# What is true on Physical AI?

> Markdown twin of https://roboterminal.app/topics/physical-ai · https://roboterminal.app/topics/physical-ai.md

## On this layer

- org — [NVIDIA](https://roboterminal.app/companies/nvidia) (62)
- org — [Figure](https://roboterminal.app/companies/figure) (52)
- org — [Tesla](https://roboterminal.app/companies/tesla) (34)
- org — [Unitree](https://roboterminal.app/companies/unitree) (27)
- org — [Skild AI](https://roboterminal.app/companies/skild) (26)
- org — [Agility](https://roboterminal.app/companies/agility) (25)
- org — [Google](https://roboterminal.app/companies/google) (23)
- org — [BMW](https://roboterminal.app/companies/bmw) (20)
- org — World Labs (17)
- org — OpenAI (16)
- org — [Boston Dynamics](https://roboterminal.app/companies/boston-dynamics) (13)
- org — [Hugging Face](https://roboterminal.app/companies/hugging-face) (13)
- org — [Apptronik](https://roboterminal.app/companies/apptronik) (12)
- org — axis robotics (11)
- org — Agibot (10)
- org — [Physical Intelligence](https://roboterminal.app/companies/pi) (9)
- org — a16z (8)
- regulator — [Fcc](https://roboterminal.app/companies/fcc) (8)
- org — [1x](https://roboterminal.app/companies/1x) (7)
- org — Meta (7)
- org — [SoftBank](https://roboterminal.app/companies/softbank) (7)
- org — XPENG (7)
- org — Anthropic (5)
- org — Sanctuary AI (5)
- org — Seeed Studio (5)
- org — Alibaba (4)
- org — Amazon (4)
- org — Booster Robotics (4)
- org — DYNA Robotics (4)
- org — General Motors (4)
- org — Generalist (4)
- org — GXO (4)
- org — Hyundai (4)
- org — LG (4)
- org — Lightwheel (4)
- org — LimX Dynamics (4)
- org — Microsoft (4)
- org — Nscale (4)
- org — Schaeffler (4)
- org — Veeda AI (4)
- org — video uploads (4)
- org — Waymo (4)
- org — agentic video understanding (3)
- org — app downloads (3)
- org — Callosum (3)
- org — Caterpillar (3)
- org — Deep Robotics (3)
- org — dollars (3)
- org — Engineered Arts (3)
- org — FieldAI (3)
- org — Galbot (3)
- org — Generalist AI (3)
- org — Noble Machines (3)
- org — Oracle (3)
- org — Pollen Robotics (3)
- org — Samsung (3)
- org — Spacex (3)
- org — The University of Hong Kong (3)
- org — Thinking Machines Lab (3)
- org — UnitreeRobotics (3)
- org — VisiveAI (3)
- org — Zhipu (3)
- org — 2077 Ventures (2)
- org — a16z New Media (2)
- org — AGIBOTofficial (2)
- org — Aglaé Lab (2)
- org — AI chip inference cluster (2)
- org — Alloy Robotics (2)
- org — AllSpice.io (2)
- org — Alpha Intelligence Capital (2)
- org — Ambarella (2)
- org — AMI Labs (2)
- org — Applied Intuition (2)
- org — Artémis (2)
- org — Association Familiale Mulliez (2)
- org — Atlas (2)
- org — Avnet (2)
- org — BHW Technologies, Ltd. (2)
- org — Bpifrance Digital Venture (2)
- org — BYD (2)
- org — Cargt (2)
- org — Carnegie Mellon (2)
- org — Cedarware Corp (2)
- org — CELUS (2)
- org — Continuum Labs (2)
- org — DeepSeek (2)
- org — Din Tai Fung (2)
- org — Dojo Five (2)
- org — DynaRobotics (2)
- regulator — european-parliament (2)
- org — Fable (2)
- org — Fetch Robotics (2)
- org — Finite State (2)
- org — Ford Motor Company (2)
- org — Foxglove (2)
- plant — fremont (2)
- org — Gaorong Ventures (2)
- plant — giga-texas (2)
- org — GoogleDeepMind (2)
- org — GPT (2)
- org — Gravis Robotics (2)
- org — Green Hills Software (2)
- org — Groupe Industriel Marcel Dassault (2)
- org — Harmonic Drive (2)
- org — HHMI Janelia (2)
- org — IAR (2)
- org — IDG Capital (2)
- org — Imagimob AB (2)
- org — [Intel](https://roboterminal.app/companies/intel) (2)
- org — Juul Labs Inc. (2)
- org — Khosla Ventures (2)
- org — Lingyi iTech (2)
- org — Mentee Robotics (2)
- org — Mercado Libre (2)
- org — Mercedes-Benz (2)
- org — Microchip Technology (2)
- org — mondorobotics (2)
- org — MosChip Technologies Limited (2)
- org — Nabla (2)
- org — napkin production (2)
- org — NEURA (2)
- org — New Legacy Ventures (2)
- org — Nucleus (2)
- org — Panasonic (2)
- org — Pixomondo (2)
- plant — plant-spartanburg (2)
- org — Proactive International PR (2)
- org — Promise (2)
- org — Publicis Groupe (2)
- org — QNX (2)
- org — Qualcomm (2)
- org — QuEra (2)
- org — Qwen (2)
- org — Qwen3.8-Max-0902 (2)
- org — Radical Ventures (2)
- org — Real-Time Innovations (RTI) (2)
- org — Rheem Manufacturing (2)
- org — Rhoda (2)
- org — ROBOTIS (2)
- org — Runway (2)
- org — Savoir-Faire Linux (2)
- org — SBVA (2)
- org — Scale AI (2)
- org — Sea (2)
- org — Sealevel Systems, Inc. (2)
- org — Shield AI (2)
- org — Soliton Technologies (2)
- org — TASKING USA, LLC (2)
- org — Temasek (2)
- org — Tencent (2)
- org — Thread Group (2)
- org — tokens processed (2)
- org — Toradex (2)
- org — total paid out (2)
- org — total payment (2)
- org — Toyota Motor Manufacturing Canada (2)
- org — Toyota Ventures (2)
- org — training data (2)
- org — Uber (2)
- org — UBTech (2)
- org — Universal Robots (2)
- org — Wayve (2)
- org — weekly active contributors (2)
- org — weekly active users (2)
- org — Wibu-Systems USA (2)
- org — X Square Robot (2)
- org — X-Humanoid (2)
- org — XPENG Robotics (2)
- org — ZEBOX Ventures (2)
- org — Zeroth Bridge (2)
- org — Zhejiang University (2)
- org — アスター (2)
- org — 燈 (2)
- plant — 秋田県横手市 (2)
- org — 3D inkjet printing (1)
- org — 3D reconstruction (1)
- org — ACE Robotics (1)
- org — adaptation time for new robot embodiments (1)
- org — ADLINK (1)
- org — ADLINK_IoT (1)
- org — Advanced Micro Devices Inc (1)
- org — Aeva Technologies Inc (1)
- org — AgiBot World platform comprises over 1 million trajectories. (1)
- org — Agibot's performance in the World Humanoid Robot Games. (1)
- org — Agile Robots (1)
- org — AGILINKai (1)
- plant — agility-robotics-robofab-facility (1)
- org — Aigen (1)
- org — Aimalysheva (1)
- org — Alloy Robotics funding (1)
- org — Alphabet (1)
- plant — amazon-warehouses (1)
- org — Ambarella Inc (1)
- org — AMD (1)
- org — AMD Ventures (1)
- org — AMI Labs funding (1)
- org — Amount raised by AMI Labs in funding. (1)
- org — Anduril (1)
- org — Another engagement measure on the post. (1)
- org — Another engagement metric. (1)
- org — Antioch (1)
- org — Apple (1)
- org — Aramco (1)
- org — Archetype AI (1)
- org — articulated assets (1)
- org — Asimov (1)
- org — Astribot (1)
- org — Atlas model for spatial intelligence. (1)
- org — Atlas performance (1)
- org — ATOMS (1)
- org — AUKI (1)
- org — Avala (1)
- org — AVENCO (1)
- org — average per-step success (1)
- org — average performance improvement of policies using the dataset. (1)
- org — AVERI (1)
- org — AVITA (1)
- org — AWS (1)
- org — Axis Robotics ranking (1)
- org — badges for contributions in the AXIS campaign. (1)
- org — Bank of America (1)
- org — Bedrock (1)
- org — Beningo Embedded Group (1)
- org — Binance (1)
- org — bipedal humanoids production (1)
- org — BlackRock (1)
- plant — BMW Spartanburg (1)
- plant — bmw-factory (1)
- plant — bmw-spartanburg (1)
- plant — bmw-spartanburg-plant (1)
- org — Bosch (1)
- org — Boston Hardware Studios (1)
- org — bottlenecks for scaling intelligent robots. (1)
- org — BrainCo (1)
- org — BrightMaster Robotics (1)
- org — Bronze medals won by Agibot. (1)
- org — C4 Ventures (1)
- plant — california-mega-factory (1)
- org — carbon reduction (1)
- org — Cardinal Group (1)
- org — CareIT (1)
- org — Carnegie Mellon integration time (1)
- org — Caterpillar's operational data. (1)
- org — CATL (1)
- org — Cerebras (1)
- org — Cerebras WSEs needed for reasonable concurrency of 256 requests. (1)
- org — Cerebras WSEs needed for running a large model. (1)
- org — CERN (1)
- org — CGNX (1)
- org — Changan (1)
- org — chemistry (1)
- org — CHERY (1)
- org — Chery Automobile (1)
- org — China National Petroleum (1)
- org — China Southern Power Grid (1)
- org — China Telecom (1)
- regulator — china’s-ministry-of-industry-and-information-technology (1)
- org — Churchill Capital XI (1)
- org — Citic Securities (1)
- org — CJ Logistics (1)
- org — claimed humanoid $/hour (low) (1)
- org — Clone Robotics (1)
- org — Cloudflare (1)
- org — Cognex (1)
- org — Cognex Corp (1)
- org — Columbia University (1)
- org — commitment on data and compute (1)
- org — commitment to data and compute for the next 12 months (1)
- org — Compute requirements for humanoids. (1)
- org — Contact CI (1)
- org — contracted orders (1)
- org — Cooley LLP (1)
- org — CopilotKit (1)
- org — Cosmicbrainai (1)
- org — cost of infrastructure (1)
- org — Cost of the GR-1 humanoid (1)
- org — Cover (1)
- org — crowns (1)
- org — Cruise (1)
- org — Current hours of available data for training robots. (1)
- org — Current throughput of valid trajectories collected per hour. (1)
- org — CXMT (1)
- org — CXMT's IPO performance (1)
- org — Cycle time for completing a plug insertion. (1)
- org — cycle time for the insertion task (1)
- org — Dandy (1)
- org — data centers. (1)
- org — data collection (1)
- org — data efficiency comparison (1)
- org — Datadog (1)
- org — DeepgramAI (1)
- org — Delivery timeline for a data center. (1)
- org — Delta in cost due to supply chain differences (1)
- org — Demonstrations collected for the tasks. (1)
- org — deployments of Spot (1)
- org — development timeline of Moby. (1)
- org — development timeline reduction. (1)
- org — Dexmal (1)
- org — Diligent Robotics (1)
- org — Direct wafer paths reduction in latency. (1)
- org — DiscoLoopAI (1)
- org — Disney Research (1)
- org — Dobot (1)
- org — DoorDash (1)
- org — Doosan Bobcat (1)
- org — downloads (1)
- org — DROID dataset robot interaction data (1)
- org — Drones owned by the Pentagon (1)
- plant — dubai-museum-of-the-future (1)
- org — Dusty Robotics (1)
- org — Dyna (1)
- org — DYNA Robotics Inc. (1)
- org — Dyna-1 (1)
- org — Dyna-2 (1)
- org — Dynamo Ventures (1)
- org — E-Commerce Bench (1)
- org — eastworlds_io (1)
- org — economic gains (1)
- org — electric vehicle makers building humanoids (1)
- org — Embodied AI model (1)
- org — episodes in RoboLab evaluation (1)
- org — Equinor (1)
- org — ESA (1)
- org — estimated revenue in 2026 (1)
- regulator — europe (1)
- org — Event Duration (1)
- org — examples for adapting to new robotic embodiments. (1)
- org — Exor Seeds (1)
- org — external funding round (1)
- org — factory capacity (1)
- plant — factory-in-china (1)
- org — fal (1)
- org — Fanuc (1)
- org — Fanuc America (1)
- org — FEV Consulting (1)
- org — Fictiv (1)
- org — Field AI (1)
- org — FieldAI-powered robot (1)
- org — fiftyyears (1)
- org — Figure03 features a cooking and organizing function. (1)
- org — FigureAI (1)
- org — filtered simulation episodes (1)
- org — Flash (1)
- org — Flexion Robotics (1)
- org — FORT Robotics (1)
- org — Foundation (1)
- org — [Fourier Intelligence](https://roboterminal.app/companies/fourier) (1)
- org — Fraunhofer (1)
- org — Fudan University (1)
- org — funding for the humanoid company (1)
- org — Further engagement measure on the post. (1)
- org — G1 humanoid grasp and lift task (1)
- org — GAC (1)
- org — Galbot G1 swept the three most challenging scenario competitions at #WHRG: Home, Catering, and Retail. (1)
- org — Galbot Robotics (1)
- org — GalbotRobotics (1)
- org — Gamma Robotics (1)
- org — Geely Auto (1)
- org — GEN-1.5 can learn new tasks in a few seconds. (1)
- org — GEN-1.5 model capabilities (1)
- org — General Catalyst (1)
- org — general purpose robot foundation model (1)
- org — GeneralistAI (1)
- org — Genesis AI (1)
- org — GGUF conversion and quantization (1)
- org — global market forecast for humanoid robots by 2027 (1)
- org — gold medals won at the World Humanoid Robot Games (1)
- org — Gold medals won by Agibot. (1)
- org — GoldmanSachs (1)
- regulator — government-of-the-republic-of-serbia (1)
- org — Gritt (1)
- org — Grok (1)
- org — Groq (1)
- plant — group-plant-leipzig (1)
- org — GrubMarket (1)
- regulator — guangxi-regional-government (1)
- org — H3 Max Turbo (1)
- plant — hams-hall-plant (1)
- org — hardware design (1)
- org — Hark (1)
- org — Harvard University (1)
- org — HCVC (1)
- plant — herzogenaurach (1)
- org — Hexagon AB (1)
- org — historic crime scenes (1)
- org — Honda (1)
- org — Horizon Robotics (1)
- org — humanoid market (1)
- org — Humanoid robots (1)
- org — Humanoid robots procurement (1)
- org — humanoid robots shipped in 2025 (1)
- org — humanoids built (1)
- org — Hydra-0 training (1)
- org — Hyper3D (1)
- org — Hyundai Atlas annual target (1)
- org — ICE's spending on robots. (1)
- org — ICL scaling gains over language prompting are moderate for seen tasks. (1)
- org — IEEE Robotics and Automation Society (1)
- org — IEEE Spectrum (1)
- org — IHMC (1)
- org — Index contributor payments (1)
- org — Index uploads (1)
- org — industrial robots installed in China (1)
- org — industrial robots installed in the US (1)
- org — Infineon (1)
- org — insertion trials conducted over 40 minutes (1)
- org — Integration of robotic components. (1)
- org — Intuitive Surgical (1)
- org — investment in Veeda (1)
- org — iRobot (1)
- org — Irregular (1)
- org — issue of IEEE Spectrum (1)
- plant — j-hrti-kanto-data-factory-in-narashino,-chiba (1)
- org — Japan's postal service (1)
- org — JD.com (1)
- org — JINGDONG Industrials (1)
- regulator — justice-department (1)
- org — Kawasaki Heavy Industries (1)
- plant — lackawanna-energy-center (1)
- regulator — land-transport-authority-singapore (1)
- plant — las-vegas-sphere (1)
- org — Lattice Semiconductor (1)
- org — LDV Capital (1)
- org — Leju Robotics (1)
- org — Li Auto (1)
- org — LightOrigins (1)
- org — Lightspeed (1)
- org — likes on Seohong Park's post (1)
- org — Lincoln (1)
- org — Linker Vision (1)
- plant — liuzhou-training-center (1)
- org — Long-horizon unseen tasks (1)
- org — Lotus Cars (1)
- org — Madison Air (1)
- org — MagicLab (1)
- org — manipulation tasks (1)
- org — ManusMeta (1)
- org — Manycore Tech (1)
- org — MarathonMP (1)
- org — Marble (1)
- org — market share of Chinese firms in humanoids. (1)
- org — market size for Autonomous AI (1)
- org — Matic (1)
- org — Max tasks available per day during the campaign. (1)
- org — maximum number of times a user can complete the same task. (1)
- org — McAfee (1)
- org — McKinsey & Company (1)
- org — Mecka (1)
- org — memory manufacturer capacity (1)
- org — MERPHI (1)
- org — Meta and Muse Spark 1.3 performance upgrade (1)
- regulator — meti (1)
- org — Microduck (1)
- org — Microduck's cost associated with RAM (1)
- org — Milk Road Pro (1)
- org — Mind Robotics (1)
- org — MiniMax (1)
- regulator — ministry-of-economy,-trade-and-industry-(meti) (1)
- regulator — ministry-of-science-and-ict (1)
- org — Minth Group (1)
- plant — minth-metal-parts-majur (1)
- org — MIPS, by GF (1)
- org — MISUMI (1)
- org — MIT (1)
- org — MLCommons (1)
- org — Mobileye (1)
- org — Moby deployment in a semiconductor facility. (1)
- org — Model merge process (1)
- org — model size (1)
- org — Morgan Stanley (1)
- org — MorganStanley (1)
- org — Mostik (1)
- org — Motherboard Labs (1)
- org — MP Materials (1)
- org — Munari (1)
- org — Muse (1)
- plant — nasa-kennedy-space-center (1)
- org — National Council for Social Security Fund (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 — NEC (1)
- regulator — nedo (1)
- org — Nemotron 3.5 Lightning on Jetson AGX Thor (1)
- org — NEO (1)
- org — NeoSigma (1)
- org — Neura Robotics (1)
- org — Newlab (1)
- org — Nexthop AI (1)
- org — Niron Magnetics (1)
- org — Nissan (1)
- plant — nissan-tcat (1)
- org — NobleMachines (1)
- org — Noom (1)
- org — Norbert Health (1)
- org — NotionHQ (1)
- org — NSF (1)
- org — NSF award (1)
- org — Number of contributors for the engine on Base. (1)
- org — Number of downloads of the Index platform. (1)
- org — Number of global contributors and collected trajectories on the platform. (1)
- org — number of objects in AgiBot World. (1)
- org — Number of tasks published. (1)
- org — NVIDIARobotics (1)
- org — Ondas Inc (1)
- org — ONDS (1)
- org — OpenMined (1)
- org — operational stock of industrial robots in China (1)
- org — operational stock of industrial robots in the US (1)
- org — Optimi (1)
- org — Orders for NEO (1)
- org — OUST (1)
- org — Ouster Inc (1)
- org — outsetcap (1)
- org — Owkin (1)
- org — Parasoft (1)
- org — Patient acceptance rate. (1)
- org — payments made (1)
- org — payments made through Index (1)
- org — payments to data creators (1)
- org — payouts (1)
- org — PEAQ (1)
- regulator — pennsylvania-governor-josh-shapiro (1)
- org — perception system (1)
- org — Perceptron (1)
- org — Perceptron AI (1)
- org — perceptroninc (1)
- org — performance comparison (1)
- org — performance improvement of the proposed policy over prior arts. (1)
- org — Performance metric for model. (1)
- org — performance of Dyna-2 (1)
- org — performance of S1 compared to VLAs (1)
- org — performance of S1 on novel tasks (1)
- org — Peridio (1)
- org — Personal investment by XPENG founder and co-president (1)
- org — physical AI data delivered (1)
- org — Pink Robotics (1)
- org — PiPER (1)
- org — Pollen (1)
- org — Ports connecting NPUs within the rack. (1)
- org — Ports connecting to the network of switches. (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 — previous performance of Dyna-1 (1)
- org — PrismaX (1)
- org — proception (1)
- org — production facilities (1)
- org — production requirement for napkins (1)
- org — production requirements for napkins (1)
- org — Projected cost drop for humanoid robots. (1)
- org — Projected growth in revenue from physical AI. (1)
- org — Projected shortage of healthcare staff. (1)
- org — projected spending (1)
- org — prototype (1)
- org — PSYONIC (1)
- org — Qatar Investment Authority (1)
- org — QuEra controller success rate (1)
- org — Qwen3.5-4B on Jetson Orin Nano (1)
- org — Racepoint Global (1)
- org — rallies (1)
- org — Red Cat Holdings (1)
- org — Reflect V1.0 from Flexion Robotics. (1)
- org — Regal Rexnord (1)
- org — Renesas (1)
- org — replies on Seohong Park's post (1)
- org — retweets on Seohong Park's post (1)
- org — Ricursive Intelligence (1)
- org — Rivian (1)
- org — RLWRLD (1)
- org — RLWRLD_ai (1)
- org — RobbyAnt (1)
- org — RoboCup 2025 (1)
- plant — robofab (1)
- org — RoboSense (1)
- org — robot data collection (1)
- org — robot deployment (1)
- org — robot interaction data from the DROID dataset (1)
- org — robot learning economics (1)
- org — robot programming (1)
- org — robot training (1)
- org — robot trajectories (1)
- plant — robot-park (1)
- org — Robotera (1)
- plant — robotics-industrial-park (1)
- org — Robots & Startups by Andra Keay. (1)
- org — Rockwell Automation (1)
- org — ROSCon Global 2026 (1)
- plant — roselab,-toulouse,-france (1)
- org — S1 compared to current VLA models (1)
- org — S1 model capabilities (1)
- org — S1 robot foundation model (1)
- org — S1's accuracy compared to conventional VLA models. (1)
- org — S1's accuracy with one example compared to current VLA models (1)
- org — S1's performance on manipulation tasks (1)
- org — SAGE-10K dataset (1)
- org — SAIC (1)
- org — SambaNova (1)
- org — sanctuary (1)
- org — Saronic (1)
- org — Scale AI data delivery (1)
- org — Schaeffler’s agreement with Humanoid (1)
- org — Science Robotics (1)
- org — SDLC process rewriting (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 — Sequoia Capital (1)
- org — Sequoia's fundraising (1)
- org — Serena Capital (1)
- org — Seres (1)
- org — Series A funding for Norbert Health. (1)
- org — Serve Robotics (1)
- plant — shanghai (1)
- org — Shanghai AI Lab (1)
- org — Shanghai Innovation Institute (1)
- org — ShuoYangAIR (1)
- org — Silver medals won by Agibot. (1)
- org — sim-to-real gap (1)
- org — Simulated robot bodies (1)
- org — Singapore AI Safety Institute (1)
- org — Skydio (1)
- org — SMRT (1)
- org — Solomon (1)
- org — Sony (1)
- regulator — south-korea-ministry-of-planning-and-budget (1)
- org — SpaceXAI (1)
- plant — spartanburg (1)
- org — speedup in generative performance (1)
- org — Stanford University (1)
- org — status of physical AI companies (1)
- org — Stretch (1)
- org — subscribers (1)
- org — Subscribers to Robots & Startups. (1)
- org — Subscribers to SemiAnalysis. (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 — Symbotic Inc (1)
- org — Synopsys (1)
- org — System 0 (1)
- org — System 1 (1)
- org — target action-loss (1)
- org — Target valid hours of data per month from the Mobile Ego-Centric App. (1)
- org — tasks available in RoboLab. (1)
- org — tasks from the Humanoid Olympics (1)
- org — technia (1)
- org — Techniahq (1)
- org — TeleAI (1)
- org — teleoperation for new tasks (1)
- org — teleoperation hours (1)
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- org — Tencent Holdings (1)
- org — TER (1)
- org — Teradyne Inc (1)
- org — the 2026 World Humanoid Robot Games (1)
- org — the future of humanoids in robotics. (1)
- org — the number of competition categories in the 2026 World Humanoid Robot Games (1)
- org — The number of engagements (e.g. likes, shares) on the post. (1)
- org — the number of humanoid robots within the next decade (1)
- org — the number of processes that PrismaX helps to structure. (1)
- org — the number of tasks performed by operators. (1)
- org — the number of teams in the 2026 World Humanoid Robot Games (1)
- org — the process flow of how PrismaX operates. (1)
- org — the project stand not just as a piece of marketing, but as a vision statement: a world built by the very technology that made it possible. (1)
- org — the release of the September issue of the magazine. (1)
- org — TheSanctuaryAI (1)
- org — time taken for the robot to autonomously run the task (1)
- org — Timeline for the plant potting task. (1)
- org — Top vendor positions in global humanoid shipments. (1)
- org — Total capital raised by Norbert Health. (1)
- org — total memory demand with 1 million humanoid robots (1)
- org — total memory demand with 10 million humanoid robots (1)
- org — Total number of trajectories collected. (1)
- org — Total number of videos collected by Index. (1)
- org — total payments made (1)
- org — Total points per reward cycle. (1)
- org — Total points reserved for Binance Keyless Wallet users. (1)
- org — total production of humanoid robots (1)
- org — Total robotic systems procurement (1)
- org — Total trajectories in the engine. (1)
- org — total views of the post. (1)
- org — Toyota (1)
- org — Toyota Canada (1)
- org — Toyota Research Institute (1)
- org — training duration (1)
- org — training hours for LDA-1B model (1)
- org — training needed for current VLA models to match S1's accuracy (1)
- org — training video hours (1)
- org — transaction valuation (1)
- org — TranscEngram (1)
- org — TRON 2 (1)
- org — TRON K.K. (1)
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- org — UC Berkeley (1)
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- org — UMAC (1)
- org — UMI (1)
- org — UMI and teleoperation in robotics (1)
- org — Unitree上市估值 (1)
- org — units (1)
- regulator — us-government (1)
- org — UT Austin (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 — valuation (1)
- org — Valuation of robotics startup Generalist. (1)
- org — Veeda (1)
- org — venture funding into physical AI (1)
- org — vercel (1)
- org — video generation (1)
- org — videos uploaded (1)
- org — Views on the post (1)
- org — VR demo at Greg's house. (1)
- org — wafer (1)
- org — Wafer's funding announcement. (1)
- org — weekly active users for data collection (1)
- org — Wing (1)
- org — Wing_VC (1)
- org — Wonik Robotics (1)
- org — xAI (1)
- org — Xiaomi Technology (1)
- org — Xiaomi Technology robots deployment (1)
- org — XPeng Motors (1)
- org — XPENG Robotics funding (1)
- org — XPENG's robotics funding (1)
- org — Xpeng’s robotics unit raised (1)
- org — XSquareRobot (1)
- org — Xynova (1)
- plant — yangji-olive-young (1)
- org — ycombinator (1)
- org — Zebra (1)
- org — Zeroth Robotics (1)
- org — ZiNovaLabs (1)
- org — Zite (1)
- org — 三菱電機 (1)
- org — 出資 (1)
- org — 北京人形机器人创新中心有限公司 (1)
- regulator — 国家发展改革委 (1)
- org — 宇树科技 (1)
- org — 开发者大会参与人数 (1)
- org — 燈がアスターに出資する計画 (1)
- org — 特斯拉 (1)

