator — sec (1)
- org — Second State Inc (1)
- org — Secure-IC (1)
- org — Secure-IC – a Cadence Company (1)
- org — seed studio (1)
- org — Seeed (1)
- org — Seeed Studio (1)
- org — sensing cost (1)
- org — Serena Capital (1)
- org — Series A funding (1)
- org — Series A funding for Norbert Health. (1)
- org — Serve Robotics (1)
- plant — sf (1)
- plant — shenzhen (1)
- org — Shield AI (1)
- org — sim-to-real gap (1)
- org — SK Hynix (1)
- org — Skydio (1)
- org — SMRT (1)
- org — Solomon (1)
- org — Sona Comstar (1)
- org — Sony (1)
- regulator — south-korea-ministry-of-planning-and-budget (1)
- org — SpaceX (1)
- org — speedup in generative performance (1)
- plant — star-market (1)
- org — Stellarix (1)
- org — structure cost (1)
- org — success rate for few-shot learning (1)
- org — Success rate of AI-controlled trials. (1)
- org — success rate of the post-trained policy. (1)
- org — success rate of the wire insertion task (1)
- org — success rate with few-shot learning (1)
- org — success rate with one-shot physical prompting (1)
- org — successful grasps by the G1 humanoid on hardware. (1)
- org — sundayrobotics (1)
- org — supply chain gap in UxV and robotics components (1)
- org — Symbotic Inc (1)
- org — Synopsys (1)
- org — Syrma SGS Technology (1)
- org — target action-loss (1)
- org — tasks available in RoboLab. (1)
- org — Tata Motors (1)
- org — TE Connectivity (1)
- org — technia (1)
- org — teleoperation for new tasks (1)
- org — teleoperation reduction (1)
- org — Tencent (1)
- org — TER (1)
- org — Teradyne Inc (1)
- org — Texas Instruments (1)
- regulator — texas-dmv (1)
- org — the future of humanoids in robotics. (1)
- org — the number of humanoid robots within the next decade (1)
- org — the release of the September issue of the magazine. (1)
- org — The University of Hong Kong (1)
- org — time taken for the robot to autonomously run the task (1)
- org — Top vendor positions in global humanoid shipments. (1)
- org — Total capital raised (1)
- org — Total capital raised by Norbert Health. (1)
- org — total Cybercabs in Robotaxi fleet (1)
- org — total memory demand with 1 million humanoid robots (1)
- org — total memory demand with 10 million humanoid robots (1)
- org — total memory SAM per unit (1)
- org — Total number of trajectories collected. (1)
- org — Total robotic systems procurement (1)
- org — Total trajectories in the engine. (1)
- org — [Toyota Motor Manufacturing Canada](https://web-production-180a9.up.railway.app/companies/toyota) (1)
- org — training duration (1)
- org — training hours for LDA-1B model (1)
- org — training video hours (1)
- org — transactions (1)
- org — TranscEngram (1)
- org — TRON 2 (1)
- org — TVS (1)
- regulator — u.s.-federal-communications-commission (1)
- org — UMAC (1)
- org — UMI (1)
- org — UMI and teleoperation in robotics (1)
- org — UnitreeRobotics (1)
- org — units (1)
- org — users (1)
- org — VAC (1)
- org — validated run uses 64 nodes of 4× GB200 for 60K iterations, roughly 68 hours (17.4K GB200-hours). (1)
- org — Veeda AI (1)
- org — video generation (1)
- org — Wing (1)
- org — Wonik Robotics (1)
- plant — xiaomi-ev-factory (1)
- org — XPENG Robotics (1)
- org — XPENG Robotics funding (1)
- org — Y Combinator (1)
- org — Zhejiang University (1)
- org — ZiNovaLabs (1)
- org — 三菱電機 (1)
- org — 出資 (1)
- org — 宇樹科技 (1)
- org — 燈がアスターに出資する計画 (1)

## Who captures

- @smsehy (14)
- NVIDIA (14)
- Tesla (9)
- Unitree Robotics (8)
- Gemini Robotics (6)
- boston-dynamics (6)
- Skild AI (5)
- Axis Robotics (4)
- Agility (3)
- Sanctuary AI (3)
- @OperationsPLS (3)
- world-labs (3)
- Figure (3)
- @techniahqrobot (3)
- Lightberry (3)
- Hugging Face (3)
- @RoboPapers (2)
- Norbert Health (2)
- Anthropic (2)
- 燈 (2)
- Fourier Intelligence (2)
- @continuumlabs_ (2)
- Pollen Robotics (2)
- @lightberry (2)
- https://www.facebook.com/48576411181 (2)
- Generalist AI (2)
- BMW Group (2)
- Joseph Amigo, Rooholla Khorrambakht, Nicolas Mansard, Ludovic Righetti (2)
- OpenAI (1)
- Dusty Robotics (1)
- Rockchip (1)
- Orbbec (1)
- @tphuang (1)
- @SemiAnalysis_ (1)
- Xynova (1)
- Caterpillar (1)
- https://x.com/Chrisjjosephs (1)
- X Square Robot (1)
- ZiNovaLabs (1)
- Teradyne Inc (1)
- @drfeifei (1)
- Noble Machines (1)
- https://x.com/ChongZzZhang (1)
- Perceptron AI (1)
- The University of Hong Kong (1)
- SMRT (1)
- AXIS ROBOTICS Inc. (1)
- technia (1)
- Veeda AI (1)
- Milk Road Pro (1)
- 0xconglomerate (1)
- Goldman Sachs (1)
- Minth Group (1)
- 1X (1)
- GalbotRobotics (1)
- Stellarix (1)
- @santoshsingh1 (1)
- @Olivier__OG (1)
- Hyundai (1)
- @du_maximilian (1)
- Generalist (1)
- @Kirkland_Ellis (1)
- @TheSanctuaryAI (1)
- DynaRobotics (1)
- Perceptron (1)
- AGIBOTofficial (1)
- Dynamo Ventures (1)
- UnitreeRobotics (1)
- @deepakpathak (1)
- https://x.com/HarryMellsop (1)
- @dredgefactory (1)
- @ParadisLabs (1)
- @gupta_abhinav_ (1)
- @spaceandtech_ (1)
- sundayrobotics (1)
- @EdmondIsARobot (1)
- https://x.com/RoboPapers (1)
- @TheHumanoidHub (1)
- GeneralistAI (1)
- @DrJimFan (1)
- Dandy (1)
- Flexion Robotics (1)
- Booster Robotics (1)
- Tata Motors (1)
- Origami Robotics (1)
- youtube.com (1)
- Diligent Robotics (1)

## Sourced numbers

- **manipulation tasks:** 120 units
  - _"across 120 language-conditioned manipulation tasks"_
  - Source: [@NVIDIARobotics on X](https://x.com/NVIDIARobotics/status/2095179991650644018)
- **market opportunity:** $0
  - _"the companies that benefit is not only be the robot manufacturers but the real picks and shovels will be the suppliers that provide the robot’s brain, eyes, muscles, joints, sensors and nervous system."_
  - Source: [@MilkRoadAI on X](https://x.com/MilkRoadAI/status/2095171515839029289)
- **supply chain gap in UxV and robotics components:** $0
  - _"the companies solving that layer are the real infrastructure play"_
  - Source: [@OperationsPLS on X](https://x.com/OperationsPLS/status/2095167534920351784)
- **Digit's manipulation capabilities in varied environments.:** 1 units
  - _"Digit uses to take on mixed loads and changing layouts on a real warehouse floor."_
  - Source: [Agility on X: "Every object a different size, weight, and grip. Rearranging a full room's worth of stuff is the same generalized manipulation Digit uses to take on mixed loads and changing layouts on a real warehouse floor.

#Agility #DigitRobot" / X](https://x.com/HumanoidInvest/status/2095166627708887090)
- **Hydra-0 training:** 2202 hrs
  - _"It was trained on about 2,202 hours of multi-embodiment video spanning human hands, handheld grippers, single-arm robots and bimanual systems."_
  - Source: [@techniahqrobot on X](https://x.com/techniahqrobot/status/2095145553482891753)
- **XPENG Robotics funding:** $900million
  - _"XPENG’s robotics business raised more than $900 million at a post money valuation above $6.3 billion, representing the largest single private financing recorded in China’s embodied AI sector to date."_
  - Source: [Humanoid Digest: August 2026 | XMAQUINA DAO](https://x.com/xmaquina/status/2095059269733450149)
- **Alloy Robotics funding:** $11.5million
  - _"Sydney based Alloy Robotics raised A$11.5 million in a seed round led by Square Peg, with Blackbird, Airtree and Skip Capital among the returning investors."_
  - Source: [Humanoid Digest: August 2026 | XMAQUINA DAO](https://x.com/xmaquina/status/2095059269733450149)
- **Figure Index uploads:** 16,000,000 units
  - _"Figure says Index has accumulated more than 16 million video uploads across 108 countries, with 264,000 app downloads and more than 44,000 weekly active users."_
  - Source: [Humanoid Digest: August 2026 | XMAQUINA DAO](https://x.com/xmaquina/status/2095059269733450149)
- **TRON 2:** 1 units
  - _"TRON 2 serves as a modular and extensible embodied robotic platform for multi-tool, multi-step tasks across large workspaces."_
  - Source: [LimX Dynamics on X: "Together with ZINOVA's Tool Intelligence, TRON 2 takes on increasingly complex construction workflows.

@ZiNovaLabs builds on TRON 2 to explore an innovative robotic configuration for construction, demonstrating key tasks in a scaled-down tilt-up construction workflow, includi… / X](https://x.com/chris_j_paxton/status/2095114381818253768)
- **Series A funding:** $14million
  - _"Norbert Health, a Brooklyn-based company that turns robotic hardware into autonomous nursing assistants, raised a US$14 million Series A announced September 1, 2026."_
  - Source: [Norbert Health Raises US$14 Million Series A for Autonomous Robotic Nursing Assistants](https://www.theinvestorsociety.com/p/537ce184-44e5-47ce-b01d-9cf5fdf15a52)
- **Total capital raised:** $19million
  - _"The financing brings total capital raised to US$19 million."_
  - Source: [Norbert Health Raises US$14 Million Series A for Autonomous Robotic Nursing Assistants](https://www.theinvestorsociety.com/p/537ce184-44e5-47ce-b01d-9cf5fdf15a52)
- **Series A funding for Norbert Health.:** $14million
  - _"Norbert Health, a Brooklyn-based company that turns robotic hardware into autonomous nursing assistants, raised a US$14 million Series A announced September 1, 2026."_
  - Source: [Norbert Health Raises US$14 Million Series A for Autonomous Robotic Nursing Assistants](https://x.com/investorsoc/status/2094938356190712016)
- **Total capital raised by Norbert Health.:** $19million
  - _"The financing brings total capital raised to US$19 million."_
  - Source: [Norbert Health Raises US$14 Million Series A for Autonomous Robotic Nursing Assistants](https://x.com/investorsoc/status/2094938356190712016)
- **Patient acceptance rate.:** 96 hrs
  - _"The company reports a 96% patient acceptance rate and 82% monitoring compliance, close to double the baseline it cites for manual remote monitoring."_
  - Source: [Norbert Health Raises US$14 Million Series A for Autonomous Robotic Nursing Assistants](https://x.com/investorsoc/status/2094938356190712016)
- **Projected shortage of healthcare staff.:** 246,000 units
  - _"17% of demand unmet in 2028, widening to 30%, or roughly 246,000 full-time positions, by 2038."_
  - Source: [Norbert Health Raises US$14 Million Series A for Autonomous Robotic Nursing Assistants](https://x.com/investorsoc/status/2094938356190712016)
- **$TER:** $1.33B
  - _"Q2 2026 revenue reached $1.33B, up 104% YoY."_
  - Source: [Value Investing Edge on X: "8. $TER | Major semiconductor-test and industrial robotics play, owning Universal Robots and MiR while supplying testing equipment critical to AI chips and memory. Q2 2026 revenue reached $1.33B, up 104% YoY." / X](https://x.com/StonkValue/status/2094929035558371450)
- **$UMAC:** $16.7M
  - _"Q2 2026 revenue reached $16.7M, Show more"_
  - Source: [Value Investing Edge on X: "8. $TER | Major semiconductor-test and industrial robotics play, owning Universal Robots and MiR while supplying testing equipment critical to AI chips and memory. Q2 2026 revenue reached $1.33B, up 104% YoY." / X](https://x.com/StonkValue/status/2094929035558371450)
- **$OUST:** $55M
  - _"Q2 2026 revenue reached $55M, up 56% YoY."_
  - Source: [Value Investing Edge on X: "8. $TER | Major semiconductor-test and industrial robotics play, owning Universal Robots and MiR while supplying testing equipment critical to AI chips and memory. Q2 2026 revenue reached $1.33B, up 104% YoY." / X](https://x.com/StonkValue/status/2094929035558371450)
- **$ONDS:** $83.8M
  - _"Q2 2026 revenue reached $83.8M, up more than 1,200% YoY from $6.3M."_
  - Source: [Value Investing Edge on X: "8. $TER | Major semiconductor-test and industrial robotics play, owning Universal Robots and MiR while supplying testing equipment critical to AI chips and memory. Q2 2026 revenue reached $1.33B, up 104% YoY." / X](https://x.com/StonkValue/status/2094929035558371450)
- **$CGNX:** $291M
  - _"Q2 2026 revenue reached a record $291M."_
  - Source: [Value Investing Edge on X: "8. $TER | Major semiconductor-test and industrial robotics play, owning Universal Robots and MiR while supplying testing equipment critical to AI chips and memory. Q2 2026 revenue reached $1.33B, up 104% YoY." / X](https://x.com/StonkValue/status/2094929035558371450)
- **Nvidia Isaac Groot 1.7 training data collection.:** 32000 hrs
  - _"it was pre-trained on about 32,000 hours of uh real demonstration in human egocentric data."_
  - Source: [From Robot Development to Deployment with Isaac GR00T & Jetson Thor - YouTube](https://x.com/NVIDIARobotics/status/2094923301395001790)
- **Moby deployment in a semiconductor facility.:** 3 units
  - _"bring two Moby3 units to a semiconductor facility for material-handling workflows."_
  - Source: [Noble Machines Accelerates Humanoid Robot Development 3X | NVIDIA](https://x.com/NVIDIARobotics/status/2094923298589024698)
- **development timeline of Moby.:** $3
  - _"Accelerate Moby's development timeline by nearly 3x, from an expected four years to 18 months."_
  - Source: [Noble Machines Accelerates Humanoid Robot Development 3X | NVIDIA](https://x.com/NVIDIARobotics/status/2094923298589024698)
- **development timeline reduction.:** 18 hrs
  - _"from an initial estimated timeline of four years with 50 people to 18 months with 15 people."_
  - Source: [Noble Machines Accelerates Humanoid Robot Development 3X | NVIDIA](https://x.com/NVIDIARobotics/status/2094923298589024698)
- **Atlas model for spatial intelligence.:** 1 units
  - _"Atlas is our scalable foundation model that can perceive, generate, reason, and interact with virtual and physical worlds."_
  - Source: [World Labs on X: "All of this is powered by one unified architecture: a multimodal autoregressive diffusion transformer, pretrained from scratch.