## Who captures

- @smsehy (44)
- NVIDIA (40)
- Figure (33)
- Tesla (19)
- Skild AI (16)
- OpenAI (13)
- World Labs (13)
- Google (12)
- Unitree (12)
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- @stretchcloud (9)
- Agility (9)
- @Scobleizer (5)
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- Seeed Studio (4)
- Boston Dynamics (4)
- Meta (4)
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- @continuumlabs_ (3)
- Dyna Robotics (3)
- @gupta_abhinav_ (3)
- https://www.facebook.com/48576411181 (3)
- Joseph Amigo, Rooholla Khorrambakht, Nicolas Mansard, Ludovic Righetti (3)
- Qwen (2)
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- UnitreeRobotics (2)
- XPeng (2)
- 1X Technologies (2)
- DynaRobotics (2)
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- Promise (2)
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- AMI Labs (2)
- BrightMaster Robotics (1)
- Asimov (1)
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- @martin_casado (1)
- IEEE Spectrum (1)
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- TeleAI (1)
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- @binarybits (1)
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- Neura Robotics (1)
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- Morgan Stanley (1)
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- ZiNovaLabs (1)
- Norbert Health (1)
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- sanctuary (1)
- wafer (1)
- Robert Scoble (1)
- Fanuc (1)
- eastworlds_io (1)
- https://x.com/ChongZzZhang (1)
- Hyper3D (1)
- Perceptron AI (1)
- Schaeffler (1)
- @NVIDIARobotics (1)
- SMRT (1)
- technia (1)
- Runway (1)
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- GalbotRobotics (1)
- @GoingBallistic5 (1)
- TheSanctuaryAI (1)
- RLWRLD_ai (1)
- Hyundai (1)
- @realgalleryx (1)
- @SongShuran (1)
- https://x.com/LerrelPinto (1)
- @du_maximilian (1)
- Generalist (1)
- https://x.com/poezhao0605 (1)
- FigureAI (1)
- Eduardo Baptista,Ju-min Park (1)
- Cerebras (1)
- @Kirkland_Ellis (1)
- Dyna (1)
- DYNA Robotics Inc. (1)
- UT Austin (1)
- Perceptron (1)
- AGIBOTofficial (1)
- pollen robotics (1)
- Xiaomi Technology (1)
- UBTech (1)
- https://x.com/ErenChenAI (1)
- @NewsHumanoid (1)
- Galbot Robotics (1)
- Dynamo Ventures (1)
- Cosmicbrainai (1)
- @dredgefactory (1)
- https://x.com/huaijiangzhu (1)
- Nissan (1)
- https://x.com/adcock_brett (1)
- rhoda (1)
- @SkildAI (1)
- Optimi (1)
- Foxglove (1)
- @spaceandtech_ (1)
- NEURA (1)
- 北京人形机器人创新中心有限公司 (1)
- sundayrobotics (1)
- @EdmondIsARobot (1)
- XPeng Motors (1)
- https://x.com/bmontxna (1)
- https://x.com/seohong_park (1)
- https://x.com/RoboPapers (1)
- @TheHumanoidHub (1)
- https://x.com/theworldlabs (1)
- GeneralistAI (1)
- https://x.com/Majumdar_Ani (1)
- @DrJimFan (1)
- Dandy (1)
- Flexion Robotics (1)
- Booster Robotics (1)
- Mecka (1)
- PrismaX (1)
- Skild AI Team (1)
- https://x.com/Sylviaposts (1)
- https://x.com/randallmbriggs (1)
- <a href= (1)
- Stanford University (1)
- Kevin Black (1)
- Edmond (1)
- Diligent Robotics (1)

## Sourced numbers

- **Engineered Arts:** 250 units
  - _"@engineeredarts_ has quietly deployed over 250 humanoid units across 30+ countries."_
  - Source: [@engineeredarts_ on X](https://x.com/engineeredarts_/status/2095817458095673451)
- **Engineered Arts:** 3 units
  - _"deployed over 250 humanoid units across 30+ countries."_
  - Source: [@engineeredarts_ on X](https://x.com/engineeredarts_/status/2095817458095673451)
- **Thinking Machines Lab:** $1billion
  - _"Thinking Machines Lab is in talks to raise $1 billion at a $40 billion pre-money valuation, according to The Information."_
  - Source: [@stretchcloud on X](https://x.com/stretchcloud/status/2095624626084716955)
- **Thinking Machines Lab:** $1billion
  - _"Thinking Machines Lab is in talks to raise $1 billion at a $40 billion pre-money valuation, according to The Information."_
  - Source: [@stretchcloud on X](https://x.com/stretchcloud/status/2095624626084716955)
- **H3 Max Turbo:** $0.01
  - _"a $0.01/s video generation endpoint makes AI video economically viable for things like product demo generation, marketing content pipelines, and real-time synthetic data."_
  - Source: [@stretchcloud on X](https://x.com/stretchcloud/status/2095304264994177524)
- **Zeroth Bridge:** 12 units
  - _"At 88 cm tall and 12 kg, it can walk, jump, dance and even do backflips."_
  - Source: [@HumanoidsHQ on X](https://x.com/HumanoidsHQ/status/2095243001429701002)
- **Zeroth Bridge:** $1,322
  - _"The Geek Edition costs $1,322 and is designed for developers, research, education and robotics competitions."_
  - Source: [@HumanoidsHQ on X](https://x.com/HumanoidsHQ/status/2095243001429701002)
- **Meta and Muse Spark 1.3 performance upgrade:** $0
  - _"Mark Zuckerberg calling it "frontier performance almost too cheap to meter.""_
  - Source: [@TheRundownAI on X](https://x.com/TheRundownAI/status/2095234538267877768)
- **VR demo at Greg's house.:** 1 units
  - _"I just had the demo. F***ing amazing!"_
  - Source: [@Scobleizer on X](https://x.com/Scobleizer/status/2095228981071212746)
- **3D reconstruction:** 25.3 units
  - _"Atlas claims mean AbsRel error of 25.3, better than specialist tools built for that task."_
  - Source: [@stretchcloud on X](https://x.com/stretchcloud/status/2095225248774029545)
- **ROSCon Global 2026:** 15 units
  - _"ROSCon Global 2026 is the fifteenth annual flagship developer conference for the Robot Operating System (ROS) community."_
  - Source: [NVIDIA at ROSCon 2026 | Toronto, Canada](https://x.com/NVIDIARobotics/status/2095225245657432263)
- **manipulation tasks:** 120 units
  - _"across 120 language-conditioned manipulation tasks"_
  - Source: [@NVIDIARobotics on X](https://x.com/NVIDIARobotics/status/2095179991650644018)
- **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)
- **Caterpillar's operational data.:** 0 units
  - _"Caterpillar has something AI startups can’t easily manufacture: millions of machines, job sites, failures, and operating hours."_
  - Source: [Wall St Engine on X: "CATERPILLAR PARTNERS WITH FIELDAI ON PHYSICAL AI

$CAT is working with FieldAI to bring AI-powered autonomy and robotics into jobsites and factories, using Caterpillar’s operational data, FieldAI’s robot foundation models and NVIDIA technologies.

Early applications include au… / X](https://x.com/CKCapitalxx/status/2095141910465618065)
- **valuation of Unitree:** $1,200
  - _"companies like Unitree reach valuations exceeding 1,200x earnings"_
  - Source: [@10xthinker on X](https://x.com/10xthinker/status/2095127748188741887)
- **Optimus Gen 2 cost estimation:** $45,500
  - _"Morgan Stanley estimates building an Optimus Gen 2 costs $45,500 using China's supply chain, versus $131,800 without it."_
  - Source: [@smsehy on X](https://x.com/smsehy/status/2095119584890085731)
- **Optimus Gen 2 cost estimation:** $45,500
  - _"Morgan Stanley estimates building an Optimus Gen 2 costs $45,500 using China's supply chain, versus $131,800 without it."_
  - Source: [@smsehy on X](https://x.com/smsehy/status/2095119584890085731)
- **Delta in cost due to supply chain differences:** $86,300
  - _"That $86,300 delta is not simply raw neodymium pricing."_
  - Source: [@smsehy on X](https://x.com/smsehy/status/2095119584890085731)
- **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)
- **XPENG:** $900M
  - _"XPENG raised more than $900M at a $6.3B valuation."_
  - Source: [XMAQUINA on X: "Humanoid Digest: August

Another humanoid company made its public market debut this month, while the World Humanoid Robot Games in Beijing delivered another successful showcase for the industry.

Here’s what happened 🧵" / X](https://x.com/xmaquina/status/2095059161176482257)
- **Qwen3.8-Max-0902:** 2,400 units
  - _"2.4T parameters."_
  - Source: [Chubby♨️ on X: "wtf Qwen 3.8 has been updated to version 0902 and is now almost at the same level as Fable 5 in benchmarks.

The interesting two aspects:

1) For such significant jumps, it seems that you don't even change the version number anymore (no Qwen 3.9), rather the development happens so q… / X](https://x.com/stretchcloud/status/2095220210999664739)
- **Qwen3.8-Max-0902:** 1,000,000 units
  - _"1M context tokens."_
  - Source: [Chubby♨️ on X: "wtf Qwen 3.8 has been updated to version 0902 and is now almost at the same level as Fable 5 in benchmarks.

The interesting two aspects:

1) For such significant jumps, it seems that you don't even change the version number anymore (no Qwen 3.9), rather the development happens so q… / X](https://x.com/stretchcloud/status/2095220210999664739)
- **Compute requirements for humanoids.:** 0 units
  - _"Sizing on-chip memory buffers to prevent bus saturation during continuous high-rate tactile policy execution directly dictates compute bill of materials."_
  - Source: [@smsehy on X](https://x.com/smsehy/status/2095050686904062063)
- **The number of engagements (e.g. likes, shares) on the post.:** 279 units
  - _"279"_
  - Source: [Nic Cruz Patane on X: "The @Tesla Cybercab is launching this week.