This foundation blends the best of modern LLMs and video models, benefiting from the architectural, algorithmic, and systems advances from both areas." / X](https://x.com/theworldlabs/status/2094839768115036581)
- **Atlas:** 1 units
  - _"Atlas is built to scale: its performance improves with increased training compute, and we expect this trend to hold as we continue scaling."_
  - Source: [Atlas: A World Model for Spatial Intelligence | World Labs](https://x.com/theworldlabs/status/2094839769616589051)
- **the number of humanoid robots within the next decade:** 1,000,000,000 units
  - _"Musk also believes robots could eventually help manufacture more robots, creating a self reinforcing production cycle that accelerates after starting slowly."_
  - Source: [@MilkRoadAI on X](https://x.com/MilkRoadAI/status/2094805518791631029)
- **hardware design:** 1 units
  - _"The work demonstrates 1) hardware design, with a passive hook and a head-mounted solid-state lidar; 2) learning pipeline with teacher student learning; 3) sim2real designs for perception and actuation, including lidar noise patterns, temperature modelling and voltage modelling."_
  - Source: [C. Zhang on X: "New paper release: Learning Agile Perceptive Traversal of Sparse 3D Structures for Humanoids

Paper https://t.co/LlrDsajHqx
Videos https://t.co/jXLtG68oUg

We study how to do learning and sim2real for 3d traversal, such as monkey bars and overhanging obstacles." / X](https://x.com/chris_j_paxton/status/2094815833516060984)
- **agentic video understanding:** $66
  - _"reduces costs by up to 66%"_
  - Source: [Introducing Agentic Video in Gemini](https://x.com/GoogleDeepMind/status/2094840182457422260)
- **agentic video understanding:** 88 units
  - _"cuts token consumption by up to 88%"_
  - Source: [Introducing Agentic Video in Gemini](https://x.com/GoogleDeepMind/status/2094840182457422260)
- **agentic video understanding:** 7 units
  - _"boosts quality by up to 7%"_
  - Source: [Introducing Agentic Video in Gemini](https://x.com/GoogleDeepMind/status/2094840182457422260)
- **Embodied AI model:** 36,000,000,000 units
  - _"A 36B parameter model just blurred one of robotics’ biggest boundaries, the gap between seeing a scene and acting on it."_
  - Source: [@techniahqrobot on X](https://x.com/techniahqrobot/status/2094550793743708256)
- **Degrees of Freedom for XPeng:** 82 units
  - _"XPeng (IRON): 82 DoF (‼️)"_
  - Source: [@pepse02 on X](https://x.com/pepse02/status/2094526242921893994)
- **Degrees of Freedom for Tesla:** 50 units
  - _"Tesla (Optimus): 50 – 72 DoF"_
  - Source: [@pepse02 on X](https://x.com/pepse02/status/2094526242921893994)
- **Degrees of Freedom for Boston Dynamics:** 50 units
  - _"Boston Dynamics (Electric Atlas): 50 DoF"_
  - Source: [@pepse02 on X](https://x.com/pepse02/status/2094526242921893994)
- **Degrees of Freedom for UBTECH:** 41 units
  - _"UBTECH (Walker S1): 41 – 52 DoF"_
  - Source: [@pepse02 on X](https://x.com/pepse02/status/2094526242921893994)
- **Degrees of Freedom for Figure:** 35 units
  - _"Figure (Figure 02): 35 DoF"_
  - Source: [@pepse02 on X](https://x.com/pepse02/status/2094526242921893994)
- **total Cybercabs in Robotaxi fleet:** 45 units
  - _"Tesla has just added another 38 Cybercabs to its Robotaxi fleet, bringing the total up to 45, according to the Texas DMV."_
  - Source: [Sawyer Merritt on X: "Here we go! Tesla has just added another 38 Cybercabs to its Robotaxi fleet, bringing the total up to 45, according to the Texas DMV.

Robots on robots on robots! This Thursday's launch event is gonna be awesome🤖🤖🤖" / X](https://x.com/SawyerMerritt/status/2094497070144979055)
- **Integration of robotic components.:** 8 hrs
  - _"Carnegie Mellon researchers reported integrating a robotic arm, liquid handler, plate reader and cameras across incompatible interfaces in about eight hours, including an autonomous rerun of an experiment."_
  - Source: [Standardizing Physical AI: Why Common Hardware Interfaces Could Accelerate Generalization - Humanoid Analytics](https://humanoidanalytics.com/2026/08/31/standardizing-physical-ai-why-common-hardware-interfaces-could-accelerate-generalization)
- **Success rate of AI-controlled trials.:** 695 units
  - _"QuEra reported that the resulting controller later succeeded in 695 of 700 blind trials without the AI agent controlling the finished script."_
  - Source: [Standardizing Physical AI: Why Common Hardware Interfaces Could Accelerate Generalization - Humanoid Analytics](https://humanoidanalytics.com/2026/08/31/standardizing-physical-ai-why-common-hardware-interfaces-could-accelerate-generalization)
- **Carnegie Mellon integration time:** 8 hrs
  - _"Carnegie Mellon researchers reported integrating a robotic arm, liquid handler, plate reader and cameras across incompatible interfaces in about eight hours, including an autonomous rerun of an experiment."_
  - Source: [Standardizing Physical AI: Why Common Hardware Interfaces Could Accelerate Generalization - Humanoid Analytics](https://x.com/HumanoidAn/status/2094628877712990401)
- **QuEra controller success rate:** 695 units
  - _"QuEra reported that the resulting controller later succeeded in 695 of 700 blind trials without the AI agent controlling the finished script."_
  - Source: [Standardizing Physical AI: Why Common Hardware Interfaces Could Accelerate Generalization - Humanoid Analytics](https://x.com/HumanoidAn/status/2094628877712990401)
- **FieldAI-powered robot:** 1 units
  - _"A FieldAI-powered robot, pictured with Singapore's Minister for Transport Jeffrey Siow at @SMRT_Singapore's Gali Batu Bus Depot."_
  - Source: [@fieldai_ on X](https://x.com/fieldai_/status/2094475280740237351)
- **出資:** $300,000,000
  - _"今後も3年間で300億〜400億円を投じ..."_
  - Source: [東大発の燈、秋田のモーター製造アスターに出資　フィジカルAIに3年で300億円 - 日本経済新聞](https://www.nikkei.com/article/DGXZQOUC26B5L0W6A820C2000000)
- **燈がアスターに出資する計画:** $300,000,000
  - _"今後も3年間で300億〜400億円を投じ..."_
  - Source: [東大発の燈、秋田のモーター製造アスターに出資　フィジカルAIに3年で300億円 - 日本経済新聞](https://x.com/HiroakiSait/status/2094536728916926881)
- **users:** 196,995 units
  - _"Total Users
196,995"_
  - Source: [Axis Robotics](https://x.com/Sina_hms/status/2094467521810149516)
- **new tasks:** 494 units
  - _"7D New Tasks
494"_
  - Source: [Axis Robotics](https://x.com/Sina_hms/status/2094467521810149516)
- **transactions:** 4,400,783 units
  - _"Transactions
4,400,783"_
  - Source: [Axis Robotics](https://x.com/Sina_hms/status/2094467521810149516)
- **Cost of the GR-1 humanoid:** $125,000
  - _"Shanghai-based Fourier Intelligence deployed their $125,000 GR-1 humanoid onto public transit to assist an elderly citizen."_
  - Source: [@rich_odinn on X](https://x.com/rich_odinn/status/2094456459006214553)
- **total memory demand with 1 million humanoid robots:** $600million
  - _"that could represent approximately $600 million–$800 million in memory content, while 10 million robots could create a $6 billion–$8 billion opportunity."_
  - Source: [@MelvinInvests on X](https://x.com/MelvinInvests/status/2094409187724017974)
- **total memory demand with 10 million humanoid robots:** $6billion
  - _"while 10 million robots could create a $6 billion–$8 billion opportunity."_
  - Source: [@MelvinInvests on X](https://x.com/MelvinInvests/status/2094409187724017974)
- **the future of humanoids in robotics.:** 1 units
  - _"The robot revolution won’t be won by the humanoid with the best backflip."_
  - Source: [@clavion95 on X](https://x.com/clavion95/status/2094380935999340836)
- **@0xconglomerate 2094377490194288857:** $1million
  - _"$1 million"_
  - Source: [@0xconglomerate on X](https://x.com/0xconglomerate/status/2094377490194288857)
- **@0xconglomerate 2094377490194288857:** $649
  - _"$649"_
  - Source: [@0xconglomerate on X](https://x.com/0xconglomerate/status/2094377490194288857)
- **@0xconglomerate 2094377490194288857:** $500
  - _"$500"_
  - Source: [@0xconglomerate on X](https://x.com/0xconglomerate/status/2094377490194288857)
- **@0xconglomerate 2094377490194288857:** $319
  - _"$319"_
  - Source: [@0xconglomerate on X](https://x.com/0xconglomerate/status/2094377490194288857)
- **@0xconglomerate 2094377490194288857:** $399
  - _"$399"_
  - Source: [@0xconglomerate on X](https://x.com/0xconglomerate/status/2094377490194288857)
- **total memory SAM per unit:** $250
  - _"we see a SAM range of between $250-$350 for DRAM and $350-$450 for NAND, for a total memory SAM of between $600-$800 or more per unit."_
  - Source: [@ParadisLabs on X](https://x.com/ParadisLabs/status/2094366980014739648)
- **cable stretch:** 10,000 units
  - _"cable stretch over 10,000 continuous cycles destroys sub-millimeter precision."_
  - Source: [@smsehy on X](https://x.com/smsehy/status/2094345994028876167)
- **units:** 30,000 units
  - _"se humanoid factories instead covers: - High-volume shipments (e.g., claims of ~30,000 units, with Agibot and Unitree prominent; China dominating output). - A China-Serbia"_
  - Source: [Minth Group Launches Europe’s First Mass Production of Humanoid Robots](https://x.com/heetezition/status/2094311976449020342)
- **Performance metric for model.:** 99.5 units
  - _"99.5 Model Performance"_
  - Source: [Physical AI Platform | Industrial Automation Solutions | Sanctuary AI](https://x.com/heetezition/status/2094280429264420968)
- **Cycle time for completing a plug insertion.:** 2.54 units
  - _"2.54 sec Cycle Time, Per Plug"_
  - Source: [Physical AI Platform | Industrial Automation Solutions | Sanctuary AI](https://x.com/heetezition/status/2094280429264420968)
- **robot design:** 1 units
  - _"This product is a civilian robot."_
  - Source: [Brushless Digital Servo Compact and Designed for Embodied Intelligence Applications - Unitree Robotics](https://x.com/UnitreeRobotics/status/2094270984845185473)
- **rallies:** 100 units
  - _"Galbot robots completed 100+ consecutive rallies at the World Humanoid Robot Games 2026 while tracking the ball, moving around the court and responding in real time."_
  - Source: [@ctorobotics on X](https://x.com/ctorobotics/status/2094107883365335067)
- **Atlas robot:** 1 units
  - _"Boston Dynamics is already manufacturing production-ready versions for real-world industrial work."_
  - Source: [@KaptanHindustan on X](https://x.com/KaptanHindustan/status/2094079581674426671)
- **insertion trials conducted over 40 minutes:** 313 units
  - _"The trial used robotic hands rather than a complete humanoid to insert flexible wired plugs into moving targets on a live conveyor at a global Tier 1 automotive supplier."_
  - Source: [Sanctuary AI puts humanoid tech on industrial robots](https://x.com/Humanoidguide/status/2094017769637355680)
- **success rate of the wire insertion task:** $99.5
  - _"Sanctuary AI has deployed technology developed alongside its Phoenix humanoid on an industrial wire insertion task, reporting a success rate above 99.5%"_
  - Source: [Sanctuary AI puts humanoid tech on industrial robots](https://x.com/Humanoidguide/status/2094017769637355680)
- **cycle time for the insertion task:** 2.54 hrs
  - _"a 2.54 second cycle time"_
  - Source: [Sanctuary AI puts humanoid tech on industrial robots](https://x.com/Humanoidguide/status/2094017769637355680)
- **component placement rate:** 30,000 units
  - _"This machine places 30,000 components PER HOUR 🤖"_
  - Source: [Stellarix on X: "This machine places 30,000 components PER HOUR 🤖

It's a pick-and-place robot building space-grade PCBs in Shenzhen. The blue boards look simple, but every single chip you see gets laser-checked for micron accuracy. This is how modern rockets, satellites, and rovers get their brai… / X](https://x.com/smsehy/status/2095051114538561556)
- **Humanoid robots:** 500,000 units
  - _"industry-wide estimates pointing toward roughly 500,000 units/year by 2027 across Optimus, Figure, 1X, Unitree, and others."_
  - Source: [@davidcao01 on X](https://x.com/davidcao01/status/2093825616478941207)
- **Drones owned by the Pentagon:** 200,000 units
  - _"The Pentagon's Drone Dominance Program has committed $1 billion to purchasing more than 200,000 drones by 2027, scaling to 340,000 by 2028."_
  - Source: [@davidcao01 on X](https://x.com/davidcao01/status/2093825616478941207)
- **ladder climb:** 15 units
  - _"the company's humanoid climbing 15 feet up a ladder and 15 feet back down with no human input"_
  - Source: [@IntEngineering on X](https://x.com/IntEngineering/status/2093776043039416643)
- **Actuator BOM contribution:** 40 units
  - _"Actuators can potentially represent ~40–60% of a humanoid's BOM."_
  - Source: [@santoshsingh1 on X](https://x.com/santoshsingh1/status/2093714437551337508)
- **Gearbox cost contribution:** 30 units
  - _"the gearbox itself can represent roughly 30–50% of actuator cost."_
  - Source: [@santoshsingh1 on X](https://x.com/santoshsingh1/status/2093714437551337508)
- **robot handling components and folding storage boxes:** 1 units
  - _"One robot handles components and folds storage boxes."_
  - Source: [@Olivier__OG on X](https://x.com/Olivier__OG/status/2093701072615285012)
- **robot capturing work inside the factory.:** 1 units
  - _"Another robot captures the work from inside the factory."_
  - Source: [@Olivier__OG on X](https://x.com/Olivier__OG/status/2093701072615285012)
- **Unitree G1:** 1 units
  - _"a Unitree G1 to track human motions"_
  - Source: [@techniahqrobot on X](https://x.com/techniahqrobot/status/2093691640762225092)
- **child-sized humanoid robots:** 1 units
  - _"Why is every humanoid robot child-sized?"_
  - Source: [PrismaX on X: "Why is every humanoid robot child-sized?

The assumption is cost or safety. Austin Brown's answer is thermal. Surface area to volume worsens as you scale, and heat moves worse through longer limbs." / X](https://x.com/PrismaXai/status/2093670035638358490)
- **Initial price of Lumi's Founder Edition.:** $39,990
  - _"San Francisco startup Lightberry has launched reservations for Lumi, a $39,990 bipedal robot aimed at commercial entertainment, marketing, and developer deployments."_
  - Source: [Lightberry Unveils Lumi: A $40k Interactive Humanoid Built on a Unitree Core | Humanoids Daily](https://x.com/humanoidsdaily/status/2093687404867575879)
- **Annual cost of software access.:** $20,000
  - _"Lightberry confirmed to Humanoids Daily that its software platform carries a $20,000 annual baseline cost, which will transition to usage-tiered subscriptions after the initial 100 "Founder Edition" units."_
  - Source: [Lightberry Unveils Lumi: A $40k Interactive Humanoid Built on a Unitree Core | Humanoids Daily](https://x.com/humanoidsdaily/status/2093687404867575879)
- **Operational time of an early prototype.:** 10.5 hrs
  - _"Lightberry previously deployed an early prototype –– Beach Boy Robot –– at the ElevenLabs Summit, where the robot operated for 10.5 hours as an automated event photographer, interacting with attendees and uploading images autonomously."_
  - Source: [Lightberry Unveils Lumi: A $40k Interactive Humanoid Built on a Unitree Core | Humanoids Daily](https://x.com/humanoidsdaily/status/2093687404867575879)
- **Humanoid robots procurement:** 1,080 units
  - _"The government plans to buy 250 domestically produced humanoid units in 2027, expanding to 1,080 units through 2030."_
  - Source: [South Korea Commits KRW 2.3 Trillion to Build Full-Stack Humanoid Robotics Ecosystem by 2030 | Humanoids Daily](https://x.com/humanoidsdaily/status/2093648555726590278)
- **Total robotic systems procurement:** 5,000 units
  - _"total state purchases will reach 1,700 units in 2027 and approximately 5,000 units by 2030."_
  - Source: [South Korea Commits KRW 2.3 Trillion to Build Full-Stack Humanoid Robotics Ecosystem by 2030 | Humanoids Daily](https://x.com/humanoidsdaily/status/2093648555726590278)
- **Gemini Robotics 2 (VLA):** 1 units
  - _"three models: Gemini Robotics 2 (VLA) converts vision+language into motor control first DeepMind VLA to control a full humanoid feet-to-fingertips under one checkpoint."_
  - Source: [@csentropy on X](https://x.com/csentropy/status/2093431495277043724)
- **Gemini Robotics ER 2 (VLM):** 1 units
  - _"Gemini Robotics ER 2 (VLM) the embodied-reasoning brain; publicly available."_
  - Source: [@csentropy on X](https://x.com/csentropy/status/2093431495277043724)
- **Gemini Robotics On-Device 2 (VLA):** 1 units
  - _"Gemini Robotics On-Device 2 (VLA) runs locally, adapts to new embodiments in a few hours."_
  - Source: [@csentropy on X](https://x.com/csentropy/status/2093431495277043724)
- **NBT average for RandER.:** 0.197 units
  - _"RandER: 0.197 ± 0.020 (SEM)"_
  - Source: [MemoryAnchors](https://x.com/du_maximilian/status/2093390863821131915)
- **NBT average with 1% Memory Anchors removed.:** 0.171 units
  - _"−1%: 0.171 ± 0.018 (SEM)"_
  - Source: [MemoryAnchors](https://x.com/du_maximilian/status/2093390863821131915)
- **NBT average with 5% Memory Anchors removed.:** 0.284 units
  - _"−5%: 0.284 ± 0.027 (SEM)"_
  - Source: [MemoryAnchors](https://x.com/du_maximilian/status/2093390863821131915)
- **NBT average with 10% Memory Anchors removed.:** 0 units
  - _"−10%: 0"_
  - Source: [MemoryAnchors](https://x.com/du_maximilian/status/2093390863821131915)
- **continuous locomotion demo:** 1.5 units
  - _"SOLO completed a continuous 1.5 km outdoor route using one chest mounted depth camera and proprioception crossing stairs, slopes, grass and uneven ground."_
  - Source: [@techniahqrobot on X](https://x.com/techniahqrobot/status/2093238397548568716)
- **Total number of trajectories collected.:** 2,100,000 units
  - _"2.1 million trajectories"_
  - Source: [@em3kagmi on X](https://x.com/em3kagmi/status/2093212897023271321)
- **Number of tasks published.:** 1,600 units
  - _"1,600+ published tasks."_
  - Source: [@em3kagmi on X](https://x.com/em3kagmi/status/2093212897023271321)
- **Total trajectories in the engine.:** 3,000,000 units
  - _"the engine on Base had reached 3 million trajectories from 123,000+ contributors."_
  - Source: [@em3kagmi on X](https://x.com/em3kagmi/status/2093212897023271321)
- **Number of contributors for the engine on Base.:** 123,000 units
  - _"from 123,000+ contributors."_
  - Source: [@em3kagmi on X](https://x.com/em3kagmi/status/2093212897023271321)
- **dollars:** $1,500,000
  - _"se firm Unitree filed for IPO(SSE), valued at ¥6 trillion. Humanoid G1 is from ¥1.5 million, robot dog is from ¥0.2 million. But 80% sales is for R&D use, struggling to em"_
  - Source: [【中国製人型ロボットを分解】「Unitree G1」の構造を徹底分析｜人の動きをどう再現？｜高い運動能力の秘密 - YouTube](https://x.com/Izawa_Motoyasu/status/2093200534325100769)
- **dollars:** $200,000
  - _"E), valued at ¥6 trillion. Humanoid G1 is from ¥1.5 million, robot dog is from ¥0.2 million. But 80% sales is for R&D use, struggling to embody the robot brain through hum"_
  - Source: [【中国製人型ロボットを分解】「Unitree G1」の構造を徹底分析｜人の動きをどう再現？｜高い運動能力の秘密 - YouTube](https://x.com/Izawa_Motoyasu/status/2093200534325100769)
- **napkins in a bin:** 10 units
  - _"Ten positions in one small bin look nearly identical to the robot."_
  - Source: [@DynaRobotics on X](https://x.com/DynaRobotics/status/2093039152434642949)
- **Microduck price:** $399
  - _"Hugging Face's Pollen Robotics just opened pre-orders for Microduck, a $399 biped."_
  - Source: [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2093015638331769030)
- **Microduck specifications:** 15 units
  - _"15 motors, a camera, a small LiDAR, two IMUs, and an articulated beak that picks things up."_
  - Source: [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2093015638331769030)
- **price of Microduck:** $399
  - _"Hugging Face's Pollen Robotics just opened pre-orders for Microduck, a $399 biped."_
  - Source: [The Humanoid Hub on X: "Home robots are coming. The first ones in will be the small ones that are safe around kids and pets.

Hugging Face's Pollen Robotics just opened pre-orders for Microduck, a $399 biped.

25cm, under 800g, 15 motors, a camera, a small LiDAR, two IMUs, and an articulated beak t… / X](https://x.com/TheHumanoidHub/status/2093033695766868100)
- **sales for Microduck:** 1,000,000 units
  - _"we've just passed $1,000,000 in sales for Microduck"_
  - Source: [The Humanoid Hub on X: "Home robots are coming. The first ones in will be the small ones that are safe around kids and pets.

Hugging Face's Pollen Robotics just opened pre-orders for Microduck, a $399 biped.

25cm, under 800g, 15 motors, a camera, a small LiDAR, two IMUs, and an articulated beak t… / X](https://x.com/TheHumanoidHub/status/2093033695766868100)
- **teleoperation reduction:** 5884 hrs
  - _"cut the teleoperation needed to hit their action-loss target from 5,884 hours to 28."_
  - Source: [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2092974952769048876)
- **target action-loss:** 28 hrs
  - _"cut the teleoperation needed to hit their action-loss target from 5,884 hours to 28."_
  - Source: [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2092974952769048876)
- **Robotera’s parcel-sorting robot:** 100 units
  - _"more than 100 units are already working across 15 Chinese warehouses."_
  - Source: [Mayank Vora on X: "🤝 FOURIER GR-3 CARE ROBOT

Not every robot at the conference was built for factories.

The human-sized GR-3 is covered in soft material and responds through vision and touch. It is designed for companionship, education, public services and elderly care." / X](https://x.com/aiwithmayank/status/2092973526395539666)
- **LimX Luna robot:** 200 units
  - _"more than 200 Luna robots can perform synchronised routines together."_
  - Source: [Mayank Vora on X: "🤝 FOURIER GR-3 CARE ROBOT

Not every robot at the conference was built for factories.

The human-sized GR-3 is covered in soft material and responds through vision and touch. It is designed for companionship, education, public services and elderly care." / X](https://x.com/aiwithmayank/status/2092973526395539666)
- **gold medals won at the World Humanoid Robot Games:** 18 units
  - _"Congratulations to our partner @AGIBOTofficial on winning 18 gold medals and topping the medal table at the 2nd World Humanoid Robot Games."_
  - Source: [MANUS™ on X: "Gold medals at the World Humanoid Robot Games! 🏆

Congratulations to our partner @AGIBOTofficial on winning 18 gold medals and topping the medal table at the 2nd World Humanoid Robot Games. Using @ManusMeta gloves for real-time teleoperation, the team's @AGILINKai OmniHand took first… / X](https://x.com/chris_j_paxton/status/2092967493618835900)
- **perception system:** 0 units
  - _"For physical AI, intelligence starts with being able to accurately perceive the world."_
  - Source: [@continuumlabs_ on X](https://x.com/continuumlabs_/status/2092952284435005902)
- **@Thom_Wolf 2092923071829049592:** $400.
  - _"$400."_
  - Source: [Microduck - A tiny biped robot you can teach new tricks | Pollen Robotics](https://x.com/Thom_Wolf/status/2092923071829049592)
- **Microduck:** $400.
  - _"And all for less than $400."_
  - Source: [Thomas Wolf on X: "We have a huge news to share today!

Today we are unveiling the first truly accessible RL robot - welcome Microduck

A 25 cm tiny open-source biped with 15 actuators and packed with sensors (camera, speaker, LiDAR, NFC, bluetooth, wifi, etc) that you train yourself with reinforce… / X](https://x.com/altantutar/status/2093402533226074501)
- **filtered simulation episodes:** 180.55 hrs
  - _"42,046 episodes and 3,249,835 frames remained, equivalent to 180.55 hours at 5 Hz."_
  - Source: [Axis Robotics × Booster: From Digital Twins to a Robot Data Engine](https://x.com/axisrobotics/status/2092884880430661971)
- **Founder Edition Lumis:** 100 units
  - _"We’re making 100 Founder Edition Lumis, and will start shipping in 2026."_
  - Source: [Lightberry on X: "MEET LUMI

THE WORLD'S MOST INTERACTIVE ROBOT 

Assembled in SF, shipping in 2026 💛" / X](https://x.com/TheHumanoidHub/status/2092678508329988480)
- **SoftBank's investment.:** $200M
  - _"SoftBank Puts $200M Into Gravis Robotics for Autonomous Construction"_
  - Source: [Dynamo Dispatch (2026/08/24) - by Santosh Sankar](https://x.com/ThisIsDynamo/status/2092645452168520089)
- **Delivery timeline for a data center.:** 30 hrs
  - _"Turner’s prefab arm xPL Offsite delivered a hot-aisle containment system for a 30MW rapid-deployment data center."_
  - Source: [Dynamo Dispatch (2026/08/24) - by Santosh Sankar](https://x.com/ThisIsDynamo/status/2092645452168520089)
- **Unitree's stock performance in debut.:** 629 units
  - _"Unitree Pops 629% in Its Shanghai Debut"_
  - Source: [Dynamo Dispatch (2026/08/24) - by Santosh Sankar](https://x.com/ThisIsDynamo/status/2092645452168520089)
- **humanoid robot by EngineAI:** 1 units
  - _"China's EngineAI has announced their humanoid robot, and it's officially on sale."_
  - Source: [Aivetra Maxine on X: "5. USA 🇺🇸

Boston Dynamics just made Atlas a cameraman.
Perfect pans. Smooth tilts. Zero shake.
Hollywood meet your new robot DOP." / X](https://x.com/Hey_Aivetra/status/2092592491593888164)
- **Unitree G1 pricing:** $13.5K
  - _"Unitree G1 Price from $13.5K."_
  - Source: [@UnitreeStore_SH on X](https://x.com/UnitreeStore_SH/status/2092555273936503147)
- **Gemini Robotics ER:** 2 units
  - _"I believe Gemini Robotics ER 2 is a clear example here."_
  - Source: [@zhodonx on X](https://x.com/zhodonx/status/2092555239282843992)
- **robot data collection:** 50 hrs
  - _"Practically takes much longer than 50-100hrs to collect 50hrs of robot data assuming people take break or make mistake too."_
  - Source: [@deepakpathak on X](https://x.com/deepakpathak/status/2092500588982583569)
- **Unitree H2:** $29,900
  - _"A 29900$ MACHINE IS DANCING ON A PAVEMENT AND NOT ONE PERSON WALKING PAST LOOKS UP."_
  - Source: [@dredgefactory on X](https://x.com/dredgefactory/status/2092395639384539542)
- **entry models of Unitree H2:** $.
  - _"Entry models go for 13500$."_
  - Source: [@dredgefactory on X](https://x.com/dredgefactory/status/2092395639384539542)
- **current humanoid BOM:** ~$68k
  - _"Current humanoid BOM = ~$68k based on channel checks across 3 humanoid OEMs (UK and US). "_
  - Source: [@ParadisLabs on X](https://x.com/ParadisLabs/status/2092314785798828322)
- **actuation cost:** 33,800 units
  - _"- Actuation = 33.8% of current BOM"_
  - Source: [@ParadisLabs on X](https://x.com/ParadisLabs/status/2092314785798828322)
- **dextrous hands cost:** 30,300 units
  - _"- Dextrous hands = 30.3%"_
  - Source: [@ParadisLabs on X](https://x.com/ParadisLabs/status/2092314785798828322)
- **structure cost:** 7,600 units
  - _"- Structure = 7.6%"_
  - Source: [@ParadisLabs on X](https://x.com/ParadisLabs/status/2092314785798828322)
- **sensing cost:** 7,500 units
  - _"- Sensing = 7.5%"_
  - Source: [@ParadisLabs on X](https://x.com/ParadisLabs/status/2092314785798828322)
- **Top vendor positions in global humanoid shipments.:** 9,700 units
  - _"AGIBOT secured the top vendor position with 9,700 shipments (43.1% share), followed by Unitree with over 7,000 units (31.1%)."_
  - Source: [Markets surge, track records fall, and in-context learning hits physical AI](https://x.com/humanoidsdaily/status/2092310040015253587)
- **post-training duration:** 50 hrs
  - _"We found that to match the accuracy that S1 can achieve with just one example of prompting, current VLA models would need to be post-trained with 50-100 hours of data collection followed by fine-tuning!"_
  - Source: [Skild AI on X: "We found that to match the accuracy that S1 can achieve with just one example of prompting, current VLA models would need to be post-trained with 50-100 hours of data collection followed by fine-tuning!" / X](https://x.com/SkildAI/status/2092300859317330378)
- **S1 compared to current VLA models:** 100 hrs
  - _"current VLA models would need to be post-trained with 50-100 hours of data collection followed by fine-tuning!"_
  - Source: [Skild AI on X: "S1 learns new tasks like a language model.