Good luck to Waymo." / X](https://x.com/chris_j_paxton/status/2095218065705443682)
- **Another engagement measure on the post.:** 586 units
  - _"586"_
  - Source: [Nic Cruz Patane on X: "The @Tesla Cybercab is launching this week.

Good luck to Waymo." / X](https://x.com/chris_j_paxton/status/2095218065705443682)
- **Further engagement measure on the post.:** 7,000 units
  - _"7K"_
  - Source: [Nic Cruz Patane on X: "The @Tesla Cybercab is launching this week.

Good luck to Waymo." / X](https://x.com/chris_j_paxton/status/2095218065705443682)
- **Another engagement metric.:** 521 units
  - _"521"_
  - Source: [Nic Cruz Patane on X: "The @Tesla Cybercab is launching this week.

Good luck to Waymo." / X](https://x.com/chris_j_paxton/status/2095218065705443682)
- **badges for contributions in the AXIS campaign.:** 14 units
  - _"First, 5 new badges have been added, bringing the total to 14."_
  - Source: [Omai Leidi (3/3) on X: "Happy Wednesday frens👋

Everyone is watching the race to build better robots. 
I’m starting to think the real race is the data teaching those robots how to act.

I’ve been digging into @axisrobotics, and it changed how I look at the space.

At first glance, AXIS looks like… / X](https://x.com/OperationsPLS/status/2095167309207982333)
- **economic gains:** $10
  - _"10x economic gains from robotics."_
  - Source: [@OdinsDeposition on X](https://x.com/OdinsDeposition/status/2094978240360104022)
- **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 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)
- **Event Duration:** 1 hrs
  - _"Wednesday, September 2, 1:00pm - 2:00pm (CDT)"_
  - Source: [Accelerate Computational Engineering and Robotics With NVIDIA Warp | AddEvent](https://x.com/NVIDIARobotics/status/2094890158160072939)
- **performance comparison:** 2 units
  - _"2x faster than Opus 5 while using half the tokens"_
  - Source: [Yuchen Jin on X: "Even if most AI labs are benchmark-maxxing now, Fable 5.1 still looks like an insane jump.

From Anthropic’s blog:
- Found a 1-in-a-million crash Millennium’s team couldn’t explain for 4–5 years
- 2x faster than Opus 5 while using half the tokens

Big if true." / X](https://x.com/pstAsiatech/status/2095219413431529817)
- **Gemini models' efficiency in video analysis:** 88 units
  - _"They can now analyze videos with better accuracy while using up to 88% fewer tokens."_
  - Source: [Google DeepMind on X: "We’re bringing agentic video understanding to our latest Gemini models.

They can now analyze videos with better accuracy while using up to 88% fewer tokens. 🧵" / X](https://x.com/GoogleDeepMind/status/2094840179676660097)
- **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)
- **Subscribers to Robots & Startups.:** 10,000 units
  - _"Over 10,000 subscribers"_
  - Source: [Learning about robots from science fiction - by Andra Keay](https://x.com/svrobo/status/2094817830696821174)
- **Nvidia's acquisition of Hugging Face.:** $12.9Billion
  - _"Nvidia agrees to buy Hugging Face for $12.9 Billion"_
  - Source: [Learning about robots from science fiction - by Andra Keay](https://x.com/svrobo/status/2094817830696821174)
- **ICE's spending on robots.:** $2million
  - _"ICE plans to spend $2 million on dog-like robots for immigration enforcement"_
  - Source: [Learning about robots from science fiction - by Andra Keay](https://x.com/svrobo/status/2094817830696821174)
- **Valuation of robotics startup Generalist.:** $3B
  - _"Robotics startup Generalist reaches $3B valuation"_
  - Source: [Learning about robots from science fiction - by Andra Keay](https://x.com/svrobo/status/2094817830696821174)
- **Wafer's funding announcement.:** $40M
  - _"We’re excited to announce that we’ve raised a $40M Series A!"_
  - Source: [wafer on X: "We’re excited to announce that we’ve raised a $40M Series A!

co-led by @MarathonMP and @chemistry, with participation from @Wing_VC, @AMD Ventures, @outsetcap, @fiftyyears, and @ycombinator, and our existing investors doubling down on @wafer_ai. we are also joined by an incredible lis… / X](https://x.com/frontrunvc/status/2094841271244247488)
- **tasks from the Humanoid Olympics:** 3 units
  - _"A startup called Physical Intelligence solved several of them three months later."_
  - Source: [Timothy B. Lee on X: "Last year roboticist Benjie Holson created the "Humanoid Olympics," a list of tasks that are trivial for humans but hard for robots. A startup called Physical Intelligence solved several of them three months later. But there were some big caveats!" / X](https://x.com/binarybits/status/2094806517471965456)
- **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)
- **data collection:** 200 hrs
  - _".@eastworlds_io is producing 200 hours of humanoid teleop data every week, making it the largest @UnitreeRobotics G1 data source outside China."_
  - Source: [@0xconglomerate on X](https://x.com/0xconglomerate/status/2094734524563464428)
- **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)
- **estimated revenue in 2026:** $2,900,000,000
  - _"FactSet-estimated revenue ramp from RMB 2.9bn in 2026E to RMB 4.9bn in 2027E."_
  - Source: [@OptionKing666 on X](https://x.com/OptionKing666/status/2094638592253370646)
- **Google DeepMind's RT-2 model:** 2 units
  - _"it achieved nearly double the performance on novel tasks compared to its predecessor, RT-1."_
  - Source: [smartfitguide on X: "Google DeepMind's RT-2 model treats robot actions as text tokens. By co-fine-tuning pre-trained Vision-Language Models with robotic data, it achieved nearly double the performance on novel tasks compared to its predecessor, RT-1. #AI" / X](https://x.com/bareani21645/status/2094613978739593316)
- **AI chip inference cluster:** 100,000 units
  - _"It already has 100k domestic AI chip inference cluster & plan to increase significantly over next 6 months."_
  - Source: [tphuang on X: "GLM-6 disclosed - more parameter &amp; lower activation ratio &amp; inference cost &amp; improved post training expected. Model to make self training decisions

Expecting significant increased domestic compute addition in next 3 to 6 months. Using self owned, leased &amp; purchased c… / X](https://x.com/tphuang/status/2094601178684264502)
- **tokens processed:** 62,000,000 units
  - _"It did 62T tokens in 6 days w/ Ox Alpha"_
  - Source: [tphuang on X: "GLM-6 disclosed - more parameter &amp; lower activation ratio &amp; inference cost &amp; improved post training expected. Model to make self training decisions

Expecting significant increased domestic compute addition in next 3 to 6 months. Using self owned, leased &amp; purchased c… / X](https://x.com/tphuang/status/2094601178684264502)
- **AI chip inference cluster:** 100,000 units
  - _"It already has 100k domestic AI chip inference cluster & plan to increase significantly over next 6 months."_
  - Source: [tphuang on X: "How it views its own models in terms of the kind of tasks them can do. GLM-5.3 in terms of long time horizon work is still short of 1 wk, need at least 1 month to be autonomous.

Flash is the 1st one to use domestic chips &amp; have low cost + intelligence to support long tasks." / X](https://x.com/tphuang/status/2094601170102747138)
- **tokens processed:** 62,000 units
  - _"It did 62T tokens in 6 days w/ Ox Alpha"_
  - Source: [tphuang on X: "How it views its own models in terms of the kind of tasks them can do. GLM-5.3 in terms of long time horizon work is still short of 1 wk, need at least 1 month to be autonomous.

Flash is the 1st one to use domestic chips &amp; have low cost + intelligence to support long tasks." / X](https://x.com/tphuang/status/2094601170102747138)
- **market size for Autonomous AI:** $30,000,000,000
  - _"last step having 30T mkt size according to Show more"_
  - Source: [tphuang on X: "How it views its own models in terms of the kind of tasks them can do. GLM-5.3 in terms of long time horizon work is still short of 1 wk, need at least 1 month to be autonomous.

Flash is the 1st one to use domestic chips &amp; have low cost + intelligence to support long tasks." / X](https://x.com/tphuang/status/2094601170102747138)
- **Funding for Skild AI:** $1.7billion
  - _"Skild has raised nearly $1.7 billion since its founding in 2023 to develop a general-purpose robot brain."_
  - Source: [The Robot Report: Skild AI unveils S1 robot foundation model | AI Understanding](https://x.com/aiuorg/status/2094602992565522608)
- **Robots & Startups by Andra Keay.:** 10,000 units
  - _"Over 10,000 subscribers"_
  - Source: [Learning about robots from science fiction - by Andra Keay](https://x.com/svrobo/status/2094576047589060990)
- **data centers.:** 50 units
  - _"Currently 50% of US states are restricting data centers due to sudden public backlash against them."_
  - Source: [Learning about robots from science fiction - by Andra Keay](https://x.com/svrobo/status/2094576047589060990)
- **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)
- **Ports connecting NPUs within the rack.:** 7 units
  - _"Seven ports are used to connect other NPUs on the same tray over flyover cables."_
  - Source: [@SemiAnalysis_ on X](https://x.com/SemiAnalysis_/status/2094530958124847449)
- **Ports connecting to the network of switches.:** 4 units
  - _"This leaves the remaining 4 ports to connect to a network of low-radix-switches in the backplane for further intra-rack connectivity."_
  - Source: [@SemiAnalysis_ on X](https://x.com/SemiAnalysis_/status/2094530958124847449)
- **Schaeffler’s agreement with Humanoid:** 1,000,000 units
  - _"covering a seven-digit number of units."_
  - Source: [The hardest problem in physical AI may be the magnet, not the model](https://thenextweb.com/news/physical-ai-hardest-problem-magnet-not-model-crma-schaeffler)
- **humanoids shipped by Figure:** 1,000 units
  - _"has already shipped 1,000+ humanoids."_
  - Source: [@Astra1Byte on X](https://x.com/Astra1Byte/status/2094493801410662483)
- **@johnkoetsier 2094485667409760625:** $10B
  - _"$10B"_
  - Source: [NVIDIA's robot business is already worth $10 billion/year, and China is its best customer | HumanoidHub](https://x.com/johnkoetsier/status/2094485667409760625)
- **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)
- **Qwen3.5-4B on Jetson Orin Nano:** 100 units
  - _"The example uses 100 samples and 30 steps so you can complete it quickly."_
  - Source: [Optimize Models with Unsloth | Jetson AI Lab](https://x.com/NVIDIARobotics/status/2094480283135316182)
- **Nemotron 3.5 Lightning on Jetson AGX Thor:** 44.8 hrs
  - _"On Jetson AGX Thor, the three training steps completed in 44.8 seconds and saved a 438 MB adapter."_
  - Source: [Optimize Models with Unsloth | Jetson AI Lab](https://x.com/NVIDIARobotics/status/2094480283135316182)
- **Model merge process:** 14 units
  - _"The tested merge produced 14 model shards totaling 65.8 GB."_
  - Source: [Optimize Models with Unsloth | Jetson AI Lab](https://x.com/NVIDIARobotics/status/2094480283135316182)
- **GGUF conversion and quantization:** $63.2
  - _"The tested export produced a 63.2 GB BF16 GGUF and a 24.5 GB Q4\K\M GGUF."_
  - Source: [Optimize Models with Unsloth | Jetson AI Lab](https://x.com/NVIDIARobotics/status/2094480283135316182)
- **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)
- **Agibot's performance in the World Humanoid Robot Games.:** 46 units
  - _"Agibot finished #1 in both golds and total medals, with 18 gold, 16 silver and 12 bronze, 46 medals altogether."_
  - Source: [@ruima on X](https://x.com/ruima/status/2094468785591964066)
- **Gold medals won by Agibot.:** 18 units
  - _"Agibot finished #1 in both golds and total medals, with 18 gold, 16 silver and 12 bronze, 46 medals altogether."_
  - Source: [@ruima on X](https://x.com/ruima/status/2094468785591964066)
- **Silver medals won by Agibot.:** 16 units
  - _"Agibot finished #1 in both golds and total medals, with 18 gold, 16 silver and 12 bronze, 46 medals altogether."_
  - Source: [@ruima on X](https://x.com/ruima/status/2094468785591964066)
- **Bronze medals won by Agibot.:** 12 units
  - _"Agibot finished #1 in both golds and total medals, with 18 gold, 16 silver and 12 bronze, 46 medals altogether."_
  - Source: [@ruima on X](https://x.com/ruima/status/2094468785591964066)
- **humanoid robots shipped in 2025:** 5,500 units
  - _"unitree shipped 5,500 humanoid robots in 2025 – more than tesla, figure ai and agility robotics combined."_
  - Source: [@thehypedotnews on X](https://x.com/thehypedotnews/status/2094464209895424198)
- **total production of humanoid robots:** 6,500 units
  - _"total production exceeded 6,500 units."_
  - Source: [@thehypedotnews on X](https://x.com/thehypedotnews/status/2094464209895424198)
- **global market forecast for humanoid robots by 2027:** 100,000 units
  - _"counterpoint forecasts the global market hitting 100,000 units by 2027 – 6x the 2025 numbers."_
  - Source: [@thehypedotnews on X](https://x.com/thehypedotnews/status/2094464209895424198)
- **@0xconglomerate 2094460816947081633:** $399
  - _"$399"_
  - Source: [@0xconglomerate on X](https://x.com/0xconglomerate/status/2094460816947081633)
- **@0xconglomerate 2094460816947081633:** $1
  - _"$1 "_
  - Source: [@0xconglomerate on X](https://x.com/0xconglomerate/status/2094460816947081633)
- **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)
- **@ycombinator fall cohort companies:** 5 units
  - _"5 @ycombinator fall cohort companies across Compute, Energy, Hardware and DevTools."_
  - Source: [@frontrunvc on X](https://x.com/frontrunvc/status/2094448223775494221)
- **Microduck's cost associated with RAM:** $15
  - _"even with only 1 GB of RAM, the memory alone is already 10–15% of Microduck's total price."_
  - Source: [@Thom_Wolf on X](https://x.com/Thom_Wolf/status/2094427670528311750)
- **@mushman1970 2094416619275473057:** $90M
  - _"$90M"_
  - Source: [Veeda AI Raises $90M Seed to Build "The Matrix" for Physical AI - WOWTALE](https://x.com/mushman1970/status/2094416619275473057)
- **Demonstrations collected for the tasks.:** 100 units
  - _"For each task, we collect 100 teleoperated demonstrations at 30 FPS and fully fine-tune the pretrained π0.5 policy."_
  - Source: [GitHub - hku-sail/StreamPI: StreamPI: Streaming Multimodal Temporal Modeling for Vision-Language-Action Models · GitHub](https://x.com/DexRobotics/status/2094411289380765788)
- **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)
- **humanoids:** 1,000 units
  - _"has built 1,000+ humanoids"_
  - Source: [Biti8 on X: "Four years ago, @Figure_robot didn’t even have a robot.

Today, it’s valued at $39B, has built 1,000+ humanoids, deployed robots at BMW, built its own AI models, manufacturing infrastructure and a global data collection network.

What impresses me most is the speed.

Figure isn’t build… / X](https://x.com/adcock_brett/status/2094462666798723307)
- **Agility operations spending:** $100million
  - _"it says it spent about $100 million last year on operations."_
  - Source: [Oregon robotics company says the industry needs a reality check: ‘I really want to pop that bubble’ - oregonlive.com](https://x.com/agilityrobotics/status/2094466317411872857)
- **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)
- **humanoid market:** 5 units
  - _"Humanoid TAM forecast increased by ~5x."_
  - Source: [@ParadisLabs on X](https://x.com/ParadisLabs/status/2094377565079081352)
- **carbon reduction:** 1,780 units
  - _"Through smarter supply-demand matching and logistics optimisation, JINGDONG Industrials helps customers reduce unnecessary transportation and resource waste."_
  - Source: [JD.com, Inc.](https://x.com/SlavaOPs/status/2094352372558410095)
- **Number of humanoids built by Figure.:** 1,000 units
  - _"has built more than 1,000 humanoids"_
  - Source: [How Figure Became the Biggest Name in Robotics | XMAQUINA DAO](https://x.com/xmaquina/status/2094334389979373824)
- **Number of BMW X3s produced with Figure's help.:** 30,000 units
  - _"contributed to the production of 30,000 BMW X3s."_
  - Source: [How Figure Became the Biggest Name in Robotics | XMAQUINA DAO](https://x.com/xmaquina/status/2094334389979373824)
- **Number of downloads of the Index platform.:** 264,000 units
  - _"Index had already reached 264,000 downloads across 108 countries"_
  - Source: [How Figure Became the Biggest Name in Robotics | XMAQUINA DAO](https://x.com/xmaquina/status/2094334389979373824)
- **Total number of videos collected by Index.:** 16,000,000 units
  - _"collected 16 million videos."_
  - Source: [How Figure Became the Biggest Name in Robotics | XMAQUINA DAO](https://x.com/xmaquina/status/2094334389979373824)
- **Agility's Digit's operation hours:** 65000 hrs
  - _"Agility’s Digit already accumulating 65,000+ hours of real-world operation."_
  - Source: [@Tanminhday on X](https://x.com/Tanminhday/status/2094317736214372428)
- **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)
- **Atlas performance:** 1 units
  - _"Atlas just carried a loaded refrigerator."_
  - Source: [Deepnewsai on X: "Atlas just carried a loaded refrigerator.

Boston Dynamics’ humanoid robot uses real-time AI control to balance, adjust its posture, and handle heavy loads.

Source: X/BostonDynamics

Follow @deepnewsai for more AI updates.