You prompt it with a video demonstration, and it outputs robot actions to complete the task in any environment and in any embodiment." / X](https://x.com/SkildAI/status/2092300850492481818)
- **teleoperation for new tasks:** 100 hrs
  - _"A new task used to mean a hundred hours of teleoperation and a training run."_
  - Source: [@humanoidsdaily on X](https://x.com/humanoidsdaily/status/2092300599249260623)
- **time taken for the robot to autonomously run the task:** 11 units
  - _"Skild set up a plant potting task at 8:54pm and had the robot running it autonomously 11 minutes later."_
  - Source: [@humanoidsdaily on X](https://x.com/humanoidsdaily/status/2092300599249260623)
- **robot climbing a ladder:** 1 units
  - _"Figure 03 can now climb a ladder fully autonomously."_
  - Source: [@fuzzyxbt on X](https://x.com/fuzzyxbt/status/2092281195606200649)
- **power consumption comparison of Jetson Orin Nano 2:** $40
  - _"consumes 40% less power at the same performance."_
  - Source: [NVIDIA Announces Jetson Orin Nano 2 Robotics Computer to Redefine Entry-Level Edge AI | NVIDIA Newsroom](https://x.com/NVIDIARobotics/status/2092267694565249127)
- **sim-to-real gap:** 1 units
  - _"A robot can learn to perform a task almost perfectly in simulation, then fail when it encounters the real world."_
  - Source: [@continuumlabs_ on X](https://x.com/continuumlabs_/status/2092260464675922160)
- **Unitree G1 humanoid robot:** 1 units
  - _"The Unitree G1 humanoid robot can drive a go-kart, controlling the steering wheel and pedals around an indoor track."_
  - Source: [@spaceandtech_ on X](https://x.com/spaceandtech_/status/2092234492266361018)
- **Atlas humanoid robot:** 1 units
  - _"Boston Dynamics introduced their new, all-electric Atlas humanoid robot, noting its superior real-world application to previous iterations."_
  - Source: [Why Boston Dynamics Gave Their Atlas Robot a Head](https://x.com/LaughingSquid/status/2092265865831964865)
- **Unitree Robotics:** $50billion
  - _"Unitree Robotics' Shanghai IPO saw its valuation soar to $50 billion after a 460% debut surge, fueled by retail investors oversubscribing 8,000 times."_
  - Source: [China’s Robot Boom Tests Investor Discipline](https://x.com/auditchina/status/2092223559615512825)
- **Unitree Robotics:** 5,500 units
  - _"Last year Unitree shipped more than 5,500 humanoid robots, and together with rival AgiBot accounted for more than 70% of the roughly 13,000 humanoids shipped globally."_
  - Source: [China’s Robot Boom Tests Investor Discipline](https://x.com/auditchina/status/2092223559615512825)
- **Unitree Robotics:** $250million
  - _"Revenue more than quadrupled last year to roughly $250 million, and the company is profitable — a distinction shared by almost none of its humanoid peers, foreign or domestic."_
  - Source: [China’s Robot Boom Tests Investor Discipline](https://x.com/auditchina/status/2092223559615512825)
- **Unitree Robotics:** $904million
  - _"Unitree, formally Hangzhou Yushu Technology, raised 6.1 billion yuan ($904 million) and became the first humanoid robot maker listed on a mainland Chinese exchange."_
  - Source: [China’s Robot Boom Tests Investor Discipline](https://x.com/auditchina/status/2092223559615512825)
- **@maganjot79705 2092155986027110708:** $300
  - _"$300 "_
  - Source: [@maganjot79705 on X](https://x.com/maganjot79705/status/2092155986027110708)
- **robot interaction data from the DROID dataset:** 62 hrs
  - _"Meta reports using 62 hours of robot interaction data from the DROID dataset for this stage."_
  - Source: [🤖🍨 Sundae Robotics 06: V-JEPA 2 & Predicting Physical Intelligence · Luma](https://x.com/EdmondIsARobot/status/2092037991619530779)
- **training hours for LDA-1B model:** 30000 hrs
  - _"LDA-1B s a new foundation model that is trained on 30,000 hours of human and robot interaction data."_
  - Source: [RoboPapers on X: "Instead of choosing between training a world model and training a language conditioned robot policy, why not do both? LDA-1B s a new foundation model that is trained on 30,000 hours of human and robot interaction data.

Part of the secret is that LDA-1B jointly learns forward … / X](https://x.com/chris_j_paxton/status/2091877313872834800)
- **@RoboPapers 2091877173292356012:** 30000 hrs
  - _"30,000 hours"_
  - Source: [@RoboPapers on X](https://x.com/RoboPapers/status/2091877173292356012)
- **human correction data:** 500 hrs
  - _"Since launching Axis V2, we have collected over 500 hours of human-gated correction data this way."_
  - Source: [Improving Robot Manipulation Policies with Verifiable Short Correction Snippets](https://x.com/axisrobotics/status/2090712182598312206)
- **corrections collected:** 660 units
  - _"660 corrections collected, 161 entered training— a 24% pass rate through the full pipeline."_
  - Source: [Improving Robot Manipulation Policies with Verifiable Short Correction Snippets](https://x.com/axisrobotics/status/2090712182598312206)
- **robot programming:** 1 units
  - _"If showing it once is enough, that changes both how fast a robot becomes useful and who can work with one."_
  - Source: [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2090662734551818253)
- **UMI and teleoperation in robotics:** 1 units
  - _"GEN-1.5 is driving the final nail in the coffin."_
  - Source: [@DrJimFan on X](https://x.com/DrJimFan/status/2090465981240086992)
- **crowns:** 1 units
  - _"Dandy has become a leading Physical AI business that is delivering the highest quality crowns at industry leading prices."_
  - Source: [Jason Shuman on X: "Too many Physical AI founders are obsessed with the technology.

The team at Dandy is obsessed with the outcome. 

Over the last 18 months, Dandy has become a leading Physical AI business that is delivering the highest quality crowns at industry leading prices. 

And under the h… / X](https://x.com/HarryMellsop/status/2090481638908314082)
- **3D inkjet printing:** 1 units
  - _"the first company in the world to ever 3D inkjet print at the micron level"_
  - Source: [Jason Shuman on X: "Too many Physical AI founders are obsessed with the technology.

The team at Dandy is obsessed with the outcome. 

Over the last 18 months, Dandy has become a leading Physical AI business that is delivering the highest quality crowns at industry leading prices. 

And under the h… / X](https://x.com/HarryMellsop/status/2090481638908314082)
- **Reflect V1.0 from Flexion Robotics.:** 0 hrs
  - _"A robotics intelligence platform designed to help robots complete complex tasks autonomously without a human operator."_
  - Source: [@spaceandtech_ on X](https://x.com/spaceandtech_/status/2090437376766312589)
- **the release of the September issue of the magazine.:** 1 units
  - _"The September issue of IEEE Spectrum is here!"_
  - Source: [Ability Neurotech Infrared BCI to Begin Human Trials - IEEE Spectrum](https://spectrum.ieee.org/ability-neurotech-bci-human-trial)
- **issue of IEEE Spectrum:** 1 units
  - _"The September issue of IEEE Spectrum is here!"_
  - Source: [Ability Neurotech Infrared BCI to Begin Human Trials - IEEE Spectrum](https://x.com/IEEESpectrum/status/2094795008146633118)
- **RoboCup 2025:** 2,025 units
  - _"facilitating their victory at real world competitions such as the RoboCup 2025."_
  - Source: [Booster Robotics on X: "Excited to see our work featured in Science Robotics. 

This research explores a new vision-driven controller for humanoid soccer, tested on Booster Robotics’ humanoid robots in real-world competitive settings.

From research to the field, we’re pushing humanoid soccer forwa… / X](https://x.com/axisrobotics/status/2091846027422978139)
- **maximum number of times a user can complete the same task.:** 5 units
  - _"Up to 5 times."_
  - Source: [FAQ | AXIS ROBOTICS](https://x.com/axisrobotics/status/2090351676880486648)
- **success rate with one-shot physical prompting:** 59 units
  - _"Experiments across 10 diverse tasks show 59% average success with one-shot physical prompting, straight from pretraining."_
  - Source: [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)
- **success rate with few-shot learning:** 83 units
  - _"With few-shot learning, performance rises to 83% via 10 gradient steps on 5 minutes of data per task."_
  - Source: [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)
- **training duration:** 8 units
  - _"GEN-1.5 has been training continuously for over 8 months."_
  - Source: [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)
- **success rate for few-shot learning:** 83 units
  - _"with few-shot learning, performance rises to 83% via 10 gradient steps on 5 minutes of data per task."_
  - Source: [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)
- **validated run uses 64 nodes of 4× GB200 for 60K iterations, roughly 68 hours (17.4K GB200-hours).:** 68 hrs
  - _"Plan compute accordingly."_
  - Source: [Post-Train NVIDIA Cosmos 3 Edge for On-Device Robot Control | NVIDIA Technical Blog](https://x.com/NVIDIARobotics/status/2095179993974260168)
- **tasks available in RoboLab.:** 120 units
  - _"It executes each action chunk in physics and streams rendered observations back for a true closed loop across 120 language-conditioned manipulation tasks."_
  - Source: [Post-Train NVIDIA Cosmos 3 Edge for On-Device Robot Control | NVIDIA Technical Blog](https://x.com/NVIDIARobotics/status/2095179993974260168)
- **success rate of the post-trained policy.:** 22.9 units
  - _"In closed-loop RoboLab evaluation, the post-trained Edge policy reaches 22.9% success across 120 language-conditioned manipulation tasks."_
  - Source: [Post-Train NVIDIA Cosmos 3 Edge for On-Device Robot Control | NVIDIA Technical Blog](https://x.com/NVIDIARobotics/status/2095179993974260168)
- **Long-horizon unseen tasks:** 10 units
  - _"The tasks run for up to ten minutes, span dozens of manipulation steps, and are driven by a single visual demonstration."_
  - Source: [Introducing S1: In-Context Learning for Robotics | Skild AI](https://x.com/SkildAI/status/2092300864904126685)
- **Predicted deployment of humanoid robots in homes.:** 2,000,000,000 units
  - _"62% of that eventual 3 billion — roughly 2 billion units — end up inside homes, not factories."_
  - Source: [Theo Gage on X: "https://t.co/cIZx4OHoeU" / X](https://x.com/realtheogg/status/2094825675433693205)
- **Projected cost drop for humanoid robots.:** $17,000
  - _"falling to around $17,000 by 2030 — converging with Unitree's G1, already priced near $16,000."_
  - Source: [Theo Gage on X: "https://t.co/cIZx4OHoeU" / X](https://x.com/realtheogg/status/2094825675433693205)
- **Deployment of robots in BMW's manufacturing line.:** 30,000 units
  - _"Figure's robots spent 11 months on BMW's Spartanburg line, contributing to 30,000+ vehicles."_
  - Source: [Theo Gage on X: "https://t.co/cIZx4OHoeU" / X](https://x.com/realtheogg/status/2094825675433693205)
- **training video hours:** 2,202 units
  - _"2,202 h filtered multi-embodiment training video"_
  - Source: [Hydra-0: Action Flow for Generalist World Modeling and Control | NVIDIA Isaac](https://x.com/NVIDIARobotics/status/2094515571501015339)
- **episodes in RoboLab evaluation:** 300 units
  - _"5 policies × 6 tasks · 300 episodes"_
  - Source: [Hydra-0: Action Flow for Generalist World Modeling and Control | NVIDIA Isaac](https://x.com/NVIDIARobotics/status/2094515571501015339)
- **speedup in generative performance:** 16 units
  - _"16.0× generation-only speedup after few-step distillation"_
  - Source: [Hydra-0: Action Flow for Generalist World Modeling and Control | NVIDIA Isaac](https://x.com/NVIDIARobotics/status/2094515571501015339)
- **BMW Group production:** 30,000 units
  - _"the Figure 02 robot supported the production of more than 30,000 BMW X3 vehicles over ten months."_
  - Source: [Press-Information June 25th 2026](https://www.press.bmwgroup.com/canada/article/attachment/T0458794EN/651051)
- **Scale AI data delivery:** 150000 hrs
  - _"it reported delivering over 150,000 hours of physical AI data during 2025"_
  - Source: [5 Physical AI infrastructure platforms shaping robotics in 2026 - The Robot Report](https://www.therobotreport.com/5-physical-ai-infrastructure-platforms-shaping-robotics-in-2026)
- **physical AI data delivered:** 150000 hrs
  - _"it reported delivering over 150,000 hours of physical AI data during 2025"_
  - Source: [5 Physical AI infrastructure platforms shaping robotics in 2026 - The Robot Report](https://x.com/therobotreport/status/2094493447029670279)
- **examples for adapting to new robotic embodiments.:** 200 units
  - _"we can now adapt to new bi-arm robot embodiments with just a few hours of adaptation time, typically with less than 200 examples."_
  - Source: [Gemini Robotics 2 brings whole body intelligence to robots — Google DeepMind](https://x.com/SkillupAi/status/2093896499465945235)
- **adaptation time for new robot embodiments:** 200 hrs
  - _"We can now adapt to new bi-arm robot embodiments with just a few hours of adaptation time, typically with less than 200 examples."_
  - Source: [Gemini Robotics 2 brings whole body intelligence to robots — Google DeepMind](https://x.com/TheTechFuse/status/2094178345982607455)
- **Passenger vehicles (4W):** 198,000 units
  - _"EV sales surged 84% in FY2026 to 1.98 lakh units (4.3% of the PV market). "_
  - Source: [TruthCapital on X: "The India EV Value Chain: A Crisp Investor's Map