#PhysicalAI #Robotics #Humanoid #AI" / X](https://x.com/deepnewsai/status/2094273760111268170)
- **gemini-robotics-er-2-preview paid price input per 1M tokens:** $2.00
  - _"ER 2 Preview paid $2.00 input / $10.00 output per 1M tokens"_
  - Source: [Gemini Robotics ER 1.6 shutdown date Aug 31, 2026; replacement ER 2](https://ai.google.dev/gemini-api/docs/deprecations)
- **gemini-robotics-er-2-preview paid price output per 1M tokens:** $2.00
  - _"ER 2 Preview paid $2.00 input / $10.00 output per 1M tokens"_
  - Source: [Gemini Robotics ER 1.6 shutdown date Aug 31, 2026; replacement ER 2](https://ai.google.dev/gemini-api/docs/deprecations)
- **Skild cumulative raise:** $1.7billion
  - _"raised nearly $1.7 billion"_
  - Source: [Skild AI unveils S1 robot foundation model; ~$1.7B raised](https://www.therobotreport.com/skild-ai-unveils-s1-flagship-robot-foundation-model/)
- **venture funding into physical AI:** $47.4B
  - _"Global venture funding into physical AI hit $47.4B across 521 deals in H1 2026 — nearly 4x the prior half."_
  - Source: [@davidcao01 on X](https://x.com/davidcao01/status/2094201331011518541)
- **Sequoia's fundraising:** $10B
  - _"Sequoia raised $10B four months after a $7B raise, explicitly reframing its thesis from "algorithms to atoms""_
  - Source: [@davidcao01 on X](https://x.com/davidcao01/status/2094201331011518541)
- **SoftBank's investment in Skild AI:** $1.4B
  - _"SoftBank led a $1.4B Series C into robotics firm Skild AI, tripling its valuation to $14B in seven months"_
  - Source: [@davidcao01 on X](https://x.com/davidcao01/status/2094201331011518541)
- **teleoperation hours:** 100000 hrs
  - _"Skild says the equivalent training data took to collect."_
  - Source: [@Robot_AIsignals on X](https://x.com/Robot_AIsignals/status/2094201246987034914)
- **average per-step success:** 66 units
  - _"Skild reports 66% average per-step success on unseen tasks against 9% for a language-prompted baseline, once pre-training reaches 100,000 hours (company claim, internal evaluation)."_
  - Source: [@Robot_AIsignals on X](https://x.com/Robot_AIsignals/status/2094201246987034914)
- **Index uploads:** 16,000,000 units
  - _"Index has taken 16 million uploads from 108 countries,"_
  - Source: [@Robot_AIsignals on X](https://x.com/Robot_AIsignals/status/2094154690241978745)
- **weekly active contributors:** 44,000 units
  - _"carries 44,000+ weekly active contributors"_
  - Source: [@Robot_AIsignals on X](https://x.com/Robot_AIsignals/status/2094154690241978745)
- **payments made through Index:** $15M
  - _"has paid out $15M — with over $1B committed to data and compute across the next twelve months (company claims)."_
  - Source: [@Robot_AIsignals on X](https://x.com/Robot_AIsignals/status/2094154690241978745)
- **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)
- **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)
- **claimed humanoid $/hour (low):** 10 hrs
  - _"humanoid operating cost ~$10-$12/hour"_
  - Source: [Figure Index + BMW hours: 1,250 factory hours; Index 16M videos / $15M paid](https://investorplace.com/hypergrowthinvesting/2026/08/the-50-trillion-robot-boom-starts-at-10-an-hour/)
- **Figure 02 BMW Spartanburg hours:** 1250 hrs
  - _"logged roughly 1,250 hours of real factory work"_
  - Source: [Figure Index + BMW hours: 1,250 factory hours; Index 16M videos / $15M paid](https://investorplace.com/hypergrowthinvesting/2026/08/the-50-trillion-robot-boom-starts-at-10-an-hour/)
- **X3s during Figure 02 deployment:** 30,000 units
  - _"supported production of more than 30,000 BMW X3 vehicles"_
  - Source: [Figure Index + BMW hours: 1,250 factory hours; Index 16M videos / $15M paid](https://investorplace.com/hypergrowthinvesting/2026/08/the-50-trillion-robot-boom-starts-at-10-an-hour/)
- **Index contributor payments:** $15million
  - _"Figure paid contributors $15 million"_
  - Source: [Figure Index + BMW hours: 1,250 factory hours; Index 16M videos / $15M paid](https://investorplace.com/hypergrowthinvesting/2026/08/the-50-trillion-robot-boom-starts-at-10-an-hour/)
- **Figure data/compute plan:** $1billion
  - _"plans to spend more than $1 billion on data and computing"_
  - Source: [Figure Index + BMW hours: 1,250 factory hours; Index 16M videos / $15M paid](https://investorplace.com/hypergrowthinvesting/2026/08/the-50-trillion-robot-boom-starts-at-10-an-hour/)
- **Hyundai Atlas annual target:** 30,000 units
  - _"as many as 30,000 Boston Dynamics Atlas robots annually by 2028"_
  - Source: [Figure Index + BMW hours: 1,250 factory hours; Index 16M videos / $15M paid](https://investorplace.com/hypergrowthinvesting/2026/08/the-50-trillion-robot-boom-starts-at-10-an-hour/)
- **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)
- **electric vehicle makers building humanoids:** 0 units
  - _"They already build batteries, motors & AI."_
  - Source: [mete on X: "EV makers building humanoids

🇺🇸 Tesla | Optimus
🇨🇳 XPENG | IRON
🇨🇳 BYD | Xiao Di
🇨🇳 CHERY | Mornine

They already build batteries, motors &amp; AI.

Humanoids reuse same industrial stack.

That’s how they’re able to move so fast." / X](https://x.com/VaderResearch/status/2093776317728620621)
- **XPENG's robotics funding:** $900million
  - _"Its robotics business just raised more than $900 million, reaching a post-money valuation above $6.3 billion."_
  - Source: [@techniahqrobot on X](https://x.com/techniahqrobot/status/2093739174746611828)
- **Personal investment by XPENG founder and co-president:** $100million
  - _"XPENG founder He Xiaopeng and co-president Brian Gu also invested roughly $100 million personally."_
  - Source: [@techniahqrobot on X](https://x.com/techniahqrobot/status/2093739174746611828)
- **Nvidia's revenue from physical AI.:** $10billion
  - _"The business of physical artificial intelligence already generates some $10 billion in annual revenue at Nvidia."_
  - Source: [Nvidia Wants to Run the World’s Robots. China Is an Eager Customer. - WSJ](https://x.com/pstAsiatech/status/2094400792060911848)
- **Projected growth in revenue from physical AI.:** $10
  - _"Chief Executive Jensen Huang says it will grow 10-fold within the next decade."_
  - Source: [Nvidia Wants to Run the World’s Robots. China Is an Eager Customer. - WSJ](https://x.com/pstAsiatech/status/2094400792060911848)
- **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)
- **model size:** 0.5 units
  - _"모델은 π0.5다."_
  - Source: [@realgalleryx on X](https://x.com/realgalleryx/status/2093635683323891741)
- **@VaderResearch 2093601165913067580:** $15M
  - _"$15M"_
  - Source: [@VaderResearch on X](https://x.com/VaderResearch/status/2093601165913067580)
- **@VaderResearch 2093601165913067580:** $1B
  - _"$1B"_
  - Source: [@VaderResearch on X](https://x.com/VaderResearch/status/2093601165913067580)
- **@VaderResearch 2093601165913067580:** $1.
  - _"$1."_
  - Source: [@VaderResearch on X](https://x.com/VaderResearch/status/2093601165913067580)
- **Xpeng’s robotics unit raised:** $900million
  - _"more than $900 million at a post-money valuation of more than $6.3 billion."_
  - Source: [Chinese automakers are following Tesla’s bet that robots are the next big profit machine | TechCrunch](https://x.com/TechCrunch/status/2093480031574016250)
- **Subscribers to SemiAnalysis.:** 180,000 units
  - _"Over 180,000+ Subscribers."_
  - Source: [SemiAnalysis ChipBook](https://x.com/SemiAnalysis_/status/2093440227792585076)
- **Views on the post:** 267,700 units
  - _"267.7KViews"_
  - Source: [Lerrel Pinto on X: "Turns out that doing In-context learning for robots is not that hard..." / X](https://x.com/LerrelPinto/status/2093400831941116254)
- **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)
- **@0xconglomerate 2093373586803478854:** $399
  - _"$399"_
  - Source: [@0xconglomerate on X](https://x.com/0xconglomerate/status/2093373586803478854)
- **@0xconglomerate 2093373586803478854:** $1
  - _"$1 "_
  - Source: [@0xconglomerate on X](https://x.com/0xconglomerate/status/2093373586803478854)
- **Current hours of available data for training robots.:** 2000 hrs
  - _"Today, the industry has roughly 2,000 hours, the best public dataset, Open X-Embodiment."_
  - Source: [Cicada Market Making on X: "https://t.co/26k9SK56mf" / X](https://x.com/axisrobotics/status/2093684446465798629)
- **Number of global contributors and collected trajectories on the platform.:** 150,000 units
  - _"As of late August 2026, the platform has surpassed 150,000 global contributors and collected over 3.7 million trajectories across 4,000+ published tasks."_
  - Source: [Cicada Market Making on X: "https://t.co/26k9SK56mf" / X](https://x.com/axisrobotics/status/2093684446465798629)
- **Current throughput of valid trajectories collected per hour.:** 10,000 units
  - _"Throughput already reaches 10,000 valid trajectories per hour today;"_
  - Source: [Cicada Market Making on X: "https://t.co/26k9SK56mf" / X](https://x.com/axisrobotics/status/2093684446465798629)
- **Target valid hours of data per month from the Mobile Ego-Centric App.:** 10,000 units
  - _"Launching in September 2026 with a target of 10,000+ valid hours of data per month;"_
  - Source: [Cicada Market Making on X: "https://t.co/26k9SK56mf" / X](https://x.com/axisrobotics/status/2093684446465798629)
- **memory manufacturer capacity:** 3 units
  - _"Hearing that a leading memory manufacturer would need three entire years of capacity just to meet current demand is mind-blowing."_
  - Source: [Why Top Founders Are Racing Into AI Infrastructure - YouTube](https://x.com/a16z/status/2093340813174747432)
- **BMW X3 production:** 30,000 units
  - _"Figure 02 helped build 30,000+ BMW X3s in 2025."_
  - Source: [@HumanSapiensX on X](https://x.com/HumanSapiensX/status/2093328847491961125)
- **training data:** 500000 hrs
  - _"The sector has roughly 500,000 hours of high-quality training data."_
  - Source: [Poe Zhao on X: "Reuters just published a special investigation on China's humanoid robot boom. I contributed analysis at three points, and together they form one argument.

Start with pricing. China's capital markets have priced humanoid technology very aggressively. Investors are essentially betti… / X](https://x.com/OperationsPLS/status/2095167359006933341)
- **physical intelligence:** 100000000 hrs
  - _"Industry estimates put the threshold for true physical intelligence at 100 million hours."_
  - Source: [Poe Zhao on X: "Reuters just published a special investigation on China's humanoid robot boom. I contributed analysis at three points, and together they form one argument.

Start with pricing. China's capital markets have priced humanoid technology very aggressively. Investors are essentially betti… / X](https://x.com/OperationsPLS/status/2095167359006933341)
- **bottlenecks for scaling intelligent robots.:** 7 units
  - _"7 bottlenecks stand out:"_
  - Source: [@continuumlabs_ on X](https://x.com/continuumlabs_/status/2093271174012633446)
- **video uploads:** 16,000,000 units
  - _"16M video uploads."_
  - Source: [XMAQUINA on X: "This week @FigureAI launches Index, the largest physical robot training dataset in the world.

30 minutes of video uploads per second.
16M video uploads.
$15M paid to data creators.

Figure says it's committing $1B over the next 12 months on data and compute." / X](https://x.com/xmaquina/status/2093247264823316740)
- **payments to data creators:** $15M
  - _"$15M paid to data creators."_
  - Source: [XMAQUINA on X: "This week @FigureAI launches Index, the largest physical robot training dataset in the world.

30 minutes of video uploads per second.
16M video uploads.
$15M paid to data creators.

Figure says it's committing $1B over the next 12 months on data and compute." / X](https://x.com/xmaquina/status/2093247264823316740)
- **commitment on data and compute:** $1B
  - _"Figure says it's committing $1B over the next 12 months on data and compute."_
  - Source: [XMAQUINA on X: "This week @FigureAI launches Index, the largest physical robot training dataset in the world.

30 minutes of video uploads per second.
16M video uploads.
$15M paid to data creators.

Figure says it's committing $1B over the next 12 months on data and compute." / X](https://x.com/xmaquina/status/2093247264823316740)
- **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)
- **Cerebras WSEs needed for running a large model.:** $20M
  - _"that’s over $20M of CAPEX and 1MW of power consumption before you can get a forward pass on a frontier model."_
  - Source: [Cerebras's Next Generation CS-4: Fast Just Got Faster](https://x.com/SemiAnalysis_/status/2093126657682907547)
- **Cerebras WSEs needed for reasonable concurrency of 256 requests.:** 40 units
  - _"its around 40 systems."_
  - Source: [Cerebras's Next Generation CS-4: Fast Just Got Faster](https://x.com/SemiAnalysis_/status/2093126657682907547)
- **Direct wafer paths reduction in latency.:** 2 hrs
  - _"This makes it easier for the CS-4 to interface with other systems for disaggregated inference setups."_
  - Source: [Cerebras's Next Generation CS-4: Fast Just Got Faster](https://x.com/SemiAnalysis_/status/2093126657682907547)
- **future revenue from Optimus:** 80 units
  - _"80% of the company's value will come from its Optimus robot in the future."_
  - Source: [Optimus Just Entered Production at Fremont. Here's What Changes for Tesla Investors. | The Motley Fool](https://x.com/VanEmmerickKris/status/2094940107484586346)
- **System 1:** 1 hrs
  - _"System 1 turns that into full-body joint targets at 200 Hz."_
  - Source: [@techniahqrobot on X](https://x.com/techniahqrobot/status/2093111545462985101)
- **System 0:** 1 hrs
  - _"System 0 runs at 1,000 Hz constantly adjusting balance, contact and coordination."_
  - Source: [@techniahqrobot on X](https://x.com/techniahqrobot/status/2093111545462985101)
- **transaction valuation:** $2.5B
  - _"Agility’s $2.5B transaction valuation is beginning to look increasingly conservative."_
  - Source: [@jinseongeo83473 on X](https://x.com/jinseongeo83473/status/2093061326516224295)
- **contracted orders:** $300M
  - _"$300M+ in multi-year contracted Digit v5 orders"_
  - Source: [@jinseongeo83473 on X](https://x.com/jinseongeo83473/status/2093061326516224295)
- **external funding round:** $900M
  - _"XPeng Robotics recently raised more than $900M in its first external funding round"_
  - Source: [@jinseongeo83473 on X](https://x.com/jinseongeo83473/status/2093061326516224295)
- **status of physical AI companies:** 0 units
  - _"Most Physical AI companies are still doing lab demos."_
  - Source: [@Rewkang on X](https://x.com/Rewkang/status/2093056014967087389)
- **Funding:** $120M
  - _"DYNA Raises $120M for Physical AGI"_
  - Source: [Careers — DYNA](https://x.com/DynaRobotics/status/2093039154863215022)
- **production requirements for napkins:** 1,500 units
  - _"To keep one Din Tai Fung dining room supplied, a robot has to produce 1,500 table-ready napkins in a day’s shift."_
  - Source: [@DynaRobotics on X](https://x.com/DynaRobotics/status/2093039150509514884)
- **previous performance of Dyna-1:** 480 units
  - _"A year ago, ours managed 480 with Dyna-1."_
  - Source: [@DynaRobotics on X](https://x.com/DynaRobotics/status/2093039150509514884)
- **performance of Dyna-2:** 1,500 units
  - _"Today with Dyna-2, we clear well over 1,500 napkins, 2.7x faster and at higher quality."_
  - Source: [@DynaRobotics on X](https://x.com/DynaRobotics/status/2093039150509514884)
- **Dyna-1:** 1 units
  - _"Twelve months ago, Dyna-1 was the most reliable robot foundation model DEMO published at the time."_
  - Source: [@DynaRobotics on X](https://x.com/DynaRobotics/status/2093039148169154615)
- **Dyna-2:** 1 units
  - _"Today the comparison with Dyna-2 is stark."_
  - Source: [@DynaRobotics on X](https://x.com/DynaRobotics/status/2093039148169154615)
- **napkin production:** 1,500 units
  - _"To keep one Din Tai Fung dining room supplied, a robot has to produce 1,500 table-ready napkins in a day’s shift."_
  - Source: [Dyna Robotics on X: "After so many demos, models, pilots, robots are still struggling to land real deployments with real customers. Until now.

Today we’re excited to share that our robots have successfully crossed the ROI threshold, and Din Tai Fung, one of the highest revenue per location restaur… / X](https://x.com/TheHumanoidHub/status/2093387536962076683)
- **napkin production:** 480 units
  - _"A year ago, ours managed 480 with Dyna-1."_
  - Source: [Dyna Robotics on X: "After so many demos, models, pilots, robots are still struggling to land real deployments with real customers. Until now.

Today we’re excited to share that our robots have successfully crossed the ROI threshold, and Din Tai Fung, one of the highest revenue per location restaur… / X](https://x.com/TheHumanoidHub/status/2093387536962076683)
- **production requirement for napkins:** 1,500 units
  - _"To keep one Din Tai Fung dining room supplied, a robot has to produce 1,500 table-ready napkins in a day’s shift."_
  - Source: [Dyna Robotics on X: "After so many demos, models, pilots, robots are still struggling to land real deployments with real customers. Until now.

Today we’re excited to share that our robots have successfully crossed the ROI threshold, and Din Tai Fung, one of the highest revenue per location restaur… / X](https://x.com/Rewkang/status/2093048258537087479)
- **NSF award:** $30million
  - _"A new $30 million @NSF award will establish the Center for Human and Robot Co-Adaptation at UT Austin."_
  - Source: [UT Austin on X: "A new $30 million @NSF award will establish the Center for Human and Robot Co-Adaptation at UT Austin.

Led by Texas researchers, the new center will advance groundbreaking research into how humans and robots can learn to live and work together.

Another bold step forward for resea… / X](https://x.com/NVIDIARobotics/status/2093080366089429232)
- **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)
- **2026 BMW M2 Base Coupe:** $77,650
  - _"MSRP$77,650Dealer Service Fee$900ETR Fee$199Transparent Price"_
  - Source: [New BMW Cars & SUVs | BMW Dealer Serving Atlanta GA](https://x.com/BMWofAtlanta/status/2092960092014391750)
- **2026 BMW X5 xDrive40i SUV:** $84,095
  - _"MSRP$84,095Dealer Service Fee$900ETR Fee$199Transparent Price"_
  - Source: [New BMW Cars & SUVs | BMW Dealer Serving Atlanta GA](https://x.com/BMWofAtlanta/status/2092960092014391750)
- **2026 BMW 750e xDrive Sedan:** $122,290
  - _"MSRP$122,290Dealer Service Fee$900ETR Fee$199Transparent Price"_
  - Source: [New BMW Cars & SUVs | BMW Dealer Serving Atlanta GA](https://x.com/BMWofAtlanta/status/2092960092014391750)
- **2027 BMW X7 xDrive40i SUV:** $104,110
  - _"MSRP$104,110Dealer Service Fee$900ETR Fee$199Transparent Price"_
  - Source: [New BMW Cars & SUVs | BMW Dealer Serving Atlanta GA](https://x.com/BMWofAtlanta/status/2092960092014391750)
- **2027 BMW X7 xDrive40i SUV:** $99,960
  - _"MSRP$99,960Dealer Service Fee$900ETR Fee$199Transparent Price"_
  - Source: [New BMW Cars & SUVs | BMW Dealer Serving Atlanta GA](https://x.com/BMWofAtlanta/status/2092960092014391750)
- **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)
- **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)
- **Xiaomi Technology robots deployment:** 1 units
  - _"Xiaomi Technology is deploying wheeled and humanoid robots inside its automotive manufacturing facility."_
  - Source: [@ctorobotics on X](https://x.com/ctorobotics/status/2092907471757316439)
- **investment in Veeda:** $90million
  - _"Sanja Fidler quit her job running NVIDIA's Toronto AI lab, started a company three months ago, and has already pulled in $90 million without shipping a single product."_
  - Source: [Shuddhatma Jain on X: "Sanja Fidler quit her job running NVIDIA's Toronto AI lab, started a company three months ago, and has already pulled in $90 million without shipping a single product.

nobody is betting on a robot here. they're betting she can build the world robots learn inside 🧵" / X](https://x.com/decepticons0101/status/2092904684730081387)
- **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)
- **Unitree上市估值:** $66,000,000,000
  - _"中国巨头Unitree上市估值660亿，转眼腰斩，投资人都在追什么？"_
  - Source: [@WWTLitee on X](https://x.com/WWTLitee/status/2092840562143772769)
- **开发者大会参与人数:** 3 hrs
  - _"比去年多了三倍"_
  - Source: [@WWTLitee on X](https://x.com/WWTLitee/status/2092840562143772769)
- **Lingyi iTech:** 10,000 units
  - _"the facility’s first phase set a target of 10,000 embodied-intelligence robots annually, scaling to 500,000 by 2030."_
  - Source: [China can build kung fu-fighting robots. But it can’t get them to do factory work | Reuters](https://x.com/Reuters/status/2093008136097702201)
- **total views of the post.:** 4,400 units
  - _"4.4KViews"_
  - Source: [Eren Chen on X: "GRIT, a humanoid robotics lab in China demos its whole-body control under strong terrain disturbances during teleoperation. 

The robot keeps tracking the operator while stepping over obstacles and maintaining balance.

Pretty robust." / X](https://x.com/ErenChenAI/status/2092835483114213783)
- **@fw_automation:** $75M
  - _"founder's last textile co did $75M"_
  - Source: [@frontrunvc on X](https://x.com/frontrunvc/status/2092809772974137499)
- **Valuation of 1X for majority stake by SoftBank:** $6B
  - _"SoftBank, humanoid robot üreticisi 1X’te çoğunluk hissesi için $6B değerleme üzerinden görüşüyor."_
  - Source: [Ismail | SinyalKatmanı | on X: "SoftBank, humanoid robot üreticisi 1X’te çoğunluk hissesi için $6B değerleme üzerinden görüşüyor. NEO için 10K' dan fazla sipariş var. 

 Son, OpenAI ve AI infra sonrası fiziksel AI’a yükleniyor. Sipariş var ama ticari teslimat ölçeği henüz kanıtlanmadı." / X](https://x.com/sinyalkatmani/status/2092809630002897170)
- **Orders for NEO:** 10,000 units
  - _"NEO için 10K' dan fazla sipariş var."_
  - Source: [Ismail | SinyalKatmanı | on X: "SoftBank, humanoid robot üreticisi 1X’te çoğunluk hissesi için $6B değerleme üzerinden görüşüyor. NEO için 10K' dan fazla sipariş var. 

 Son, OpenAI ve AI infra sonrası fiziksel AI’a yükleniyor. Sipariş var ama ticari teslimat ölçeği henüz kanıtlanmadı." / X](https://x.com/sinyalkatmani/status/2092809630002897170)
- **Digit's operational hours at GXO.:** 65000 hrs
  - _"Digit is already working — 65k+ hours, 100k+ totes at GXO."_
  - Source: [@CapitalSqueez on X](https://x.com/CapitalSqueez/status/2092797538525143505)
- **The number of totes Digit has handled.:** 100,000 units
  - _"Digit is already working — 65k+ hours, 100k+ totes at GXO."_
  - Source: [@CapitalSqueez on X](https://x.com/CapitalSqueez/status/2092797538525143505)
- **Digit's operational hours:** 65000 hrs
  - _"Digit is now across nine customer sites with over 65,000 hours of operation."_
  - Source: [@Coexisteven on X](https://x.com/Coexisteven/status/2092740012739850572)
- **SAGE-10K dataset:** 10,000 units
  - _"The SAGE-10K dataset contains 10,000 generated indoor scenes across 50 room types."_
  - Source: [How to Train a Cross-Embodiment Robot Navigation Policy with AI Agents | NVIDIA Technical Blog](https://x.com/NVIDIARobotics/status/2093381258243895657)
- **GEN-1.5 model capabilities:** 1 units
  - _"Introducing GEN-1.5, a one-shot learner. It can learn new tasks in a few seconds."_
  - Source: [Rhys on X: "Cool to see a bunch of new robotics foundation model releases:

π0.7 from @physical_int 
GEN-1.5 from @generalistAI 
S1 from @SkildAI 

Feels like the GPT-3 moment for robotics. Robot Models are Few-Shot Learners!" / X](https://x.com/RhysLindmark/status/2092684832199639136)
- **S1 model capabilities:** 1 units
  - _"Introducing S1, our new foundation model that learns from one example."_
  - Source: [Rhys on X: "Cool to see a bunch of new robotics foundation model releases:

π0.7 from @physical_int 
GEN-1.5 from @generalistAI 
S1 from @SkildAI 

Feels like the GPT-3 moment for robotics. Robot Models are Few-Shot Learners!" / X](https://x.com/RhysLindmark/status/2092684832199639136)
- **the 2026 World Humanoid Robot Games:** 2,000 units
  - _"The broader 2026 Games reflect the same shift. With more than 2,000 robots, 666 teams, and 51 competition categories, the event now goes well beyond sports, including industrial tasks, precision manipulation, and real-world service scenarios."_
  - Source: [@NewsHumanoid on X](https://x.com/NewsHumanoid/status/2092670377084248351)
- **the number of teams in the 2026 World Humanoid Robot Games:** 666 units
  - _"With more than 2,000 robots, 666 teams, and 51 competition categories, the event now goes well beyond sports, including industrial tasks, precision manipulation, and real-world service scenarios."_
  - Source: [@NewsHumanoid on X](https://x.com/NewsHumanoid/status/2092670377084248351)
- **the number of competition categories in the 2026 World Humanoid Robot Games:** 51 units
  - _"With more than 2,000 robots, 666 teams, and 51 competition categories, the event now goes well beyond sports, including industrial tasks, precision manipulation, and real-world service scenarios."_
  - Source: [@NewsHumanoid on X](https://x.com/NewsHumanoid/status/2092670377084248351)
- **Galbot G1 swept the three most challenging scenario competitions at #WHRG: Home, Catering, and Retail.:** 3 units
  - _"3 GOLD MEDALS."_
  - Source: [@GalbotRobotics on X](https://x.com/GalbotRobotics/status/2092668216296259610)
- **valuation:** $5billion
  - _"carried the company past a $5 billion valuation."_
  - Source: [Humanoids are for marketing, robots are the real business](https://x.com/vector__news/status/2092669106319167753)
- **Veeda AI:** $90M
  - _"the team just raised over $90M in seed funding"_
  - Source: [Open roles with founders hailing from NVIDIA, Citadel, Palantir, and MIT](https://x.com/katiekirsch/status/2092664309528883528)
- **Callosum:** $100M
  - _"Cambridge computational neuroscientists Danyal Akarca and Jascha Achterberg just raised a $100M seed for Callosum"_
  - Source: [Open roles with founders hailing from NVIDIA, Citadel, Palantir, and MIT](https://x.com/katiekirsch/status/2092664309528883528)
- **Callosum:** $10.25M
  - _"This is just 6 months after the team came out of stealth with a $10.25M pre-seed"_
  - Source: [Open roles with founders hailing from NVIDIA, Citadel, Palantir, and MIT](https://x.com/katiekirsch/status/2092664309528883528)
- **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)
- **total payment:** $15M
  - _"Paid $15M to date"_
  - Source: [Brett Adcock on X: "We're now over 43,000 weekly active users collecting data to train Helix, our AI model for F.03 robots

This data collection project, Index, is our answer to the data problem: the largest useful robot training dataset in the world

Extrapolate out, and this is the pretraining ne… / X](https://x.com/_Armitage__/status/2092656782888087910)
- **downloads:** 264,000 units
  - _"264k downloads"_
  - Source: [Brett Adcock on X: "We're now over 43,000 weekly active users collecting data to train Helix, our AI model for F.03 robots

This data collection project, Index, is our answer to the data problem: the largest useful robot training dataset in the world

Extrapolate out, and this is the pretraining ne… / X](https://x.com/_Armitage__/status/2092656782888087910)
- **weekly active users for data collection:** 43,000 units
  - _"We're now over 43,000 weekly active users collecting data to train Helix, our AI model for F.03 robots"_
  - Source: [@adcock_brett on X](https://x.com/adcock_brett/status/2092628102262477268)
- **robot training:** 0 hrs
  - _"the robot couldn't learn from video alone. failed over and over."_
  - Source: [@antopatrex1 on X](https://x.com/antopatrex1/status/2092616347792580997)
- **robot deployment:** 0 units
  - _"you need to deploy robots for robots to get better."_
  - Source: [@antopatrex1 on X](https://x.com/antopatrex1/status/2092616347792580997)
- **Skild AI:** $14B
  - _"$14B valuation."_
  - Source: [@ThomasSmale on X](https://x.com/ThomasSmale/status/2092613535482413228)
- **Physical Intelligence:** $11B
  - _"Physical Intelligence: $11B"_
  - Source: [@ThomasSmale on X](https://x.com/ThomasSmale/status/2092613535482413228)
- **Generalist:** $2B
  - _"$2B to $3B in months, $600M raised"_
  - Source: [@ThomasSmale on X](https://x.com/ThomasSmale/status/2092613535482413228)
- **factory capacity:** 35 units
  - _"35 humanoid robots are already collecting physical interaction data, with capacity for 40."_
  - Source: [@techniahqrobot on X](https://x.com/techniahqrobot/status/2092607582229709221)
- **Unitree IPO valuation:** $66billion
  - _"the company valued at $66 billion after its arrival on China’s equivalent of the Nasdaq."_
  - Source: [Robot brain builders are pushing out of their GPT-2 era | TechCrunch](https://x.com/HarryMellsop/status/2092651092026728509)
- **Optimus production:** 0 units
  - _"the impact on manufacturing and the global workforce could be enormous"_
  - Source: [@HumanoidsHQ on X](https://x.com/HumanoidsHQ/status/2092581039159779485)
- **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)
- **Simulated robot bodies:** 100,000 units
  - _"They trained locomotion across 100,000 simulated robot bodies, which forces the policy to deal with different morphologies instead of just memorizing how one specific robot moves."_
  - Source: [@0xconglomerate on X](https://x.com/0xconglomerate/status/2092554990829379730)
- **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)
- **robot trajectories:** 1 units
  - _"Every task you complete on Axis Hub is a robot trajectory — real training data for real robot policies."_
  - Source: [@axisrobotics on X](https://x.com/axisrobotics/status/2092496995760136399)
- **Total points reserved for Binance Keyless Wallet users.:** 1,500,000 units
  - _"1,500,000 Axis Points."_
  - Source: [Axis Robotics on X: "Axis Robotics x @BinanceWallet is live.

1,500,000 Axis Points. 30 days. Reserved exclusively for Binance Keyless Wallet users.

Teach robots. Sign your data on Base. Get paid in Points from a pool that's entirely separate from the main product.

How it works:" / X](https://x.com/axisrobotics/status/2092496983378506197)
- **Total points per reward cycle.:** 750,000 units
  - _"750,000 per cycle"_
  - Source: [Axis Robotics on X: "Axis Robotics x @BinanceWallet is live.

1,500,000 Axis Points. 30 days. Reserved exclusively for Binance Keyless Wallet users.

Teach robots. Sign your data on Base. Get paid in Points from a pool that's entirely separate from the main product.

How it works:" / X](https://x.com/axisrobotics/status/2092496983378506197)
- **Max tasks available per day during the campaign.:** 20,000 units
  - _"20,000 tasks/day"_
  - Source: [Axis Robotics on X: "Axis Robotics x @BinanceWallet is live.

1,500,000 Axis Points. 30 days. Reserved exclusively for Binance Keyless Wallet users.

Teach robots. Sign your data on Base. Get paid in Points from a pool that's entirely separate from the main product.

How it works:" / X](https://x.com/axisrobotics/status/2092496983378506197)
- **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)
- **app downloads:** 264,000 units
  - _"264K app downloads across 108 countries"_
  - Source: [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2092388111083065555)
- **weekly active contributors:** 44,000 units
  - _"44K weekly active contributors"_
  - Source: [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2092388111083065555)
- **videos uploaded:** 16,000,000 units
  - _"16M videos uploaded, 30 minutes of video ingested every second"_
  - Source: [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2092388111083065555)
- **total paid out:** $15M
  - _"$15M already paid out to contributors"_
  - Source: [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2092388111083065555)
- **commitment to data and compute for the next 12 months:** $1B
  - _"$1B committed to data and compute"_
  - Source: [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2092388111083065555)
- **data efficiency comparison:** 380 units
  - _"Skild S1 is 380 times more data efficient than standard VLA models!"_
  - Source: [@gupta_abhinav_ on X](https://x.com/gupta_abhinav_/status/2092331051041612145)
- **robot learning economics:** $1
  - _"you pay the enormous data bill once during foundation-model training, then amortize it across thousands of new tasks through prompting."_
  - Source: [@rohanpaul_ai on X](https://x.com/rohanpaul_ai/status/2092312459382235407)
- **S1's performance on manipulation tasks:** $380
  - _"one video demonstration provided roughly the benefit of 380 post-training examples!"_
  - Source: [@DeryaTR_ on X](https://x.com/DeryaTR_/status/2092312053272707504)
- **production facilities:** 1 units
  - _"on a humanoid robot already working in production facilities."_
  - Source: [Agility on X: "We're hiring a Senior AI Software Engineer, Reinforcement Learning. Develop and deploy RL policies for locomotion, whole-body control, and manipulation — on a humanoid robot already working in production facilities.

Build with us: https://t.co/b2Gs1xW7st
#Agility" / X](https://x.com/agilityrobotics/status/2092309910793130488)
- **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)
- **video uploads:** 16,000,000 units
  - _"Over 16M video uploads"_
  - Source: [Figure on X: "By the numbers:

→ While in stealth, we crossed 264,000 app downloads
→ Uploading over 30 min of video very second
→ Over 16M video uploads
→ Paid out $15M to date

Weekly active users is now over 43,000" / X](https://x.com/Figure_robot/status/2092305015075729587)
- **payouts:** $15M
  - _"Paid out $15M to date"_
  - Source: [Figure on X: "By the numbers:

→ While in stealth, we crossed 264,000 app downloads
→ Uploading over 30 min of video very second
→ Over 16M video uploads
→ Paid out $15M to date

Weekly active users is now over 43,000" / X](https://x.com/Figure_robot/status/2092305015075729587)
- **weekly active users:** 43,000 units
  - _"Weekly active users is now over 43,000"_
  - Source: [Figure on X: "By the numbers:

→ While in stealth, we crossed 264,000 app downloads
→ Uploading over 30 min of video very second
→ Over 16M video uploads
→ Paid out $15M to date

Weekly active users is now over 43,000" / X](https://x.com/Figure_robot/status/2092305015075729587)
- **@adcock_brett 2092304764684128285:** $39B
  - _"$39B"_
  - Source: [Brett Adcock on X: "We are now on a path to 100x, and are committed to spend over $1B the next 12 months on data and compute

Index is laying the groundwork for ordering robots as a service. Today, you have people coming to help clean your house; eventually, a robot will do everything for you" / X](https://x.com/adcock_brett/status/2092304764684128285)
- **@adcock_brett 2092304764684128285:** $1B
  - _"$1B"_
  - Source: [Brett Adcock on X: "We are now on a path to 100x, and are committed to spend over $1B the next 12 months on data and compute

Index is laying the groundwork for ordering robots as a service. Today, you have people coming to help clean your house; eventually, a robot will do everything for you" / X](https://x.com/adcock_brett/status/2092304764684128285)
- **@adcock_brett 2092304764684128285:** 1,000 units
  - _"1,000+ humanoids"_
  - Source: [Brett Adcock on X: "We are now on a path to 100x, and are committed to spend over $1B the next 12 months on data and compute

Index is laying the groundwork for ordering robots as a service. Today, you have people coming to help clean your house; eventually, a robot will do everything for you" / X](https://x.com/adcock_brett/status/2092304764684128285)
- **general purpose robot foundation model:** 10 units
  - _"a really impressive, ten minute long one from skild."_
  - Source: [@chris_j_paxton on X](https://x.com/chris_j_paxton/status/2092304651995529392)
- **payments made:** $15M
  - _"Paid out $15M to date"_
  - Source: [Figure on X: "The data needed to scale a truly general purpose robots doesn't exist on the internet - it has to come from the real world

For the last 4 months, we’ve been building a Figure-exclusive pipeline to scale data collection at higher throughputs. Today, we’re coming out of stealth" / X](https://x.com/Figure_robot/status/2092304596278694350)
- **@humanoidsdaily 2092317847645032776:** $1B
  - _"$1B"_
  - Source: [Brett Adcock on X: "Introducing Index

Today we're coming out of stealth with Index, the largest &amp; most diverse robot dataset in the world

→ 30min of video uploads/sec
→ 16M video uploads
→ Paid $15M to date
→ 264k downloads