India's EV story has moved from experiment to industrial buildout — the government is targeting 30% EV penetration by 2030, and global capital is watching where India fits into the post-China supply chain. Here's the essence: who… / X](https://x.com/smsehy/status/2095049862396162208)
- **BMW Group's production capabilities with humanoid robots.:** 30,000 units
  - _"Figure 02 supported the production of more than 30,000 BMW X3 vehicles."_
  - Source: [BMW Group deploys Figure 03](https://www.therobotreport.com/bmw-group-deploys-figure-03-humanoid-after-tests-previous-version)
- **G1 humanoid grasp and lift task:** 10 units
  - _"G1 humanoid · grasp & lift · ten successes in a row"_
  - Source: [Coupled Local and Global World Models for Efficient First Order RL](https://coupled-global-local-wm-rl.pages.dev/)
- **successful grasps by the G1 humanoid on hardware.:** 10 units
  - _"G1 humanoid · grasp & lift · ten successes in a row"_
  - Source: [Coupled Local and Global World Models for Efficient First Order RL](https://x.com/RoboPapers/status/2092642979466915921)
- **civilian robot:** 1 units
  - _"This product is a civilian robot."_
  - Source: [Brushless Digital Servo Compact and Designed for Embodied Intelligence Applications - Unitree Robotics](https://www.unitree.com/DigitalServo)
- **video generation:** 1 units
  - _"Atlas generates images and videos from one or more images with pixel-perfect camera control, outputting up to 1 minute of video at 1440p."_
  - Source: [World Labs Atlas](https://www.worldlabs.ai/blog/atlas)

## Pulse

- [@SawyerMerritt on X](https://x.com/SawyerMerritt/status/2095725999799341169)
  Watch this Cybercab navigate through a very busy downtown Austin with hundreds of people around. You can see all the people the car sees on the screen. A lot going on and it handles it all perfectly. …
- [@smsehy on X](https://x.com/smsehy/status/2095712642182869127)
  Establishing shared verification lines for advanced packaging accelerates equipment qualification cycles, helping local supply chain partners debug sub-micron bonding and cleaning tools before full pr…
- [@smsehy on X](https://x.com/smsehy/status/2095712546921836575)
  Scaling co-packaged optics moves the primary physical constraint from silicon photonics fabrication to precision automated fiber alignment, laser thermal stability, and high-throughput optical testing…
- [@smsehy on X](https://x.com/smsehy/status/2095712348833231332)
  Tactile dexterous hands provide high compliance, but deploying them into industrial assembly requires rigorous cycle testing to ensure flexible skin sensors and internal tendon cables survive harsh ab…
- [@smsehy on X](https://x.com/smsehy/status/2095712280415699389)
  The physical AI bottleneck is not token volume, but rich force-torque telemetry and tactile slip dynamics. Learning physical interaction requires real-world data pipelines that log contact physics at …
- [@smsehy on X](https://x.com/smsehy/status/2095711667221078389)
  Crowdsourcing simulation trajectories solves high-level spatial exploration, but closing the sim-to-real gap on the plant floor requires high-rate force-torque sensor telemetry and ground-truth materi…
- [@smsehy on X](https://x.com/smsehy/status/2095711246079389881)
  Simulating visual environments generates kinematic diversity quickly. The persistent physical wall remains non-rigid contact mechanics and micro-slip telemetry, where synthetic physics engines diverge…
- [@smsehy on X](https://x.com/smsehy/status/2095711107193450908)
  255 million vehicles and global manufacturing plants already generate the physical sensor telemetry that foundation models need to learn real-world physics. Digital AI scales in datacenters, but physi…
- [@CapitalSqueez on X](https://x.com/CapitalSqueez/status/2095709673253138717)
  $CCXI Jeff Bezos just followed Chris Paxton. Paxton is one of the sharpest minds in embodied AI — currently at Agility Robotics (Digit), previously Meta and NVIDIA. He lives and breathes the hard prob…
- [@SawyerMerritt on X](https://x.com/SawyerMerritt/status/2095689962616131878)
  Under the hood of the Cybercab https://t.co/RkLn2xRUpA
- [@TheSanctuaryAI on X](https://x.com/TheSanctuaryAI/status/2095633436665073713)
  Curious how robots manipulate objects they can’t fully see? Sanctuary AI Co-Founder & Chief Engineering & Operations Officer Olivia Norton explains why touch and force feedback are critical for dexter…
- [@smsehy on X](https://x.com/smsehy/status/2095633432738955264)
  65 million miles of Tesla FSD fleet data. 5% safer than human driving by their own metrics. Safety certification bodies require per-scenario validation across an ODD matrix, not fleet-aggregate statis…
- [@SawyerMerritt on X](https://x.com/SawyerMerritt/status/2095610961163928013)
  More info about @Tesla's Cybercab from the rider guide and compliance guides that they publicly released earlier today: • It has 20.2-cu ft (572-L) of rear cargo capacity. • The trunk can accommodate …
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2095609621180232193)
  GPT-6 Astra is here, and it might be one of the most important AI releases yet. OpenAI says the model hits 98% on FrontierMath Tier 4, 99.9% on ARC-AGI 3 and a perfect 100% on ExploitBench. It also sh…
- [@ctorobotics on X](https://x.com/ctorobotics/status/2095557438602915934)
  Construction plans, printed directly onto the floor. 🤖🏗️ Meet FieldPrinter 2 from Dusty Robotics, an autonomous layout robot designed to turn digital construction models into full-scale markings dir…
- [@Newsforce on X](https://x.com/Newsforce/status/2095541071056887934)
  The same activist network behind “No Kings” and other major protests is now mobilizing against data center construction and Flock license plate surveillance cameras, according to a Fox News Digital in…
- [@smsehy on X](https://x.com/smsehy/status/2095441273394233579)
  Relying strictly on passive optical sensors leaves perception vulnerable to low-angle sun glare and heavy precipitation. True Level 4 reliability requires diverse physical sensing principles where rad…
- [@smsehy on X](https://x.com/smsehy/status/2095441216221647297)
  Moving 4D millimeter-wave radar processing to satellite architectures reduces peripheral sensor bulk, but routing high-bandwidth raw point cloud streams across vehicle SerDes links demands strict real…
- [@smsehy on X](https://x.com/smsehy/status/2095440443098157435)
  Virtual ECU simulation environments allow engineers to execute thousands of hours of automated fault-injection safety verification long before the first physical prototype chassis is built. https://t.…
- [@smsehy on X](https://x.com/smsehy/status/2095439162921058351)
  Scaling purpose-built robotaxi platforms depends on reducing vehicle bill of materials while maintaining redundant low-voltage power networks and automated sensor cleaning capabilities. https://t.co/i…
- [@smsehy on X](https://x.com/smsehy/status/2095438405186543781)
  Video-to-3D simulation solves visual scene reconstruction in minutes. Bridging that into physical robotic manipulation requires grounding the synthetic physics engine in actual contact mechanics and t…
- [@smsehy on X](https://x.com/smsehy/status/2095438020560474471)
  Crowdsourcing browser-based teleoperation provides high-level kinematic paths. Converting those trajectories into production-grade policies still requires ground-truth joint torque feedback and high-r…
- [@seeedstudio on X](https://x.com/seeedstudio/status/2095433547595325555)
  🔥🔥NEW Launch: reComputer RK3576 Dev Kit/Module/IO Board is Officially HERE!!!! Level up your edge AI development with Rockchip #RK3576 today! 🎉 🧩🧩Dev Kit / Module / IO Board: https://t.co/xQVIT62…
- [@OperationsPLS on X](https://x.com/OperationsPLS/status/2095425560302571897)
  408 tactile sensors closes the dexterity gap. When robots feel force distribution, slip, and texture in real time, assembly tasks that required human hands become automatable. Haptic sensing bridges v…
- [@seeedstudio on X](https://x.com/seeedstudio/status/2095398903508324796)
  Build an accessible #EmbodiedAI kit. 🤖 Orbbec Gemini 2 + reBot #Robotic Arm bring RGB-D perception and visual grasping into one open-source, hackable platform. Detection → Grasping Explore the build …
- [@tphuang on X](https://x.com/tphuang/status/2095398442411688020)
  Problem is that China is now producing so many advanced gadgets that are not available to Americans. This is not restricted to auto sector. Do Americans want to not have access to robots, AI toys, rob…
- [@SemiAnalysis_ on X](https://x.com/SemiAnalysis_/status/2095255700221870574)
  As the industry moves towards Co-Packaged and Near-Packaged Optics, the fiber attach is forced to land on the PIC itself. Fiber coupling is a very precise endeavor, with micron level precision require…
- [@HumanoidsHQ on X](https://x.com/HumanoidsHQ/status/2095239778044088589)
  Xynova just unveiled Prima 1, an advanced robotic hand featuring 22 degrees of freedom. It uses vision and tactile sensing to interact with objects more intelligently, while its direct-drive motors al…
- [Caterpillar | Caterpillar and FieldAI Advance AI-Powered Industrial Innovation](https://x.com/fieldai_/status/2095227518815252849)
  - News - Corporate Press Releases - Corporate Press Release Archive - Caterpillar and FieldAI Advance AI-Powered Industrial Innovation Caterpillar and FieldAI Advance AI-Powered Industrial Innovation …
- [Chris Josephs on X: "We're hiring again for our growth team at @joinautopilot 

> Full time UGC creator
> Experience behind the camera on socials
> NYC based
> Competitive pay + equity
> Put 'Autopilot' in bio & others will instantly try to poach you

Some stats on the team you'd join

> 3.4M X fol… / X](https://x.com/joinautopilot/status/2095219421359022386)
  Post Log in Sign up Post Chris Josephs on X: "We're hiring again for our growth team at @joinautopilot \> Full time UGC creator \> Experience behind the camera on socials \> NYC based \> Competitive p…
- [@NVIDIARobotics on X](https://x.com/NVIDIARobotics/status/2095179991650644018)
  🤖 A robot policy can be compact enough to run onboard and fast enough to keep the arm moving continuously. Post-trained NVIDIA Cosmos 3 Edge on NVIDIA Jetson AGX Thor T5000 generates roughly 2.13 sec…
- [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2095178516639969778)
  X Square Robot has introduced TwinDEX: a co-designed pair of three-finger, 9-DoF dexterous hands, one wearable for data collection, one matched robot end effector for deployment. The wearable and the …
- [@MilkRoadAI on X](https://x.com/MilkRoadAI/status/2095171515839029289)
  Sam Altman is saying that OpenAI plans to build a humanoid robot, along with other designs because the world around us was built for humans (Save this). Doors, stairs, computers, tools, kitchens, vehi…
- [@OperationsPLS on X](https://x.com/OperationsPLS/status/2095167534920351784)
  The supply chain gap in UxV and robotics components is a structural opportunity that policy alone can't close quickly. Domestic actuator, sensor, and compute supply chains take years to build — the co…
- [Agility on X: "Every object a different size, weight, and grip. Rearranging a full room's worth of stuff is the same generalized manipulation Digit uses to take on mixed loads and changing layouts on a real warehouse floor.

#Agility #DigitRobot" / X](https://x.com/HumanoidInvest/status/2095166627708887090)
  Post Log in Sign up Post Agility on X: "Every object a different size, weight, and grip. Rearranging a full room's worth of stuff is the same generalized manipulation Digit uses to take on mixed loads…
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2095145553482891753)
  We’re cooked if robots can start learning from bodies they don’t even have. NVIDIA Brown Columbia and Harvard researchers released Hydra-0, a world model that represents robot actions as pixel motion.…
- [@RoboPapers on X](https://x.com/RoboPapers/status/2095134650402549778)
  Embodied AI is exploding, and it’s been amazing to learn about it with you all. We have now recorded over a hundred discussions with the best researchers in the world on embodied artificial intelligen…
- [Humanoid Digest: August 2026 | XMAQUINA DAO](https://x.com/xmaquina/status/2095059269733450149)
  Genesis Auction Wave 2! Launches June 24 Get DEUS homeDAO Portal Humanoid Digest: August 2026 Color theme: Another major robotics company reached the public markets as investment and company formation…
- [LimX Dynamics on X: "Together with ZINOVA's Tool Intelligence, TRON 2 takes on increasingly complex construction workflows.