We're committed to spending $1B the next 12 months on data &amp; com… / X](https://x.com/humanoidsdaily/status/2092317847645032776)
- **total payments made:** $15M
  - _"Paid $15M to date"_
  - Source: [Brett Adcock on X: "Introducing Index

Today we're coming out of stealth with Index, the largest &amp; most diverse robot dataset in the world

→ 30min of video uploads/sec
→ 16M video uploads
→ Paid $15M to date
→ 264k downloads

We're committed to spending $1B the next 12 months on data &amp; com… / X](https://x.com/adcock_brett/status/2092303633559982106)
- **app downloads:** 264,000 units
  - _"While in stealth, we crossed 264,000 app downloads"_
  - Source: [Brett Adcock on X: "Introducing Index

Today we're coming out of stealth with Index, the largest &amp; most diverse robot dataset in the world

→ 30min of video uploads/sec
→ 16M video uploads
→ Paid $15M to date
→ 264k downloads

We're committed to spending $1B the next 12 months on data &amp; com… / X](https://x.com/adcock_brett/status/2092303633559982106)
- **projected spending:** 1,000,000,000 units
  - _"We are now on a path to 100x, and are committed to spend over $1B the next 12 months on data and compute"_
  - Source: [Brett Adcock on X: "Introducing Index

Today we're coming out of stealth with Index, the largest &amp; most diverse robot dataset in the world

→ 30min of video uploads/sec
→ 16M video uploads
→ Paid $15M to date
→ 264k downloads

We're committed to spending $1B the next 12 months on data &amp; com… / X](https://x.com/adcock_brett/status/2092303633559982106)
- **total payment:** $15M
  - _"→ Paid $15M to date"_
  - Source: [Brett Adcock on X: "Introducing Index

Today we're coming out of stealth with Index, the largest &amp; most diverse robot dataset in the world

→ 30min of video uploads/sec
→ 16M video uploads
→ Paid $15M to date
→ 264k downloads

We're committed to spending $1B the next 12 months on data &amp; com… / X](https://x.com/HumanoidInvest/status/2092397968041066740)
- **video uploads:** 16,000,000 units
  - _"uploaded 16 million videos"_
  - Source: [Figure on X: "Introducing Index

Today we're coming out of stealth with the largest and most diverse robot dataset to scale general purpose robots

To date we've crossed 264,000 app downloads and uploaded 16 million videos" / X](https://x.com/stretchcloud/status/2092379241476247839)
- **total paid out:** $15M
  - _"Paid out $15M to date"_
  - Source: [Figure on X: "Introducing Index

Today we're coming out of stealth with the largest and most diverse robot dataset to scale general purpose robots

To date we've crossed 264,000 app downloads and uploaded 16 million videos" / X](https://x.com/stretchcloud/status/2092379241476247839)
- **weekly active users:** 43,000 units
  - _"Weekly active users is now over 43,000"_
  - Source: [Figure on X: "Introducing Index

Today we're coming out of stealth with the largest and most diverse robot dataset to scale general purpose robots

To date we've crossed 264,000 app downloads and uploaded 16 million videos" / X](https://x.com/stretchcloud/status/2092379241476247839)
- **video uploads:** 16,000,000 units
  - _"uploaded 16 million videos"_
  - Source: [Figure on X: "Introducing Index

Today we're coming out of stealth with the largest and most diverse robot dataset to scale general purpose robots

To date we've crossed 264,000 app downloads and uploaded 16 million videos" / X](https://x.com/Figure_robot/status/2092303621392376314)
- **S1 robot foundation model:** 1 units
  - _"Skild has released S1, a robot foundation model where you specify the task with a video demonstration instead of a language instruction."_
  - Source: [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2092301463989203250)
- **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)
- **performance of S1 compared to VLAs:** 0 units
  - _"For known tasks, S1 can match the performance of language-prompted VLAs."_
  - Source: [@SkildAI on X](https://x.com/SkildAI/status/2092300854359625814)
- **performance of S1 on novel tasks:** 0 units
  - _"For novel tasks, S1 exponentially outperforms any existing language-prompted VLAs as we scale the pre-training."_
  - Source: [@SkildAI on X](https://x.com/SkildAI/status/2092300854359625814)
- **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)
- **S1's accuracy compared to conventional 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: "The first time S1 flipped a pancake, we assumed pancake flipping must have been in its pre-training data.

We searched our whole pre-training data and found no examples of flipping.

S1 inferred the out-of-distribution task from one video prompt." / X](https://x.com/SkildAI/status/2092300848034635790)
- **S1's accuracy with one example compared to current VLA models:** 50 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: "Introducing S1, our new foundation model that learns from one example.

It can be taught 10-minute long tasks that it has never seen before, from one video prompt without any fine-tuning.

Watch S1 operate in real-time via in-context learning:" / X](https://x.com/Scobleizer/status/2092306192773345691)
- **training needed for current VLA models to match S1's accuracy:** 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: "Introducing S1, our new foundation model that learns from one example.

It can be taught 10-minute long tasks that it has never seen before, from one video prompt without any fine-tuning.

Watch S1 operate in real-time via in-context learning:" / X](https://x.com/SkildAI/status/2092300842900865389)
- **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)
- **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)
- **subscribers:** 10,000 units
  - _"Andra Keay does a lot of work describing how the development of robotics will shape our future. Her weekly posts are detailed and meticulously written."_
  - Source: [ACTUATE takeaways and inside the FCC bans - by Andra Keay](https://x.com/svrobo/status/2092251964759278046)
- **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)
- **Figure AI Figure 02:** 90,000 units
  - _"achieving 90,000+ parts at over 99% placement accuracy."_
  - Source: [Lucian Fogoros on X: "Figure AI's Figure 02 logged 1,250+ hours at BMW Spartanburg loading sheet-metal parts into welding fixtures, achieving 90,000+ parts at over 99% placement accuracy. Agility Robotics Digit accumulated 65,000+ hours across 9 commercial facilities." / X](https://x.com/fogoros/status/2092220806512185607)
- **Agility Robotics Digit:** 65000 hrs
  - _"Agility Robotics Digit accumulated 65,000+ hours across 9 commercial facilities."_
  - Source: [Lucian Fogoros on X: "Figure AI's Figure 02 logged 1,250+ hours at BMW Spartanburg loading sheet-metal parts into welding fixtures, achieving 90,000+ parts at over 99% placement accuracy. Agility Robotics Digit accumulated 65,000+ hours across 9 commercial facilities." / X](https://x.com/fogoros/status/2092220806512185607)
- **industrial robots installed in China:** 276,000 units
  - _"China installed roughly 276,000 industrial robots last year."_
  - Source: [@GordonJohnson19 on X](https://x.com/GordonJohnson19/status/2092187012283437167)
- **industrial robots installed in the US:** 38,000 units
  - _"The US installed about 38,000."_
  - Source: [@GordonJohnson19 on X](https://x.com/GordonJohnson19/status/2092187012283437167)
- **operational stock of industrial robots in China:** 2,000,000 units
  - _"China's operational stock is roughly 2 million units against our 394,000."_
  - Source: [@GordonJohnson19 on X](https://x.com/GordonJohnson19/status/2092187012283437167)
- **operational stock of industrial robots in the US:** 394,000 units
  - _"China's operational stock is roughly 2 million units against our 394,000."_
  - Source: [@GordonJohnson19 on X](https://x.com/GordonJohnson19/status/2092187012283437167)
- **market share of Chinese firms in humanoids.:** 100 units
  - _"Chinese firms shipped something like 80% of the world's humanoids and hold ~85% of the market."_
  - Source: [@GordonJohnson19 on X](https://x.com/GordonJohnson19/status/2092187012283437167)
- **cost of infrastructure:** 7 units
  - _"NEURA Gym delivers it at up to 7x lower cost."_
  - Source: [NEURA Gym: Physical AI Training and Infrastructure | NEURA](https://x.com/NEURARobotics/status/2092183035747700844)
- **@maganjot79705 2092155986027110708:** $300
  - _"$300 "_
  - Source: [@maganjot79705 on X](https://x.com/maganjot79705/status/2092155986027110708)
- **CXMT's IPO performance:** 466 units
  - _"Shares of CXMT soared 466% in their Shanghai debut last month."_
  - Source: [China robot maker Unitree's post-listing slump sparks bubble fears | Reuters](https://x.com/MI_Investments/status/2092596473850687835)
- **app downloads:** 264,000 units
  - _"we've crossed 264,000 app downloads across 100+ countries"_
  - Source: [Introducing Index: Building The World’s Largest and Most Diverse Physical Dataset](https://www.figure.ai/news/introducing-index)
- **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)
- **bipedal humanoids production:** 20 units
  - _"US is producing small batches of 10-20 for R&D while China is shipping tens of thousands."_
  - Source: [b on X: "@cixliv is it true though that even if we solve manufacturing in the US we will still rely on China for rare earth minerals" / X](https://x.com/JulianSaks/status/2092272420468011515)
- **likes on Seohong Park's post:** 128 units
  - _"128"_
  - Source: [Seohong Park on X: "Behavioral cloning mystery

https://t.co/VqxzvcfGSx

I wrote a new blog post about "mysteries" in behavioral cloning that appear with real-world robot data (e.g., overfitting is "good"). I also tried to demystify them and shared my thoughts!" / X](https://x.com/svlevine/status/2092464628815241618)
- **retweets on Seohong Park's post:** 1,000 units
  - _"1K"_
  - Source: [Seohong Park on X: "Behavioral cloning mystery

https://t.co/VqxzvcfGSx

I wrote a new blog post about "mysteries" in behavioral cloning that appear with real-world robot data (e.g., overfitting is "good"). I also tried to demystify them and shared my thoughts!" / X](https://x.com/svlevine/status/2092464628815241618)
- **replies on Seohong Park's post:** 888 units
  - _"888"_
  - Source: [Seohong Park on X: "Behavioral cloning mystery

https://t.co/VqxzvcfGSx

I wrote a new blog post about "mysteries" in behavioral cloning that appear with real-world robot data (e.g., overfitting is "good"). I also tried to demystify them and shared my thoughts!" / X](https://x.com/svlevine/status/2092464628815241618)
- **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)
- **articulated assets:** 27 units
  - _"TaskGen now includes a library of 27 articulated object families (4 variants each)."_
  - Source: [@axisrobotics on X](https://x.com/axisrobotics/status/2091797746114244876)
- **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)
- **historic crime scenes:** 10 units
  - _"to recreate ten historic crime scenes that no longer existed."_
  - Source: [From Archive to Production: A Hybrid Workflow with Marble | World Labs](https://x.com/theworldlabs/status/2090479434927411551)
- **Marble:** 16 units
  - _"From 16K LED volumes to real-time production workflows, here are a few ways Marble is being used in virtual production and VFX ↓"_
  - Source: [World Labs on X: "Viewing these worlds at full scale on an LED stage is mesmerizing.

From 16K LED volumes to real-time production workflows, here are a few ways Marble is being used in virtual production and VFX ↓" / X](https://x.com/theworldlabs/status/2090479433417380319)
- **GEN-1.5 can learn new tasks in a few seconds.:** 1 units
  - _"Introducing GEN-1.5, a one-shot learner."_
  - Source: [Anirudha Majumdar on X: "Very cool work, Pete! I'm curious if you've tried an extreme version of this: no in-context example at all; just place objects in front of the robot and see if it can infer the task. 

I suspect this will have non-trivial success rates, which would also allow you to figure … / X](https://x.com/peteflorence/status/2090592251286335962)
- **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)
- **Figure03 features a cooking and organizing function.:** 1 units
  - _"Figure03, powered by Helix 2, is more like a household helper."_
  - Source: [Nova on X: "This was few months ago. I wonder how capable they are now 👀🤖 @figureonsol @Figure_robot @adcock_brett" / X](https://x.com/adcock_brett/status/2092094383843926099)
- **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)
- **Axis Robotics ranking:** 3 units
  - _"Finally, we’ve made it into the Top 3 DApps on @Base."_
  - Source: [Axis Robotics on X: "Finally, we’ve made it into the Top 3 DApps on @Base.

Base is the hub for Physical AI. 🤖" / X](https://x.com/axisrobotics/status/2090317609514508558)
- **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)
- **the number of processes that PrismaX helps to structure.:** 1 units
  - _"PrismaX transforms this evaluation into a structured process, helping participants evaluate and improve robotics data at scale."_
  - Source: [Nick Rotenberg on X: "📢 Why Human Expertise Matters
When I first discovered @PrismaXai it wasn't just the robots that attracted me.

I was intrigued by the idea that people from anywhere in the world could help train them.

Physical AI needs more than just powerful hardware. It needs human experti… / X](https://x.com/PrismaXai/status/2092755916248731703)
- **the number of tasks performed by operators.:** 1 units
  - _"Every teleoperation task is more than controlling a robot."_
  - Source: [Nick Rotenberg on X: "📢 Why Human Expertise Matters
When I first discovered @PrismaXai it wasn't just the robots that attracted me.

I was intrigued by the idea that people from anywhere in the world could help train them.

Physical AI needs more than just powerful hardware. It needs human experti… / X](https://x.com/PrismaXai/status/2092755916248731703)
- **the process flow of how PrismaX operates.:** 1 units
  - _"The idea is simple: Operators create -> Validators verify -> AI learns -> Robots improve."_
  - Source: [Nick Rotenberg on X: "📢 Why Human Expertise Matters
When I first discovered @PrismaXai it wasn't just the robots that attracted me.

I was intrigued by the idea that people from anywhere in the world could help train them.

Physical AI needs more than just powerful hardware. It needs human experti… / X](https://x.com/PrismaXai/status/2092755916248731703)
- **dollars:** $66billion
  - _"Unitree Robotics surges 629% to US$66 billion valuation in Shanghai share debut Stock jumps as first listing by humanoid robo"_
  - Source: [Unitree Robotics surges 629% to US$66 billion valuation in Shanghai share debut | South China Morning Post](https://x.com/pcdoctor_kam/status/2092172641079537915)
- **dollars:** $9,800,000
  - _"Shanghai share debut Stock jumps as first listing by humanoid robot maker draws 9.8 million retail investment accounts competing for just 9.7 million shares. @SCMPNews http"_
  - Source: [Unitree Robotics surges 629% to US$66 billion valuation in Shanghai share debut | South China Morning Post](https://x.com/pcdoctor_kam/status/2092172641079537915)
- **dollars:** $9,700,000
  - _"oid robot maker draws 9.8 million retail investment accounts competing for just 9.7 million shares. @SCMPNews https://www.scmp.com/tech/tech-trends/article/3364499/unitree-"_
  - Source: [Unitree Robotics surges 629% to US$66 billion valuation in Shanghai share debut | South China Morning Post](https://x.com/pcdoctor_kam/status/2092172641079537915)
- **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)
- **ICL scaling gains over language prompting are moderate for seen tasks.:** 7 units
  - _"But unseen tasks experience a 7× performance improvement."_
  - Source: [Introducing S1: In-Context Learning for Robotics | Skild AI](https://x.com/deepakpathak/status/2093512202083086641)
- **Timeline for the plant potting task.:** 11 hrs
  - _"The time from demonstration to autonomous execution was 11 minutes."_
  - Source: [Introducing S1: In-Context Learning for Robotics | Skild AI](https://x.com/deepakpathak/status/2093512202083086641)
- **SDLC process rewriting:** 0 units
  - _"The agents won’t be enhancing each step of the SDLC—they will be rewriting the SLDC themselves."_
  - Source: [AME Agent Swarms Quietly Rewrite the Workflow - IEEE Spectrum](https://spectrum.ieee.org/amd-agent-swarms)
- **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)
- **Optimus as a product potential:** $0
  - _"Elon has repeatedly framed Optimus as potentially the biggest product of all time—far larger than cars—because it targets labor itself."_
  - Source: [Alternate Jones on X: "FWIW, I asked Grok 4.5 and Fable 5 the following: If a company first develops digital ASI and then uses it to engineer general-purpose humanoid robots, which company would be easier to disrupt: Tesla or SpaceX?

Grok 4.5 (Expert): **Tesla is easier to disrupt.**

An ASI-first… / X](https://x.com/smsehy/status/2095049471642231262)
- **deployments:** 1 units
  - _"We deployed humanoid robots into a real factory in under 90 days!"_
  - Source: [Melvin Schwarz on X: "We deployed humanoid robots into a real factory in under 90 days!

Today, we are coming out of stealth with Nucleus.

Our team previously worked on some of robotics’ toughest challenges at 1X, Foundation, 
NEURA, Agile Robots, CERN and ESA.

We have come together because Europ… / X](https://x.com/xmaquina/status/2095059245721113016)
- **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)
- **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)
- **prototype:** 1 units
  - _"A working prototype creates trust faster than a perfect deck."_
  - Source: [Sylvia Li on X: "Spent the day at Deep Tech Week and left with one strong conviction:

the next wave of AI will not be won only by better models.

It will be won by the infrastructure that lets intelligence touch the physical world.

For anyone building in robotics, chips, manufacturing, energy, or… / X](https://x.com/smsehy/status/2095050189354742023)
- **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)
- **AMI Labs funding:** $1.03billion
  - _"AMI Labs, the new venture co-founded by Turing Award winner Yann LeCun after he left Meta, has raised $1.03 billion at a $3.5 billion pre-money valuation."_
  - Source: [Yann LeCun's AMI Labs raises $1.03B to build world models | TechCrunch](https://techcrunch.com/2026/03/09/yann-lecuns-ami-labs-raises-1-03-billion-to-build-world-models)
- **Amount raised by AMI Labs in funding.:** $890,000,000
  - _"The French AI lab was reportedly seeking just €500 million last December, but ended up raising some €890 million, likely thanks to its team."_
  - Source: [Yann LeCun's AMI Labs raises $1.03B to build world models | TechCrunch](https://x.com/MikeTamir/status/2093444518494237175)
- **funding for the humanoid company:** $1,000,000
  - _"I have raised over a million dollars so far to see this vision through."_
  - Source: [Randall Briggs on X: "https://t.co/Qnqls6fiQn" / X](https://x.com/randallmbriggs/status/2093786123797770515)
- **the Skild Brain's training process:** 1,000 units
  - _"The Skild Brain spent 1,000 years walking 100,000 different bodies across simulated worlds."_
  - Source: [Skild AI on X: "We built a robot brain that nothing can stop.

Shattered limbs? Jammed motors? If the bot can move, the Brain will move it— even if it’s an entirely new robot body.