@ZiNovaLabs builds on TRON 2 to explore an innovative robotic configuration for construction, demonstrating key tasks in a scaled-down tilt-up construction workflow, includi… / X](https://x.com/chris_j_paxton/status/2095114381818253768)
  Post Log in Sign up Post LimX Dynamics on X: "Together with ZINOVA's Tool Intelligence, TRON 2 takes on increasingly complex construction workflows. @ZiNovaLabs builds on TRON 2 to explore an innovati…
- [Norbert Health Raises US$14 Million Series A for Autonomous Robotic Nursing Assistants](https://www.theinvestorsociety.com/p/537ce184-44e5-47ce-b01d-9cf5fdf15a52)
  Norbert Health, a Brooklyn-based company that turns robotic hardware into autonomous nursing assistants, raised a US$14 million Series A announced September 1, 2026. The round was led by William A. Ma…
- [Norbert Health Raises US$14 Million Series A for Autonomous Robotic Nursing Assistants](https://x.com/investorsoc/status/2094938356190712016)
  Norbert Health, a Brooklyn-based company that turns robotic hardware into autonomous nursing assistants, raised a US$14 million Series A announced September 1, 2026. The round was led by William A. Ma…
- [Value Investing Edge on X: "8. $TER | Major semiconductor-test and industrial robotics play, owning Universal Robots and MiR while supplying testing equipment critical to AI chips and memory. Q2 2026 revenue reached $1.33B, up 104% YoY." / X](https://x.com/StonkValue/status/2094929035558371450)
  Post Log in Sign up Post Value Investing Edge on X: "8. $TER \| Major semiconductor-test and industrial robotics play, owning Universal Robots and MiR while supplying testing equipment critical to AI …
- [From Robot Development to Deployment with Isaac GR00T & Jetson Thor - YouTube](https://x.com/NVIDIARobotics/status/2094923301395001790)
  From Robot Development to Deployment with Isaac GR00T & Jetson Thor Visibility: Public Uploaded by: NVIDIA Omniverse Uploaded at: 2026-08-27 Published at: 2026-08-26 Length: 1:17:39 Views: 12267 Likes…
- [Noble Machines Accelerates Humanoid Robot Development 3X | NVIDIA](https://x.com/NVIDIARobotics/status/2094923298589024698)
  Manufacturing \| Robotics Noble Machines Accelerates General Purpose Industrial Robot Development With NVIDIA Isaac GR00T Learn More Objective Noble Machines is advancing industrial robot development …
- [@drfeifei on X](https://x.com/drfeifei/status/2094910083444707551)
  @DrJimFan @theworldlabs Indeed Jim, a camera conditioned world model with spatial context has so much horizontal usage including real2sim for robotics!
- [From Robot Development to Deployment with Isaac GR00T & Jetson Thor - YouTube](https://x.com/NVIDIARobotics/status/2094850249802076179)
  Error 401 (Bad Request)!!1 401. That’s an error. The server cannot process the request because it is malformed. It should not be retried. That’s all we know. Back Skip navigation Search Search with yo…
- [Seeed reBot Arm B601-RS: Physical AI & VLA Model Course | NVIDIA DLI Series](https://x.com/NVIDIARobotics/status/2094850247184826558)
  Warehouse China Warehouse US Warehouse Germany Warehouse The store will not work correctly in the case when cookies are disabled. US Warehouse: Enjoy FREE UNIUNI shipping on orders under $50! (Exclude…
- [World Labs on X: "All of this is powered by one unified architecture: a multimodal autoregressive diffusion transformer, pretrained from scratch.

This foundation blends the best of modern LLMs and video models, benefiting from the architectural, algorithmic, and systems advances from both areas." / X](https://x.com/theworldlabs/status/2094839768115036581)
  Post Log in Sign up Post World Labs on X: "All of this is powered by one unified architecture: a multimodal autoregressive diffusion transformer, pretrained from scratch. This foundation blends the be…
- [Atlas: A World Model for Spatial Intelligence | World Labs](https://x.com/theworldlabs/status/2094839769616589051)
  September 1, 2026Introducing Atlas, our new omni world model for spatial intelligence. Atlas: A World Model for Spatial Intelligence World models generate, reconstruct, and simulate any possible world…
- [@MilkRoadAI on X](https://x.com/MilkRoadAI/status/2094805518791631029)
  Elon Musk thinks humanoid robots could become a bigger industry than almost anyone expects (Save this). @elonmusk said the usefulness of a humanoid robot depends on three factors, the quality of its a…
- [@OperationsPLS on X](https://x.com/OperationsPLS/status/2094804971263009063)
  The get-up is the right metric. Recovery from falls under contact stress reveals actuator limits and balance policy robustness in ways clean demos never expose. China building a sport format around th…
- [C. Zhang on X: "New paper release: Learning Agile Perceptive Traversal of Sparse 3D Structures for Humanoids

Paper https://t.co/LlrDsajHqx
Videos https://t.co/jXLtG68oUg

We study how to do learning and sim2real for 3d traversal, such as monkey bars and overhanging obstacles." / X](https://x.com/chris_j_paxton/status/2094815833516060984)
  Post Log in Sign up Post C. Zhang on X: "New paper release: Learning Agile Perceptive Traversal of Sparse 3D Structures for Humanoids Paper https://t.co/LlrDsajHqx Videos https://t.co/jXLtG68oUg We st…
- [大仏ヨヨ on X: "Gemini Robotics ER 2を試してみたけど結構いいね。リアルタイムでOpenDuckMiniを追跡させてみたけどレスポンスは想定していたより悪くはなかった。どういうロボットかまで判別できているのが良かった。これ以外の機能もあるのでもう少し深堀しようと思う。
#OpenDuckMini,#microduckと同じ作者" / X](https://x.com/U6kcXA6yRN47345/status/2094603818340434044)
  Post Log in Sign up Post 大仏ヨヨ on X: "Gemini Robotics ER 2を試してみたけど結構いいね。リアルタイムでOpenDuckMiniを追跡させてみたけどレスポンスは想定していたより悪くはなかった。どういうロボットかまで判別できているのが良かった。これ以外の機能もあるのでもう少し深堀しようと思う。 \#OpenDuckMini,\#microduckと…
- [@XSeyvion on X](https://x.com/XSeyvion/status/2094591132734779793)
  Skild AI unveiled its S1 robot foundation model. They say a robot can learn a new task by watching a video of the task. That changes deployment. Instead of writing a fresh program for each job, an ope…
- [Introducing Agentic Video in Gemini](https://x.com/GoogleDeepMind/status/2094840182457422260)
  Introducing agentic video understanding with Gemini Sep 01, 2026 \| 7 min read - x.com - Facebook - LinkedIn - Mail - Copy link Our new agentic feature for video analysis cuts token consumption by up …
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2094550793743708256)
  A 36B parameter model just blurred one of robotics’ biggest boundaries, the gap between seeing a scene and acting on it. Perceptron AI has released Isaac 0.5, an open-weight Embodied AI model designed…
- [The Imitator Game — Benchmarking Robot Imitative Ability Beyond Action Prediction](https://x.com/XunzheZhou/status/2094530835215258044)
  Intent imitation, L0-L320,000+ paired episodesHuman evaluation Arena The Imitator Game BenchmarkingRobotImitativeAbilityBeyondActionPrediction Xunzhe Zhou 1,2,\,† · Yiyang Cai 2,3,\ · Fengyi Wang 2,3,…
- [@pepse02 on X](https://x.com/pepse02/status/2094526242921893994)
  Degrees of Freedom (DoF) is a key indicator which shows how many independent ways a robot can move, determining its flexibility and precision. $XPEV is leading by far here. XPeng (IRON): 82 DoF (‼️) T…
- [Sawyer Merritt on X: "Here we go! Tesla has just added another 38 Cybercabs to its Robotaxi fleet, bringing the total up to 45, according to the Texas DMV.

Robots on robots on robots! This Thursday's launch event is gonna be awesome🤖🤖🤖" / X](https://x.com/SawyerMerritt/status/2094497070144979055)
  Post Log in Sign up Post Sawyer Merritt on X: "Here we go! Tesla has just added another 38 Cybercabs to its Robotaxi fleet, bringing the total up to 45, according to the Texas DMV. Robots on robots on…
- [Standardizing Physical AI: Why Common Hardware Interfaces Could Accelerate Generalization - Humanoid Analytics](https://humanoidanalytics.com/2026/08/31/standardizing-physical-ai-why-common-hardware-interfaces-could-accelerate-generalization)
  Close Menu - Companies - Company Tracker - Deployment Tracker - Funding Tracker - Deployments - Technology - Funding - Markets - Our Services X (Twitter) Mastodon LinkedIn Switch to Dark Design - easi…
- [Standardizing Physical AI: Why Common Hardware Interfaces Could Accelerate Generalization - Humanoid Analytics](https://x.com/HumanoidAn/status/2094628877712990401)
  Close Menu - Companies - Company Tracker - Deployment Tracker - Funding Tracker - Deployments - Technology - Funding - Markets - Our Services X (Twitter) Mastodon LinkedIn Switch to Dark Design - easi…
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2094475678699692261)
  Unitree just started Olly’s pre-employment internship in the real world 😅 And day one already looks like a proper probation period. It can answer train questions, find exits and walk with passengers …
- [@fieldai_ on X](https://x.com/fieldai_/status/2094475280740237351)
  A FieldAI-powered robot, pictured with Singapore's Minister for Transport Jeffrey Siow at @SMRT_Singapore's Gali Batu Bus Depot. It patrols autonomously with infrared sensing, checking buses and EV ch…
- [東大発の燈、秋田のモーター製造アスターに出資　フィジカルAIに3年で300億円 - 日本経済新聞](https://www.nikkei.com/article/DGXZQOUC26B5L0W6A820C2000000)
  メインコンテンツへスキップ / 0 この記事は会員限定記事です - メールで送る - リンクをコピーする - note - X（旧Twitter） - Facebook - はてなブックマーク - LinkedIn - Bluesky 日経の記事利用サービスについて 企業での記事共有や会議資料への転載・複製、注文印刷などをご希望の方は、リンク先をご覧ください。 詳しくはこちら 人工知能（AI）開発…
- [東大発の燈、秋田のモーター製造アスターに出資　フィジカルAIに3年で300億円 - 日本経済新聞](https://x.com/HiroakiSait/status/2094536728916926881)
  メインコンテンツへスキップ / 0 この記事は会員限定記事です - メールで送る - リンクをコピーする - note - X（旧Twitter） - Facebook - はてなブックマーク - LinkedIn - Bluesky 日経の記事利用サービスについて 企業での記事共有や会議資料への転載・複製、注文印刷などをご希望の方は、リンク先をご覧ください。 詳しくはこちら 人工知能（AI）開発…
- [Axis Robotics](https://x.com/Sina_hms/status/2094467521810149516)
  Live campaign Signal Boost Campaign Connect your X account and follow @axisrobotics — your badge lights up as soon as we see the follow. Connect →+1 PTS · credited instantly Total Trajectories 4,794,1…
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2094465636265087097)
  Humanoid robotics has its own language. Here are 30 acronyms you will see constantly API = Application Programming Interface BC = Behavior Cloning CoM = Center of Mass CoP = Center of Pressure DoF = D…
- [@rich_odinn on X](https://x.com/rich_odinn/status/2094456459006214553)
  SoftBank dropped $200,000,000 on this company - and this 15-second interaction proves why Shanghai-based Fourier Intelligence deployed their $125,000 GR-1 humanoid onto public transit to assist an eld…
- [Veeda AI Raises $90M Seed to Build "The Matrix" for Physical AI - WOWTALE](https://en.wowtale.net/2026/08/31/234943)
  Skip to content - AI - · - Funding - · - Robotics Veeda AI Raises $90M Seed to Build “The Matrix” for Physical AI 8/31/2026 ・ 버섯돌이(Taehyun Kim) Training a robot to master a new motion takes thousands …
- [@MelvinInvests on X](https://x.com/MelvinInvests/status/2094409187724017974)
  The next memory supercycle is hiding inside humanoid robots (Save this). This chart estimates that each humanoid robot could contain $600–$800 or more in memory related and semiconductor components, i…
- [@clavion95 on X](https://x.com/clavion95/status/2094380935999340836)
  THIS ISN’T A ROBOT LEARNING TO DANCE. IT’S A ROBOT LEARNING HOW TO CONTROL ITS ENTIRE BODY. Walk. Run. Crawl. Roll. Handstand. Cartwheel. Then get back up and keep moving. Boston Dynamics trained Atla…
- [@0xconglomerate on X](https://x.com/0xconglomerate/status/2094377490194288857)
  $1 million in sales in under SEVEN hours, is the Microduck really that impressive? Here are other affordable open-source robots for context (+ my thoughts): ▸ @LeggedRobot Mini Pupper 2 (~$649): ROS2,…
- [@ParadisLabs on X](https://x.com/ParadisLabs/status/2094366980014739648)
  Goldman Sachs: Humanoids and memory Memory is expected to be up to 40% of semiconductor dollar content for humanoid robots (excluding GPU/CPUs). Goldman Sachs: Although content can vary, we assume an …
- [@smsehy on X](https://x.com/smsehy/status/2094345994028876167)
  Tendon-driven actuation solves thermal mass and packing density in dexterous hands, but cable stretch over 10,000 continuous cycles destroys sub-millimeter precision. Modeling hysteresis in simulation…
- [Minth Group Launches Europe’s First Mass Production of Humanoid Robots](https://x.com/heetezition/status/2094311976449020342)
  VESTI Poslednje vesti Jiangsu Reliance Energy Tech: 100,5 miliona ... Aug 31, 2026 Minth Group pokrenuo prvu serijsku ... Aug 29, 2026 RAS: Snažnija ekonomska saradnja ... Aug 26, 2026 Otvoren Javni p…
- [Physical AI Platform | Industrial Automation Solutions | Sanctuary AI](https://x.com/heetezition/status/2094280429264420968)
  We value your privacy We use cookies to enhance your browsing experience, serve personalised ads or content, and analyse our traffic. By clicking "Accept All", you consent to our use of cookies. Custo…
- [Brushless Digital Servo Compact and Designed for Embodied Intelligence Applications - Unitree Robotics](https://x.com/UnitreeRobotics/status/2094270984845185473)
  Brushless Digital Servo Compact and Designed for Embodied Intelligence Applications - Brushless Motor Long Life, Low Inertia, High Speed, Force Control - Temperature and Position Sensors - Precision G…
- [@QuasarShift on X](https://x.com/QuasarShift/status/2094235270107611180)
  🚨 WHEN ENGINEERS ARE ALLOWED TO COOK - THIS ROBOT HAND HAS 22 DEGREES OF FREEDOM 1X's NEO humanoid hand, tendons moving like human muscles, picking up everything from eggs to tools 🤖✋ What most don'…
- [@ctorobotics on X](https://x.com/ctorobotics/status/2094107883365335067)
  Humanoid robots just took tennis to another level. 🎾🤖 Galbot robots completed 100+ consecutive rallies at the World Humanoid Robot Games 2026 while tracking the ball, moving around the court and res…
- [kasper on X: "Elon Musk was asked when Tesla Optimus could become better than the best human surgeons.