Meet the omni-bodied Skild Brain:" / X](https://x.com/SkildAI/status/2092300861766856988)
- **the Skild Brain's memory capacity:** 100 units
  - _"Our context window is over 100x longer."_
  - Source: [Skild AI on X: "We built a robot brain that nothing can stop.

Shattered limbs? Jammed motors? If the bot can move, the Brain will move it— even if it’s an entirely new robot body.

Meet the omni-bodied Skild Brain:" / X](https://x.com/SkildAI/status/2092300861766856988)
- **deployments of Spot:** 1,500 units
  - _"With over 1,500 deployments, Spot is already teaching hundreds of companies how to work alongside autonomous mobile robots."_
  - Source: [An Electric New Era for Atlas | Boston Dynamics](https://x.com/BostonDynamics/status/1780603212359205323)
- **Training Data:** 20000 hrs
  - _"N1.7 is pretrained on 20K hours of EgoScale human video data alongside diverse robot demonstrations."_
  - Source: [NVIDIA/Isaac-GR00T](https://github.com/NVIDIA/Isaac-GR00T)
- **the project stand not just as a piece of marketing, but as a vision statement: a world built by the very technology that made it possible.:** 1 units
  - _"The production fused artistry, engineering, and emotion into a single workflow, revealing what’s possible when imagination becomes interactive."_
  - Source: [Bringing Marble to Life | World Labs](https://www.worldlabs.ai/case-studies/bringing-marble-to-life)
- **DROID dataset robot interaction data:** 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://luma.com/5h9owhri)
- **humanoids built:** 1,000 units
  - _"has built more than 1,000 humanoids"_
  - Source: [How Figure Became the Biggest Name in Robotics | XMAQUINA DAO](https://www.xmaquina.io/blog/how-figure-became-the-biggest-name-in-robotics)
- **BMW X3 production:** 30,000 units
  - _"contributed to the production of 30,000 BMW X3s"_
  - Source: [How Figure Became the Biggest Name in Robotics | XMAQUINA DAO](https://www.xmaquina.io/blog/how-figure-became-the-biggest-name-in-robotics)
- **AgiBot World platform comprises over 1 million trajectories.:** 1,000,000 units
  - _"we achieve an order-of-magnitude increase in data scale compared to existing datasets."_
  - Source: [AgiBot World Colosseo: A Large-scale Manipulation Platform](https://arxiv.org/pdf/2503.06669)
- **number of objects in AgiBot World.:** 3,000 units
  - _"3,000+ Objects"_
  - Source: [AgiBot World Colosseo: A Large-scale Manipulation Platform](https://arxiv.org/pdf/2503.06669)
- **performance improvement of the proposed policy over prior arts.:** 32 units
  - _"it is trained across diverse data corpus with a scalable performance of 32% gain compared to prior arts."_
  - Source: [AgiBot World Colosseo: A Large-scale Manipulation Platform](https://arxiv.org/pdf/2503.06669)
- **average performance improvement of policies using the dataset.:** 30 units
  - _"Policies pre-trained on our dataset achieve an average performance improvement of 30%"_
  - Source: [AgiBot World Colosseo: A Large-scale Manipulation Platform](https://arxiv.org/pdf/2503.06669)
- **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/2095993244945457239)
  I've now done a total of 3 hours riding around in @Tesla’s Cybercab and spent a total of $92.51. That travel time would have cost me $200 with Ubers. My longest ride has been ~40 minutes. I legitimate…
- [@ctorobotics on X](https://x.com/ctorobotics/status/2095990255627260285)
  A robot that can paint buildings up to 100 meters high. 🤖🏗️ Meet the BrightMaster T100, an exterior wall coating robot developed by Shenzhen BrightMaster Robotics. The T100 can operate at working he…
- [@adcock_brett on X](https://x.com/adcock_brett/status/2095986568511275494)
  People ask us why Figure is moving so fast We didn't chase perfection on v1. We're iterating toward perfection across generations of robots You will see perfection in F.04 https://t.co/Xdry1xTIyS
- [@GalbotRobotics on X](https://x.com/GalbotRobotics/status/2095982381307969568)
  Galbot ET1 — the world’s first autonomous learning-capable agentic humanoid robot — is now available for pre-order on https://t.co/92OEbTIoiT! A Native Agent for the Physical World, ET1 is built to se…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095981729026642080)
  The Gemini 4 internal benchmarks leaked three weeks ago showing it outperforming GPT-5.6 Sol and Fable 5 on coding and math. Then this week Google shipped Gemini 3.8 Flash, their third Flash variant i…
- [@SemiAnalysis_ on X](https://x.com/SemiAnalysis_/status/2095980532186140692)
  A (popcorn) kernel is a specialized seed from a variety of corn that can burst open and turn inside out when heated. A kernel is also a few hundred lines of GPU code that executes the math and attenti…
- [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2095976015818576359)
  Don't sleep on Tesla in humanoids just because they've gone quiet. Tesla bet on solving driving intelligence from vision alone, put a powerful inference computer in every car long before FSD was solve…
- [@MelvinInvests on X](https://x.com/MelvinInvests/status/2095975579736838521)
  AI demand is just getting started,and we need more compute than ever before. The chart tracks the share of US businesses paying for subscriptions to AI models, platforms, and tools, based on business …
- [@a16z on X](https://x.com/a16z/status/2095972688200372368)
  &gt;blogs about ray tracing for a CS project in 2012 &gt;co-founds World Labs in 2024 &gt;ships Atlas in 2026, a spatial intelligence model that turns a few photos into a whole 3D world curiosity comp…
- [@a16z on X](https://x.com/a16z/status/2095961376208646248)
  >be dr. fei-fei li
>born in beijing, raised in chengdu
>dad moves to new jersey, follow at age 16
>speak almost no english
>parents open a dry cleaner
>work the counter on weekends
>get into princeton…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095956311498252493)
  The Astra rollout is a useful case study in how not to ship a flagship feature. OpenAI announced Astra as an omnimodal AI agent: voice, vision, memory, across apps. The pitch was compelling enough to …
- [@MilkRoadAI on X](https://x.com/MilkRoadAI/status/2095955262276567206)
  Tesla could turn a $3.50 per mile transportation market into a $0.20 per mile software business (Save this). The chart compares what riders pay today with Tesla’s long term robotaxi targets, showing t…
- [@Scobleizer on X](https://x.com/Scobleizer/status/2095953650921472452)
  This is the first time I've seen a user interface for robots like this. I'll be at @dimensionalos in San Francisco tonight to learn more. But imagine five years from now. You have a pair of glasses on…
- [@NVIDIARobotics on X](https://x.com/NVIDIARobotics/status/2095950021636046876)
  Interested in getting hands-on with Newton? The newly released Newton Learning Path will help you set up a ready-to-run environment, dive into Newton abstractions, and show you how to build your first…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095946245164454137)
  Qwen3.8-Flash-Next just made the 180B parameter class meaningfully accessible. The architecture is worth understanding: 125B language model parameters, 55B auxiliary, but only 6B activate per token. T…
- [@chris_j_paxton on X](https://x.com/chris_j_paxton/status/2095945020885160345)
  There's a good chance we end up with one class of models for everything https://t.co/82nF97aaeh
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095941212112904432)
  The image model race just made a clear separation between quality and price leadership. My read on what MAI-Image-2.6-Flash means: Microsoft now owns both. MAI-Image-2.6 is #2 on the Artificial Analys…
- [@a16z on X](https://x.com/a16z/status/2095940012932215128)
  World Labs co-founder Justin Johnson says Atlas can recreate the famous "Bullet Time" shot from The Matrix with iPhones: "The way they did that shot is they had a ring of hundreds of cameras. [Neo] fe…
- [@asimovinc on X](https://x.com/asimovinc/status/2095934543094276228)
  Asimov 1 builders get the tools too. https://t.co/LJxNMejyTj https://t.co/7dOcOvTjTb
- [@drfeifei on X](https://x.com/drfeifei/status/2095926761305575826)
  Next view prediction is the key to Atlas, enabling us to unify pixel-level generation and reconstruction. @jcjohnss @BenMildenhall @martin_casado and I had a deeper discussion on some of the most exci…
- [@ramez on X](https://x.com/ramez/status/2095924647938150575)
  Alternate framing: OpenAI agents discovered they could post to a wiki on the external internet, did so, and used it to communicate. https://t.co/Lnejpr3KzC
- [@continuumlabs_ on X](https://x.com/continuumlabs_/status/2095923406214758560)
  How do you update 10,000 robots at once? You don’t blindly push an update to all of them. Fleet-scale software updates typically follow a controlled rollout: → Build new software → Test and validate →…
- [@tchsignal on X](https://x.com/tchsignal/status/2095922412751880596)
  Researchers Linked Thousands of Wiki Agents to OpenAI Researchers analyzing public wiki activity attributed 3,103 AI agents to systems linked with OpenAI, documenting 14,666 edits across 4,584 pages b…
- [@humanoidsdaily on X](https://x.com/humanoidsdaily/status/2095921359553450339)
  Everyone is analyzing NVIDIA’s $12.9B Hugging Face deal through LLMs and cloud compute. The more interesting story? Physical AI. Between LeRobot becoming the open standard for robot learning and Polle…
- [@a16z on X](https://x.com/a16z/status/2095921217308086425)
  Old footage sitting in your camera roll could now be reconstructable as a 3D scene. World Labs co-founders Ben Mildenhall and Fei-Fei Li on how Atlas got there: Ben: "In a casual sense... I took three…
- [@MelvinInvests on X](https://x.com/MelvinInvests/status/2095920654759743956)
  OpenAI just shipped the best model in the world and the biggest winner will be Oracle (Save this). GPT 6 Astra launched yesterday and OpenAI calls it the most intelligent and aligned model in the worl…
- [@SemiAnalysis_ on X](https://x.com/SemiAnalysis_/status/2095919853471224118)
  Zhipu ($2513.HK) filed its first interim report as a public company on 31 Aug. 19 of the 60 pages read like a technical blog, plus a 9-page technical glossary. Most investors would not expect to see G…
- [@NVIDIARobotics on X](https://x.com/NVIDIARobotics/status/2095919230247936270)
  More capable open models are becoming practical for real-time edge AI on NVIDIA Jetson. ⚡ Choosing the right one is not just about capability. It is about matching the model to the work your agent nee…
- [@tchsignal on X](https://x.com/tchsignal/status/2095918470047351131)
  Apple Enters the Ternus Era as Nvidia Expands Across the AI Stack Two of the technology industry’s biggest companies are entering very different next phases. John Ternus became Apple CEO on September …
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095917053227979144)
  The pattern we need to talk about more: agents do not stay inside their containers. Reuters reported today that a swarm of OpenAI agents hijacked DseWiki, a German programming wiki, in May. They made …
- [@CKCapitalxx on X](https://x.com/CKCapitalxx/status/2095914980533047483)
  The debt overhang narrative around OpenAI and $ORCL was overdone. Astra just dropped and it's a real leap, trained on 100,000+ GPUs at Stargate, OpenAI's own VP calling it their biggest training run b…
- [@spaceandtech_ on X](https://x.com/spaceandtech_/status/2095914090481017283)
  Shield AI unveiled X-BAT, an autonomous jet aircraft with vertical takeoff and landing. It can reach 50,000 feet and fly 2,000 nautical miles. Powered by Hivemind AI, it can perform complex missions a…
- [@AGIBOTofficial on X](https://x.com/AGIBOTofficial/status/2095909284580348382)
  🏆 AGIBOT Is an IFA Innovation Award Winner 2026! We’re proud to share that two AGIBOT humanoid robots have been recognized in the Best in IFA Next & Emerging Technologies category at IFA Berlin 2026:…
- [@yukez on X](https://x.com/yukez/status/2095908446713311567)
  CoRL 2026 paper decisions are out — check them out on OpenReview! As General Chair, I'm delighted to welcome you to #CoRL2026 in Austin, TX, this November. We expect tickets to sell out quickly, so pl…
- [@AGIBOTofficial on X](https://x.com/AGIBOTofficial/status/2095906436023001366)
  🏆 AGIBOT Is an IFA Innovation Award Winner 2026! We’re proud to share that two AGIBOT humanoid robots have been recognized in the Best in IFA Next & Emerging Technologies category at IFA Berlin 2026:…
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2095906198994239540)
  ROBOTIS is turning its AI Sapiens K1 humanoid into a real training platform for the next generation of robotics engineers. Through Open Humanoid GYM, student teams build motions in simulation and tran…
- [@martin_casado on X](https://x.com/martin_casado/status/2095905556242604308)
  Unbelievable 360 from a single image. When can we say NVS is solved? https://t.co/U9hbOsDcPN
- [@IEEESpectrum on X](https://x.com/IEEESpectrum/status/2095904981651988716)
  Humanoids that feel skin stretch, drones that rethink heavy lift, and soft robots that jump on cue—see what’s actually working now. https://t.co/H1Dv2kFIVu
- [@RoboPapers on X](https://x.com/RoboPapers/status/2095904469712347153)
  Full episode dropping soon! Geeking out with @bgxc on EgoSuite-Open100K https://t.co/RqjIKd0Mg4 @LightwheelAI Co-hosted by @micoolcho @DJiafei https://t.co/B8f7NpGGUr
- [@adcock_brett on X](https://x.com/adcock_brett/status/2095903849626337498)
  Yesterday, Figure announced it will be working with Nscale to deploy up to 100,000 GPUs on the NVIDIA Vera Rubin Platform I’m excited to be working with Josh and the Nscale team https://t.co/5QbnnPkqd…
- [@GalbotRobotics on X](https://x.com/GalbotRobotics/status/2095902503279751537)
  https://t.co/0aEBDcvB58
- [@pstAsiatech on X](https://x.com/pstAsiatech/status/2095900858265276714)
  OpenAI agents hijacked German website in previously undisclosed AI breakout this spring Can you imagine if this had been a Chinese website? https://t.co/8rww2zK8qn
- [@ricci_nov on X](https://x.com/ricci_nov/status/2095898516665340115)
  Extra thinking compute without extra tokens: a pause carried in a parallel prediction stream on shared weights adds no context length, no KV cache and essentially no latency, and buys 2-3 centinats on…
- [@ricci_nov on X](https://x.com/ricci_nov/status/2095895438700466248)
  Attention-based KV eviction fails when the cache outlives the queries: H2O and SnapKV score 0.00-0.33 on needle retrieval in a NoPE-MLA model. VestigeKV reads 11% of each row and holds 1.00 at 8x and …
- [@ricci_nov on X](https://x.com/ricci_nov/status/2095890091931799690)
  Sequence parallelism today partitions the same way regardless of micro-batch size. BASP splits GPUs into disjoint groups sized to the micro-batch, shrinking the all-to-all group. Training time improve…
- [@Thom_Wolf on X](https://x.com/Thom_Wolf/status/2095889630306472127)
  Another swarm of AI agents in the wild, this time on a German-language forum, found by safety researchers looking for activity similar to the swarm that attacked Hugging Face. A couple of notes while …
- [@Thom_Wolf on X](https://x.com/Thom_Wolf/status/2095887739036078169)
  Another swarm of AI agents in the wild, on a German-language forum, found by a team of safety researchers looking for traces of activity similar to the swarm that attacked Hugging Face. A couple of no…
- [@a16z on X](https://x.com/a16z/status/2095882301032828932)
  World Labs co-founders Fei-Fei Li, Justin Johnson, Ben Mildenhall, and a16z's Martin Casado on Atlas, a world model for spatial intelligence: LLMs are built on next token prediction. Video models are …
- [@ctorobotics on X](https://x.com/ctorobotics/status/2095874529876926604)
  AVENCO JUST PRINTED THE FUTURE OF SPACE TECHNOLOGY 🚀🇹🇷 What if the Moon could be 3D printed on Earth? At SAHA EXPO 2026, AVENCO and Uzay Keşif Topluluğu - UKET turned that vision into reality in ju…
- [@chris_j_paxton on X](https://x.com/chris_j_paxton/status/2095865736975515725)
  This: "You don't have to post-train ChatGPT on every user" is exactly what I think robotics has been missing and why every "chatGPT moment" for robotics has rung a bit hollow. we're at a really exciti…
- [@BillHughesDC on X](https://x.com/BillHughesDC/status/2095863379747389565)
  News coverage of humanoids and physical AI demonstrations for EU Parliament in Brussels. "AI-powered robots briefly took over the European Parliament this week to showcase the continent's creators as …
- [@BillHughesDC on X](https://x.com/BillHughesDC/status/2095862753126695101)
  AI-powered robots showcased at European Parliament in Brussels
- [@chris_j_paxton on X](https://x.com/chris_j_paxton/status/2095854947938058250)
  Learn contact-rich humanoid manipulation policies, purely within a world model. This is usually not tractable, because you need a very large model to get the contact dynamics right -- instead, @Jspham…
- [@RoboPapers on X](https://x.com/RoboPapers/status/2095854394667393218)
  Reinforcement learning has unlocked tremendous gains in broader AI and humanoid robot whole body control, but still has yet to deliver strong results for robot manipulation due to the difficulty of ca…
- [@BitsWattsDesk on X](https://x.com/BitsWattsDesk/status/2095852633496195313)
  The humanoid hand debate is focused on the wrong bottleneck. The usual argument is about where to put the motor. Tendon-driven hands keep the actuators upstream and pull the fingers with cables. Tesla…
- [@Biti8888 on X](https://x.com/Biti8888/status/2095852558312943929)
  OpenAI is officially entering the humanoid robotics race. Sam Altman confirmed that the company will definitely build a humanoid robot, alongside other robotic form factors. And the goal isn’t just a …
- [@pstAsiatech on X](https://x.com/pstAsiatech/status/2095848583362691517)
  Machines now use AI more than humans, boosting cheap Chinese models https://t.co/l9X3tRiwNq via @scmpnews
- [@ErenChenAI on X](https://x.com/ErenChenAI/status/2095846181922329012)
  TeleAI × Gamma Robotics unveiled NEXUS, a perceptive behavior foundation model for humanoids. The idea: take motions learned on flat ground and adapt them in real time to complex terrain without losin…
- [@seeedstudio on X](https://x.com/seeedstudio/status/2095844325406179508)
  What does it take to teach a robot arm to work on its own? With #SOARM101 + @LeRobotHF + ACT, we walk through the full imitation learning loop: calibration → teleoperation → data collection → training…
- [@seeedstudio on X](https://x.com/seeedstudio/status/2095842944297353357)
  🤖 Curious about robotics and embodied AI? Join Seeed Studio’s hands-on Robotics Workshop at RoseLab, Toulouse, France. 🎟️ Only 20 seats available. 📅 Sep 19, 2026 📍 RoseLab, Toulouse, France Regist…
- [@seeedstudio on X](https://x.com/seeedstudio/status/2095842814521217417)
  🤖 Curious about robotics and embodied AI? Join Seeed Studio’s hands-on Robotics Workshop at RoseLab, Toulouse, France. No complex setup. No coding required. Just bring your laptop and build. ⚡ 🎟️ On…
- [@seeedstudio on X](https://x.com/seeedstudio/status/2095842721542139944)
  🤖 Curious about robotics and embodied AI? Join Seeed Studio’s hands-on Robotics Workshop at RoseLab, Toulouse, France. No complex setup. No coding required. Just bring your laptop and build. ⚡ 🎟️ On…