His argument is that a robot would not learn like one doctor. Every Optimus surgeon could share what every other unit had seen, including rare complications that a human might encounter only once… / X](https://x.com/HumanoidsHQ/status/2094325624177397929)
  Post Log in Sign up Post kasper on X: "Elon Musk was asked when Tesla Optimus could become better than the best human surgeons. His argument is that a robot would not learn like one doctor. Every Opti…
- [@KaptanHindustan on X](https://x.com/KaptanHindustan/status/2094079581674426671)
  Boston Dynamics' new Atlas robot is getting uncomfortably close to science fiction. 🤖😳 It doesn't just walk anymore. It twists, bends, lifts, carries, recovers from falls, manipulates objects, and m…
- [Sanctuary AI puts humanoid tech on industrial robots](https://x.com/Humanoidguide/status/2094017769637355680)
  Skip to content Sanctuary AI has deployed technology developed alongside its Phoenix humanoid on an industrial wire insertion task, reporting a success rate above 99.5% and a 2.54 second cycle time. T…
- [Hack One Robot, Reach the Next: How Unitree’s G1 Left the Door Open to Root Takeover | Humanoids Daily](https://x.com/humanoidsdaily/status/2093968794053951646)
  Search articles Key Takeaways Show all - Security researcher Olivier Laflamme disclosed UniBLEed, an exploit chain yielding unauthenticated root execution on the Unitree G1 EDU humanoid robot over Blu…
- [Stellarix on X: "This machine places 30,000 components PER HOUR 🤖

It's a pick-and-place robot building space-grade PCBs in Shenzhen. The blue boards look simple, but every single chip you see gets laser-checked for micron accuracy. This is how modern rockets, satellites, and rovers get their brai… / X](https://x.com/smsehy/status/2095051114538561556)
  Post Log in Sign up Post Stellarix on X: "This machine places 30,000 components PER HOUR 🤖 It's a pick-and-place robot building space-grade PCBs in Shenzhen. The blue boards look simple, but every si…
- [@davidcao01 on X](https://x.com/davidcao01/status/2093825616478941207)
  The Supply Chain Shortage for UxV and Robots: Who Is Filling the Gap? Top 20 Components to Watch | New suppliers from Mexico, Taiwan, Japan, Korean | The VC and Entrepreneurs Angle Two weeks apart, tw…
- [@IntEngineering on X](https://x.com/IntEngineering/status/2093776043039416643)
  Figure founder Brett Adcock has posted video of the company's humanoid climbing 15 feet up a ladder and 15 feet back down with no human input, three weeks after its first autonomous ladder climb. Figu…
- [@santoshsingh1 on X](https://x.com/santoshsingh1/status/2093714437551337508)
  4/11 – What is the key question: ❌ Which humanoid robot will win? Tesla? Unitree? Figure? Someone else? ➡️What does EVERY humanoid robot need? Because the winner may change. The supply chain doesn't. …
- [@Olivier__OG on X](https://x.com/Olivier__OG/status/2093701072615285012)
  𝐄𝐱𝐞𝐜𝐮𝐭𝐢𝐨𝐧: 𝑾𝒉𝒂𝒕 𝑨𝑰 𝒍𝒐𝒐𝒌𝒔 𝒍𝒊𝒌𝒆 🥽 Xiaomi is testing humanoid robots inside its EV factory. Not on a stage. On the production floor. One robot handles components and folds storag…
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2093692200534024317)
  BeyondMimic is now in Science Robotics. Berkeley and Stanford used a Unitree G1 to track human motions like sprinting, spin-kicks and cartwheels, then used guided diffusion to combine those skills for…
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2093691640762225092)
  BeyondMimic is now in Science Robotics. Berkeley and Stanford used a Unitree G1 to track human motions like sprinting, spin-kicks and cartwheels, then used guided diffusion to combine those skills for…
- [PrismaX on X: "Why is every humanoid robot child-sized?

The assumption is cost or safety. Austin Brown's answer is thermal. Surface area to volume worsens as you scale, and heat moves worse through longer limbs." / X](https://x.com/PrismaXai/status/2093670035638358490)
  Post Log in Sign up Post PrismaX on X: "Why is every humanoid robot child-sized? The assumption is cost or safety. Austin Brown's answer is thermal. Surface area to volume worsens as you scale, and he…
- [Lightberry Unveils Lumi: A $40k Interactive Humanoid Built on a Unitree Core | Humanoids Daily](https://x.com/humanoidsdaily/status/2093687404867575879)
  Search articles Lightberry designed Lumi with a rounded, character-driven aesthetic and animated digital eyes, aiming to make social humanoids feel approachable. Key Takeaways Show all - San Francisco…
- [South Korea Commits KRW 2.3 Trillion to Build Full-Stack Humanoid Robotics Ecosystem by 2030 | Humanoids Daily](https://x.com/humanoidsdaily/status/2093648555726590278)
  Search articles Key Takeaways Show all - Dedicated Humanoid Capital: South Korea is investing KRW 2.3 trillion ($1.66 billion) through 2030 to build an indigenous, full-stack humanoid robotics industr…
- [@csentropy on X](https://x.com/csentropy/status/2093431495277043724)
  Announced July 30, 2026 (author Carolina Parada) as part of Gemini Robotics 2, three models: Gemini Robotics 2 (VLA) converts vision+language into motor control first DeepMind VLA to control a full hu…
- [Conference & Program | embeddedworld North America 2026](https://x.com/NVIDIARobotics/status/2093428405366669346)
  Skip to main content Skip to footer Conference & Program The premier demonstration and information sharing platform for the embedded community. Innovation, networking and knowledge are all on display.…
- [MemoryAnchors](https://x.com/du_maximilian/status/2093390863821131915)
  01 · Continual Learning Challenge Data Sensitivity in Continual Robot Learning To understand Memory Anchors, we first need to take a closer look at why robot policies forget old tasks when learning ne…
- [@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 …
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2093238397548568716)
  This might be one of the strongest humanoid locomotion demos yet. SOLO completed a continuous 1.5 km outdoor route using one chest mounted depth camera and proprioception crossing stairs, slopes, gras…
- [@em3kagmi on X](https://x.com/em3kagmi/status/2093212897023271321)
  Many People believe Physical might be unachievable not because robots lack arms or GPUs rather, because robots do not have enough real training data. Normal AI LLM can train on text that already exist…
- [【中国製人型ロボットを分解】「Unitree G1」の構造を徹底分析｜人の動きをどう再現？｜高い運動能力の秘密 - YouTube](https://x.com/Izawa_Motoyasu/status/2093200534325100769)
  Error 401 (Bad Request)!!1 401. That’s an error. The server cannot process the request because it is malformed. It should not be retried. That’s all we know. Back Skip navigation Search Search with yo…
- [Foreign-Produced Advanced Robotic Devices and Certain Foreign-Produced Power Inverters Added to FCC Covered List | Publications | Kirkland & Ellis LLP](https://x.com/Kirkland_Ellis/status/2093100805708480791)
  Top The Federal Communications Commission (FCC) has added foreign-produced advanced robotic devices and certain foreign-produced power inverters to its list of equipment and services that have been de…
- [@TheSanctuaryAI on X](https://x.com/TheSanctuaryAI/status/2093051990347776008)
  Robots Doing Stuff #64 | Delicate Object Handling Will you find crackers and grapes on the production floor? Probably not. But what you will find are tasks that require the manipulation of delicate, i…
- [@DynaRobotics on X](https://x.com/DynaRobotics/status/2093039152434642949)
  Then we realized there is more. A fully folded napkin is not a finished job. It has to land in a bin, stacked, ready for staff to carry out so they can serve their guests. For months our napkins were …
- [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2093015638331769030)
  Home robots are coming. The first ones in will be the small ones that are safe around kids and pets. Hugging Face's Pollen Robotics just opened pre-orders for Microduck, a $399 biped. 25cm, under 800g…
- [The Humanoid Hub on X: "Home robots are coming. The first ones in will be the small ones that are safe around kids and pets.

Hugging Face's Pollen Robotics just opened pre-orders for Microduck, a $399 biped.

25cm, under 800g, 15 motors, a camera, a small LiDAR, two IMUs, and an articulated beak t… / X](https://x.com/TheHumanoidHub/status/2093033695766868100)
  Post Log in Sign up Post The Humanoid Hub on X: "Home robots are coming. The first ones in will be the small ones that are safe around kids and pets. Hugging Face's Pollen Robotics just opened pre-ord…
- [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2092974952769048876)
  Perceptron's Isaac 0.5 is a 36B open-weight embodied foundation model with only 2.5B active per token. The model - Perception, reasoning, and control all read from one shared backbone, so it makes vis…
- [Mayank Vora on X: "🤝 FOURIER GR-3 CARE ROBOT

Not every robot at the conference was built for factories.

The human-sized GR-3 is covered in soft material and responds through vision and touch. It is designed for companionship, education, public services and elderly care." / X](https://x.com/aiwithmayank/status/2092973526395539666)
  Post Log in Sign up Post Mayank Vora on X: "🤝 FOURIER GR-3 CARE ROBOT Not every robot at the conference was built for factories. The human-sized GR-3 is covered in soft material and responds through …
- [MANUS™ on X: "Gold medals at the World Humanoid Robot Games! 🏆

Congratulations to our partner @AGIBOTofficial on winning 18 gold medals and topping the medal table at the 2nd World Humanoid Robot Games. Using @ManusMeta gloves for real-time teleoperation, the team's @AGILINKai OmniHand took first… / X](https://x.com/chris_j_paxton/status/2092967493618835900)
  Post Log in Sign up Post MANUS™ on X: "Gold medals at the World Humanoid Robot Games! 🏆 Congratulations to our partner @AGIBOTofficial on winning 18 gold medals and topping the medal table at the 2nd…
- [@continuumlabs_ on X](https://x.com/continuumlabs_/status/2092952284435005902)
  How does a robot actually “see” the world? It doesn’t see in the human sense. A robot builds its understanding of the environment by combining signals from multiple sensors. 📷 Cameras capture visual …
- [Microduck - A tiny biped robot you can teach new tricks | Pollen Robotics](https://x.com/Thom_Wolf/status/2092923071829049592)
  AV-1 MicroduckMade to move · Ready to learn A 25 cm open-source biped you train yourself with reinforcement learning. Playable out of the box. Pre-order for $399 Pre-orders open August 27, 2026★$399 b…
- [Thomas Wolf on X: "We have a huge news to share today!

Today we are unveiling the first truly accessible RL robot - welcome Microduck

A 25 cm tiny open-source biped with 15 actuators and packed with sensors (camera, speaker, LiDAR, NFC, bluetooth, wifi, etc) that you train yourself with reinforce… / X](https://x.com/altantutar/status/2093402533226074501)
  Post Log in Sign up Post Thomas Wolf on X: "We have a huge news to share today! Today we are unveiling the first truly accessible RL robot - welcome Microduck A 25 cm tiny open-source biped with 15 ac…
- [Axis Robotics × Booster: From Digital Twins to a Robot Data Engine](https://x.com/axisrobotics/status/2092884880430661971)
  Back How task-aligned simulation, real demonstrations, and continued pretraining can make each new Booster task easier to build than the last. Robot learning has a model problem. More importantly, it …
- [Agility on X: "Whole-body range of motion, stress-tested by a workout class. Every joint in sync — timing, velocity, balance. The same control Digit uses on a real warehouse floor.

#Agility #DigitRobot" / X](https://x.com/agilityrobotics/status/2092704763892937082)
  Post Log in Sign up Post Agility on X: "Whole-body range of motion, stress-tested by a workout class. Every joint in sync — timing, velocity, balance. The same control Digit uses on a real warehouse f…
- [Robert Scoble on X: "This San Francisco robot can “see” you even if you are standing behind it thanks to a new array microphone that @lightberry and built.

As soon as you open your mouth that is.

It can recognize you speaking to it. And can track a variety of people standing around the robot.

Li… / X](https://x.com/Scobleizer/status/2093203727960461647)
  Post Log in Sign up Post Robert Scoble on X: "This San Francisco robot can “see” you even if you are standing behind it thanks to a new array microphone that @lightberry and built. As soon as you open…
- [@lightberry on X](https://x.com/lightberry/status/2092670047357751765)
  Lumi is also the best humanoid for builders: 🤖 Head: shake, nod, tilt 👂 I/O: stereo cams, 360º mic array, loud speakers 👕 Body: G1-compatible 🧠 Compute: NVIDIA Thor 🖐️ Hands: parallel grippers
- [@lightberry on X](https://x.com/lightberry/status/2092670040294473853)
  Until today, humanoids shipped mute, deaf, and blind. Interactions got no love, sensors were always an afterthought, personality was forgotten. Result: robots could not be deployed in public.
- [Lightberry on X: "MEET LUMI

THE WORLD'S MOST INTERACTIVE ROBOT 

Assembled in SF, shipping in 2026 💛" / X](https://x.com/TheHumanoidHub/status/2092678508329988480)
  Post Log in Sign up Post Lightberry on X: "MEET LUMI THE WORLD'S MOST INTERACTIVE ROBOT Assembled in SF, shipping in 2026 💛" - Lightberry @lightberry MEET LUMI THE WORLD'S MOST INTERACTIVE ROBOT Asse…
- [Dynamo Dispatch (2026/08/24) - by Santosh Sankar](https://x.com/ThisIsDynamo/status/2092645452168520089)
  Dispatch by Dynamo Ventures SubscribeSign in Discover more from Dispatch by Dynamo Ventures The signal in the noise of the industrial renaissance. Each week, we distill the headlines that matter acros…
- [Aivetra Maxine on X: "5. USA 🇺🇸

Boston Dynamics just made Atlas a cameraman.
Perfect pans. Smooth tilts. Zero shake.
Hollywood meet your new robot DOP." / X](https://x.com/Hey_Aivetra/status/2092592491593888164)
  Post Log in Sign up Post Aivetra Maxine on X: "5. USA 🇺🇸 Boston Dynamics just made Atlas a cameraman. Perfect pans. Smooth tilts. Zero shake. Hollywood meet your new robot DOP." - Aivetra Maxine @He…
- [@UnitreeStore_SH on X](https://x.com/UnitreeStore_SH/status/2092555273936503147)
  Unlock unlimited sports potential (Extra large joint movement space angle, 23~43 joints) Force control of dexterous hands, manipulation of all thingsImitation & reinforcement learning driven Robot wor…
- [@zhodonx on X](https://x.com/zhodonx/status/2092555239282843992)
  I’ve said before that I think Google & DeepMind are playing a longer game with models. This is still a firm stance. Because a lot of the time, i think people look at Google’s model strategy too narrow…
- [@deepakpathak on X](https://x.com/deepakpathak/status/2092500588982583569)
  @JieWang_ZJUI These are 5-10min long tasks, ~500 demos needed for VLAs. Practically takes much longer than 50-100hrs to collect 50hrs of robot data assuming people take break or make mistake too.
- [Harry Mellsop on X: "lights, camera, action [& robotics] 🧑‍🍳" / X](https://x.com/HarryMellsop/status/2092453719317090314)
  Post Log in Sign up Post Harry Mellsop on X: "lights, camera, action \[& robotics\] 🧑‍🍳" - Harry Mellsop @HarryMellsop lights, camera, action \[& robotics\] 🧑‍🍳 View media 11:26 PM · Aug 25, 2…
- [@dredgefactory on X](https://x.com/dredgefactory/status/2092395639384539542)
  A 29900$ MACHINE IS DANCING ON A PAVEMENT AND NOT ONE PERSON WALKING PAST LOOKS UP. 29900$ is a Unitree H2, the class this thing sits in. Entry models go for 13500$. Every beat throws its centre of ma…
- [@ParadisLabs on X](https://x.com/ParadisLabs/status/2092314785798828322)
  Humanoid BOM model: Current humanoid BOM = ~$68k based on channel checks across 3 humanoid OEMs (UK and US). - Actuation = 33.8% of current BOM - Dextrous hands = 30.3% - Structure = 7.6% - Sensing = …
- [@gupta_abhinav_ on X](https://x.com/gupta_abhinav_/status/2092309532500463836)
  @0fir0z @deepakpathak In the silicon valley world the race for robotics companies is to be similar to LLMs. But actually robotics needs many more concepts from computer vision. We are proud to say S1 …
- [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…
- [Skild AI on X: "We found that to match the accuracy that S1 can achieve with just one example of prompting, current VLA models would need to be post-trained with 50-100 hours of data collection followed by fine-tuning!" / X](https://x.com/SkildAI/status/2092300859317330378)
  Post Log in Sign up Post Skild AI on X: "We found that to match the accuracy that S1 can achieve with just one example of prompting, current VLA models would need to be post-trained with 50-100 hours …
- [Skild AI on X: "S1 learns new tasks like a language model.

You prompt it with a video demonstration, and it outputs robot actions to complete the task in any environment and in any embodiment." / X](https://x.com/SkildAI/status/2092300850492481818)
  Post Log in Sign up Post Skild AI on X: "S1 learns new tasks like a language model. You prompt it with a video demonstration, and it outputs robot actions to complete the task in any environment and i…
- [@humanoidsdaily on X](https://x.com/humanoidsdaily/status/2092300599249260623)
  Skild AI's S1 takes a video demonstration as its prompt. No language instruction, no fine-tuning. Show it a task it has never seen, and it gets 66% of the steps right. Describe that same task in words…
- [@fuzzyxbt on X](https://x.com/fuzzyxbt/status/2092281195606200649)
  Figure 03 can now climb a ladder fully autonomously. No remote operator. No scripted sequence. The robot has to see the ladder, coordinate its hands and feet, continuously shift its weight, and mainta…
- [NVIDIA Announces Jetson Orin Nano 2 Robotics Computer to Redefine Entry-Level Edge AI | NVIDIA Newsroom](https://x.com/NVIDIARobotics/status/2092267694565249127)
  NVIDIA Announces Jetson Orin Nano 2 Robotics Computer to Redefine Entry-Level Edge AI August 25, 2026 News Summary: - NVIDIA Jetson Orin Nano 2, a new robotics computer for entry-level edge AI, enable…
- [@continuumlabs_ on X](https://x.com/continuumlabs_/status/2092260464675922160)
  A robot can learn to perform a task almost perfectly in simulation, then fail when it encounters the real world. That’s the sim-to-real gap. In simulation, everything is controlled: lighting is predic…
- [@spaceandtech_ on X](https://x.com/spaceandtech_/status/2092234492266361018)
  The Unitree G1 humanoid robot can drive a go-kart, controlling the steering wheel and pedals around an indoor track. It can handle tight corners and even perform controlled drifts. Developed with Symb…
- [Why Boston Dynamics Gave Their Atlas Robot a Head](https://x.com/LaughingSquid/status/2092265865831964865)
  Skip to content No results embeds.beehiiv.com embeds.beehiiv.com is blocked This page has been blocked by an extension - Try disabling your extensions. ERR\BLOCKED\BY\CLIENT Reload This page has been …
- [China’s Robot Boom Tests Investor Discipline](https://x.com/auditchina/status/2092223559615512825)
  Today’s Stocks Berkshire HathawayBRK.B $502.87-2.13(-0.42%) JPMorgan ChaseJPM $355.95-1.68(-0.47%) VisaV $380.67-0.94(-0.24%) Eli Lilly & CoLLY $1,155.73-18.88(-1.61%) MastercardMA $592.53-2.77(-0.47%…
- [@maganjot79705 on X](https://x.com/maganjot79705/status/2092155986027110708)
  the most interesting hardware in robotics isn't robots. @sundayrobotics built a skill capture glove so regular people can record chores. proception built a glove for dexterous hand data. UMI turned gr…
- [🤖🍨 Sundae Robotics 06: V-JEPA 2 & Predicting Physical Intelligence · Luma](https://x.com/EdmondIsARobot/status/2092037991619530779)
  Hosted By Edmond Jono Hart James (Jingxi) Xu Mene Mazarakis Angela Zhang Manfredi Bernardi Adam 134 Went Akshobhya Gupta, Hannah Tsui and 132 others Contact the Host Report Event AI 🤖🍨 Sundae Roboti…
- [RoboPapers on X: "Instead of choosing between training a world model and training a language conditioned robot policy, why not do both? LDA-1B s a new foundation model that is trained on 30,000 hours of human and robot interaction data.

Part of the secret is that LDA-1B jointly learns forward … / X](https://x.com/chris_j_paxton/status/2091877313872834800)
  Post Log in Sign up Post RoboPapers on X: "Instead of choosing between training a world model and training a language conditioned robot policy, why not do both? LDA-1B s a new foundation model that is…
- [@RoboPapers on X](https://x.com/RoboPapers/status/2091877173292356012)
  Instead of choosing between training a world model and training a language conditioned robot policy, why not do both? LDA-1B s a new foundation model that is trained on 30,000 hours of human and robot…
- [Improving Robot Manipulation Policies with Verifiable Short Correction Snippets](https://x.com/axisrobotics/status/2090712182598312206)
  Back Introduction DAgger-style correction is the engine of post-training improvement: when a policy fails, a human takes over, steers the robot back on track, and the resulting trajectory goes back in…
- [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2090662734551818253)
  Generalist AI just released GEN-1.5. It might be robotics' GPT-3 moment. What is one-shot learning via in-context prompting? In the case of language models like GPT-3, including a Q&A example in the p…
- [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…
- [Cosmos 3 Post-Training in Action With Aigen and Linker Vision | Cosmos Labs - Live Broadcast by NVIDIA Robotics / X](https://x.com/NVIDIARobotics/status/2090469297667920292)
  \\ \\ REPLAY NVIDIA Robotics @NVIDIARobotics Cosmos 3 Post-Training in Action With Aigen and Linker Vision \| Cosmos Labs Scan to get the app
- [@DrJimFan on X](https://x.com/DrJimFan/status/2090465981240086992)
  Seeing a hype wave around GEN-1.5, and rightfully so. Lots of respect to Pete & Andy for executing so well. The secret is in the naturally repetitive motions in human-collected data. There're 2 main s…
- [Jason Shuman on X: "Too many Physical AI founders are obsessed with the technology.

The team at Dandy is obsessed with the outcome. 

Over the last 18 months, Dandy has become a leading Physical AI business that is delivering the highest quality crowns at industry leading prices. 

And under the h… / X](https://x.com/HarryMellsop/status/2090481638908314082)
  Post Log in Sign up Post Jason Shuman on X: "Too many Physical AI founders are obsessed with the technology. The team at Dandy is obsessed with the outcome. Over the last 18 months, Dandy has become a…
- [@spaceandtech_ on X](https://x.com/spaceandtech_/status/2090437376766312589)
  Humanoid robots often struggle with tasks that involve many steps and require them to recover from mistakes. Flexion Robotics developed Reflect V1.0, a robotics intelligence platform designed to help …
- [Ability Neurotech Infrared BCI to Begin Human Trials - IEEE Spectrum](https://spectrum.ieee.org/ability-neurotech-bci-human-trial)
  IEEE.org IEEE Xplore IEEE Standards IEEE Job Site More Sites Sign In Join IEEE The September issue of IEEE Spectrum is here! Download PDF ↓ Close bar Return to homepage Brain Implant Uses Infrared Lig…
- [Ability Neurotech Infrared BCI to Begin Human Trials - IEEE Spectrum](https://x.com/IEEESpectrum/status/2094795008146633118)
  IEEE.org IEEE Xplore IEEE Standards IEEE Job Site More Sites Sign In Join IEEE The September issue of IEEE Spectrum is here! Download PDF ↓ Close bar Return to homepage Brain Implant Uses Infrared Lig…
- [Booster Robotics on X: "Excited to see our work featured in Science Robotics. 

This research explores a new vision-driven controller for humanoid soccer, tested on Booster Robotics’ humanoid robots in real-world competitive settings.

From research to the field, we’re pushing humanoid soccer forwa… / X](https://x.com/axisrobotics/status/2091846027422978139)
  Post Log in Sign up Post Booster Robotics on X: "Excited to see our work featured in Science Robotics. This research explores a new vision-driven controller for humanoid soccer, tested on Booster Robo…
- [FAQ | AXIS ROBOTICS](https://x.com/axisrobotics/status/2090351676880486648)
  01Getting Started16 What do I need to use Axis Hub? A modern browser (Chrome, Firefox, Safari, or Edge) on a desktop or laptop. No GPU, no downloads, no special hardware. The physics engine — MuJoCo, …
- [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…
- [Post-Train NVIDIA Cosmos 3 Edge for On-Device Robot Control | NVIDIA Technical Blog](https://x.com/NVIDIARobotics/status/2095179993974260168)
  Technical Blog Subscribe Related Resources Robotics Post-Train NVIDIA Cosmos 3 Edge for On-Device Robot Control Aug 19, 2026 By Saeed Babamohamadi +12 Like Discuss (0) - L - T - F - R - E AI-Generated…
- [Introducing S1: In-Context Learning for Robotics | Skild AI](https://x.com/SkildAI/status/2092300864904126685)
  0:00 / 0:00 1× Introducing S1: In-Context Learning for Robotics Unseen tasks10-minute horizonsOne video promptNo post-training 13-minute read Contents Introduction Why In-Context Learning for Robotics…
- [Theo Gage on X: "https://t.co/cIZx4OHoeU" / X](https://x.com/realtheogg/status/2094825675433693205)
  Post Log in Sign up Post - Theo Gage @realtheogg 3 Billion Humanoid Robots Could Exist. The Question Nobody Is Asking Is Where They’ll Live. Bank of America thinks the world will have 3 billion humano…
- [Hydra-0: Action Flow for Generalist World Modeling and Control | NVIDIA Isaac](https://x.com/NVIDIARobotics/status/2094515571501015339)
  Overview video Figure 1: Action flow as a shared control interface. Top: Hydra-0 learns from diverse interaction videos featuring egocentric human demonstrations, handheld UMI grippers, bimanual robot…
- [Press-Information June 25th 2026](https://www.press.bmwgroup.com/canada/article/attachment/T0458794EN/651051)
  Press-Information June 25th 2026 BMW Group advances the use of Physical AI in production with Figure 03 project in Spartanburg - Figure AI demonstrates Figure 03 humanoid robots in new use case at BMW…
- [5 Physical AI infrastructure platforms shaping robotics in 2026 - The Robot Report](https://www.therobotreport.com/5-physical-ai-infrastructure-platforms-shaping-robotics-in-2026)
  Facebook X LinkedIn Reddit Pinterest Share From accelerated computing and simulation to data operations, open-source tooling, validation engineering, and continuous learning, these five platforms repr…
- [5 Physical AI infrastructure platforms shaping robotics in 2026 - The Robot Report](https://x.com/therobotreport/status/2094493447029670279)
  Facebook X LinkedIn Reddit Pinterest Share From accelerated computing and simulation to data operations, open-source tooling, validation engineering, and continuous learning, these five platforms repr…
- [Gemini Robotics 2 brings whole body intelligence to robots — Google DeepMind](https://x.com/SkillupAi/status/2093896499465945235)
  Skip to main content July 30, 2026 Models Gemini Robotics 2 brings whole body intelligence to robots Carolina Parada Share Your browser does not support the video tag. From feet to fingertips — we are…
- [Gemini Robotics 2 brings whole body intelligence to robots — Google DeepMind](https://x.com/TheTechFuse/status/2094178345982607455)
  Skip to main content July 30, 2026 Models Gemini Robotics 2 brings whole body intelligence to robots Carolina Parada Share Your browser does not support the video tag. From feet to fingertips — we are…
- [TruthCapital on X: "The India EV Value Chain: A Crisp Investor's Map

India's EV story has moved from experiment to industrial buildout — the government is targeting 30% EV penetration by 2030, and global capital is watching where India fits into the post-China supply chain. Here's the essence: who… / X](https://x.com/smsehy/status/2095049862396162208)
  Post Log in Sign up Post TruthCapital on X: "The India EV Value Chain: A Crisp Investor's Map India's EV story has moved from experiment to industrial buildout — the government is targeting 30% EV pen…
- [BMW Group deploys Figure 03](https://www.therobotreport.com/bmw-group-deploys-figure-03-humanoid-after-tests-previous-version)
  The Robot Report Continue to Site Facebook X LinkedIn Reddit Pinterest Share Figure 03 adds tactile-sensor hands, palm cameras, wireless charging, and speech-to-speech audio over its predecessor. \| S…
- [Coupled Local and Global World Models for Efficient First Order RL](https://coupled-global-local-wm-rl.pages.dev/)
  Real-world tasks solved zero-shot by policies trained entirely inside our learned world models: Push-T with a tabletop manipulator (left), Ego-Centric Grasp and Lift with a G1 humanoid (centre), and E…
- [Coupled Local and Global World Models for Efficient First Order RL](https://x.com/RoboPapers/status/2092642979466915921)
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Source: Robotics insights · https://web-production-180a9.up.railway.app/topics/sensing.md