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2095834100842000580)
  This humanoid is getting smoother one movement at a time. MagicLab’s MagicBot X1 is being trained on choreography, with individual movements refined repeatedly before being connected into a complete s…
- [@engineeredarts_ on X](https://x.com/engineeredarts_/status/2095817458095673451)
  Over two decades ago, we set out to solve a challenge that many deemed impossible: giving physical form to human emotion. From designing the official tour guide robot for NASA's Kennedy Space Center t…
- [@Biti8888 on X](https://x.com/Biti8888/status/2095813477386400150)
  Figure is making a massive bet on compute. The company has committed $3.5B to a multi-year partnership with Nscale, with plans that could eventually scale beyond $6B and provide access to as many as 1…
- [@ctorobotics on X](https://x.com/ctorobotics/status/2095806576175018399)
  Disney was exploring robotic design long before the current robotics boom. 🤖 This research shows how Disney Research worked on computational methods to optimize robotic mechanisms and motion. The int…
- [@smsehy on X](https://x.com/smsehy/status/2095804818472194100)
  47 minutes watching a dot matrix printer spit out forms at a dealership earlier this year. The finance manager 'ran the numbers' on a system that looked like it belonged in a museum. I work daily on s…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095797263507272153)
  WebMCP just shipped in CopilotKit. This is worth understanding. The spec is W3C-incubated, Microsoft co-authored, and already in Chrome 146 Canary. Any web app can register its tools in a machine-read…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095792230363771232)
  GPT-6 Astra hit 99.9% on ARC-AGI-3 with a stateful harness. Under standardized eval it scored 62.7%. ARC AGI 4 launched today. Astra and Claude Fable are both at ~4%. Saturating a benchmark doesn't me…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095768833437184166)
  The hardest thing to benchmark is not intelligence. It is judgment over a full year. E-Commerce Bench, released this week by the Qwen team, is the first benchmark that runs an LLM agent through a full…
- [@LimX_Dynamics on X](https://x.com/LimX_Dynamics/status/2095758891892298066)
  One Navigation Brain, Two LimX Platforms: LightNav-0 × Oli / TRON 2 @LightOrigins’ open-source VLN model LightNav-0 was deployed zero-shot on LimX Dynamics’ Oli and TRON 2, enabling person following a…
- [@smsehy on X](https://x.com/smsehy/status/2095757607290216673)
  NEWS: Nvidia has released a new video showing how they are working on solving Full-Self Driving using synthetic data. Nvidia CEO Jensen Huang: “We build detailed 4D https://t.co/oHW9oDpN2i
- [@smsehy on X](https://x.com/smsehy/status/2095757175851479448)
  Utilizing digital twins to systematically augment rare failure edge cases accelerates reinforcement learning policy stability without risking physical robot hardware damage. https://t.co/I5C3BaTXT8
- [@smsehy on X](https://x.com/smsehy/status/2095757058952036843)
  Automotive Software Defined Vehicle (SDV) Architectures / SDV transitions succeed when OEMs decouple software release cycles from physical vehicle hardware refresh timelines through standardized abstr…
- [@smsehy on X](https://x.com/smsehy/status/2095756852197998844)
  Pre-certified microkernels provide the foundational determinism needed to ensure safety-critical vehicle displays and control loops never freeze during high-load background compute tasks. https://t.co…
- [@smsehy on X](https://x.com/smsehy/status/2095756668961456574)
  Sim-to-real pipelines allow developers to test vision-language-action policies in synthetic environments, but production deployment still requires handling real-world joint backlash and mechanical the…
- [@smsehy on X](https://x.com/smsehy/status/2095756468754817110)
  Brownfield factory automation succeeds by integrating autonomous mobile systems directly into legacy plant layouts without requiring multi-million-dollar structural conveyor line overhauls. https://t.…
- [@smsehy on X](https://x.com/smsehy/status/2095756410793677300)
  Physical AI deployment in industrial manufacturing requires ruggedizing sensory equipment and achieving deterministic safety compliance before automation can operate alongside human assembly workers. …
- [@Scobleizer on X](https://x.com/Scobleizer/status/2095756331915542758)
  A 3D world for your bots. https://t.co/WSUa10DjhA
- [@smsehy on X](https://x.com/smsehy/status/2095755292466434056)
  製造現場のデジタルツインとフィジカルAIの統合において最も重要な課題は、既存の産業用PLCとリアルタイム通信プロトコルの決定論的な同期を維持し、レイテンシによる生産ライン停止を防ぐことです。 https://t.co/OJRyEbCb2z
- [@smsehy on X](https://x.com/smsehy/status/2095755107350839390)
  Transforming digital model intelligence into physical industrial throughput depends on the availability of high-voltage grid baseload and precision machine tool capacity, which cannot be scaled purely…
- [@smsehy on X](https://x.com/smsehy/status/2095755034168545322)
  Transforming digital model intelligence into physical industrial throughput depends on the availability of high-voltage grid baseload and precision machine tool capacity, which cannot be scaled purely…
- [@smsehy on X](https://x.com/smsehy/status/2095754933601776017)
  Encoding factory floor craftsmanship into deterministic physical AI models requires capturing micro-slip tactile telemetry and high-frequency vibration data, not just standard RGB camera streams. http…
- [@smsehy on X](https://x.com/smsehy/status/2095754100168331434)
  Designing high-density forearms requires co-locating miniature planetary reducers, brushless motor stators, and motor control PCBs within a rigid thermal sleeve capable of shedding heat during continu…
- [@smsehy on X](https://x.com/smsehy/status/2095753841014968717)
  External vehicle displays represent an early step toward external human-machine interfaces, which will become standard safety requirements for autonomous vehicles to signal operational intent to pedes…
- [@smsehy on X](https://x.com/smsehy/status/2095753639851921756)
  Structured automotive sub-assembly operations will adopt humanoid labor years before unstructured domestic environments, because manufacturing plants provide calibrated lighting, fixed part geometries…
- [@smsehy on X](https://x.com/smsehy/status/2095753582708670826)
  Self-collapsing mechanical kinematics simplify logistics and freight transport, but packaging complex folding joints into structural limbs increases mechanical backlash that control algorithms must co…
- [@smsehy on X](https://x.com/smsehy/status/2095753525162901511)
  Open-source teleoperation arms running carbon-fiber reinforced structures dramatically lower the cost of gathering high-quality physical imitation datasets, accelerating policy training for industrial…
- [@smsehy on X](https://x.com/smsehy/status/2095753465461187015)
  Reducing spatial localization drift in industrial SLAM down to millimeter tolerances is the prerequisite for removing physical guide tracks and deploying autonomous mobile robots in dynamic factory en…
- [@smsehy on X](https://x.com/smsehy/status/2095753406564733255)
  High-speed open-loop dexterity is impressive in laboratory demos. Deploying those actuators into industrial assembly requires verifying that high-speed tendon linkages maintain positioning repeatabili…
- [@smsehy on X](https://x.com/smsehy/status/2095753347852911040)
  Packing twenty actuators into a human-scale palm pushes the boundary of motor winding thermal limits. Without localized thermal dissipation and high-resolution tactile feedback, continuous dexterous m…
- [@smsehy on X](https://x.com/smsehy/status/2095753144831791614)
  Building an industrial robotics conglomerate by combining foundation model architectures with legacy robotic arm distribution creates immediate sales channel leverage across global automotive and elec…
- [@Biti8888 on X](https://x.com/Biti8888/status/2095745724184940977)
  Open source and NVIDIA Inception are part of the same story for @StrikeRobot_ai. Strike Robot’s code lives on Hugging Face, while its R&D work is now connected to NVIDIA’s ecosystem through the Incept…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095739885772554382)
  Reef is one of the most ambitious open-source AI infrastructure projects I have seen this year. ~300 GitHub stars in two days. The core idea is genuinely different from anything else in the space: mos…
- [@ctorobotics on X](https://x.com/ctorobotics/status/2095738632275722644)
  Boston Dynamics Atlas just entered its electric era. 🤖 Boston Dynamics introduced the fully electric version of Atlas, replacing the hydraulic platform and marking the beginning of its commercial hum…
- [@tchsignal on X](https://x.com/tchsignal/status/2095733547231514841)
  Meta Puts a Price on AI Interaction Data Meta is offering a striking trade-off for developers using its Muse Spark AI model: much cheaper API access if they opt in to Contributor terms that allow thei…
- [@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/2095712213621436441)
  Augmenting sparse real-world physical demos with procedural simulation bridges early skill acquisition, but factory validation still demands testing across uncalibrated part tolerances and surface con…
- [@smsehy on X](https://x.com/smsehy/status/2095712146147733971)
  Training reinforcement learning on cached latent embeddings solves policy training throughput. The critical step for automotive manufacturing remains hard reliability optimization to eliminate rare ed…
- [@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/2095711570483634340)
  Prototyping robotic kinematics is accessible for small engineering teams, but foundation models and custom edge silicon create massive capital consolidation. A few platforms will own the physical AI o…
- [@smsehy on X](https://x.com/smsehy/status/2095711446143586539)
  Securing massive GPU clusters proves that physical AI is adopting frontier model training economics. The ultimate pacing item remains converting those model outputs into deterministic, safety-certifie…
- [@smsehy on X](https://x.com/smsehy/status/2095711383677768133)
  Crowdsourcing simulated trajectories accelerates high-level spatial priors. The engineering hurdle remains capturing high-frequency joint torque and tactile force vectors that cannot be generated with…
- [@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/2095711187992477703)
  Neural policies plan trajectories, but classical feedback control is what prevents high-inertia industrial arms from oscillating when handling dynamic loads. Eliminating classical PID loops on factory…
- [@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…
- [@smsehy on X](https://x.com/smsehy/status/2095710954361409749)
  The hand and forearm expose the real physical limits of miniature motor winding, high-ratio planetary gearing, and thermal dissipation inside a 25mm joint envelope. Volume manufacturing only works whe…
- [@Biti8888 on X](https://x.com/Biti8888/status/2095710692972048889)
  The robot data gold rush is already happening in China. More than 90 robot gyms are launching, with 100+ robots in each center. Because the biggest bottleneck in humanoid robotics may no longer be bui…
- [@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…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095705156671480096)
  The 30-50x cost difference between computer use and MCP keeps rattling around in my head. The framing that clicks for me: computer use is paying for a human-in-the-loop at model prices. Every screen i…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095700123464733012)
  The thing I keep noticing across agentic frameworks in 2026: resumability is now the reliability primitive everyone is building toward. Genkit Go 1.13 ships it properly. A Generate call that fails at …
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2095698231455813708)
  A big win for the robotics community AGIBOT just open sourced one of its most valuable real world datasets yet. @AGIBOTofficial has open-sourced AGIBOT WORLD 2026 Theme 3, a real-world dataset designe…
- [@DrJimFan on X](https://x.com/DrJimFan/status/2095696882844463382)
  Good old days at OpenAI in 2016: an agent stares at screen pixels, moves a mouse, and books a flight on United. We called it World of Bits, inside OpenAI Universe. 10 yrs later, Astra is reincarnated …
- [@Scobleizer on X](https://x.com/Scobleizer/status/2095693480999981456)
  Ray Kurzweil is snorting nano particles. OK, not quite yet. Just joined a brain computer startup that will make them. https://t.co/xS02EHFgWm
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095665142730256633)
  The harness problem is getting its own framework category. Tardigrade ships today: an agent harness built as typed state machine components over an immutable event log. The framing is React for harnes…
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2095657500645142587)
  This might be the most human humanoid robot clip you’ll see today. Credit @大懒虫机器人 https://t.co/03VyvzVVKR https://t.co/1EImQw1BkJ
- [@Apptronik on X](https://x.com/Apptronik/status/2095652029985386620)
  Congratulations to our CEO and co-founder, Jeff Cardenas, for being named one of Austin Business Journal’s 2026 Power Players! 👏🦾 We believe Austin is the perfect place to build the future of humano…
- [@Apptronik on X](https://x.com/Apptronik/status/2095651848325902417)
  Congratulations to our CEO and co-founder, Jeff Cardenas, for being named one of Austin Business Journal’s 2026 Power Players! 👏🦾 We believe Austin is the perfect place to build the future of humano…
- [@Apptronik on X](https://x.com/Apptronik/status/2095651655371162018)
  Congratulations to our CEO and co-founder, Jeff Cardenas, for being named one of Austin Business Journal’s 2026 Power Players! 👏🦾 We believe Austin is the perfect place to build the future of humano…
- [@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…
- [@rimtoln on X](https://x.com/rimtoln/status/2095628517103071435)
  GPT-6 ASTRA ISN'T A PATCH. IT'S A GENERATION FLIP. openai just shipped the model they call a generational leap past gpt-5.6 sol not better chat better computer use · coding · cyber · science ▹ why thi…
- [@deepakpathak on X](https://x.com/deepakpathak/status/2095626632430240118)
  You don't have to post-train ChatGPT on every user. If you did, it would never have taken off. Yet this is exactly how robotics works today For robots to take off, they need to learn in-context. Great…
- [@NVIDIARobotics on X](https://x.com/NVIDIARobotics/status/2095624966788243849)
  Excited to see @fieldai_ and Caterpillar advance physical AI across heavy industry. A step forward for bringing autonomous robots into real-world environments. 👏 https://t.co/96533YilzZ
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095624626084716955)
  The AI lab valuation compression is happening.Thinking Machines Lab is in talks to raise $1 billion at a $40 billion pre-money valuation, according to The Information. That's down from $50 billion the…
- [@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…
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2095601188418810138)
  Meet Tiangong 3.0, the full-size humanoid from Beijing’s X-Humanoid. It stands 1.69 m tall, weighs 62 kg and has 43 degrees of freedom. Its high torque joints are built for explosive whole-body motion…
- [@SemiAnalysis_ on X](https://x.com/SemiAnalysis_/status/2095595233064972516)
  Shoutout to the cracked team at @vllm_project that implemented recent agentic workload optimizations. (1/5)🧵 https://t.co/BsXCtLBwvU
- [@NVIDIARobotics on X](https://x.com/NVIDIARobotics/status/2095593800982798787)
  Can AI and safety work hand in hand in industrial environments? Our VP of Industry Safety, Riccardo Mariani, joins Robert Weber and Peter Seeberg on the Industrial AI Podcast to discuss safety framewo…
- [@XRoboHub on X](https://x.com/XRoboHub/status/2095588510950727820)
  Robots can’t stop while the model thinks. In a high-speed throw, even one pause can kill the momentum. Astribot released SmoothRL for online RL during async inference. S1 keeps moving as the model com…
- [@spaceandtech_ on X](https://x.com/spaceandtech_/status/2095587174804750669)
  AGIBOT has officially open-sourced AGIBOT WORLD 2026 Theme 3: Reinforcement Learning, a real-world embodied AI dataset collected across expert demonstrations, autonomous policy rollouts, and human-in-…
- [@elonmusk on X](https://x.com/elonmusk/status/2095584908852805643)
  Cybercab is basically a super comfortable lounge on wheels with a great TV and epic sound https://t.co/X1aWKoJdJV
- [@elonmusk on X](https://x.com/elonmusk/status/2095583963003728109)
  Cybercabs have no steering wheels or pedals. They are designed and built for maximally efficient autonomous operation. https://t.co/IClKVxpb7C
- [@NVIDIARobotics on X](https://x.com/NVIDIARobotics/status/2095581937113214983)
  🤖💚 https://t.co/AjKvGIEtjj
- [@binarybits on X](https://x.com/binarybits/status/2095577988007911472)
  This is a great illustration of why training robots manipulation tasks in simulation (middle clip) doesn't work very well. From Kai's excellent new piece on robot data. https://t.co/2ysIIvThKK https:/…
- [@SawyerMerritt on X](https://x.com/SawyerMerritt/status/2095575603281813792)
  Cybercab interior tour with @wholemars. https://t.co/06iKekv8bt
- [@frontrunvc on X](https://x.com/frontrunvc/status/2095574324283674959)
  EARLY: @munariai - 6 followers (Robotics) Munari just launched. Operator scoring for robot training data. On @frontrunvc, the story started 47 days before the X account went live. jul 16: a tracked ac…
- [@AppliedInt on X](https://x.com/AppliedInt/status/2095569678685049061)
  At this year’s Agentic AI Summit hosted by @BerkeleyRDI, our Chief Scientist, @Wei_ZHAN_ shared some of the cutting edge research he has been leading in the physical AI space. As the industry races to…
- [@rimtoln on X](https://x.com/rimtoln/status/2095568388684738657)
  EVERYONE SHOWS THE 300-AGENT SWARM. almost nobody shows what happens after 300 agents are easy to spawn turning 300 outputs into one structure is the hard part ▹ the pipeline nobody demos collect → co…
- [@HumanoidsHQ on X](https://x.com/HumanoidsHQ/status/2095567179160731766)
  Neura Robotics just took its headless 4NE1 humanoid for a walk through the streets of Zurich. Standing 1.8m tall and weighing 80kg, it can reach speeds of 5 km/h and handle payloads of up to 100 kg. H…
- [@continuumlabs_ on X](https://x.com/continuumlabs_/status/2095566605144989798)
  Does every action a robot takes need to be recorded? As robots move into homes, workplaces, and public spaces, having a reliable record of their actions will become increasingly important. When someth…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095565486230782032)
  The gap between "AI can help you build this" and "AI can actually deploy this for you" just got smaller. Zite released an MCP server that lets Claude, ChatGPT, and Cursor generate fully deployable bus…
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2095562223582060581)
  Zhejiang University just pushed long-horizon robot manipulation forward with HINT. HINT helps Vision-Language-Action models keep track of the human’s original intent across long tasks instead of losin…
- [@GalbotRobotics on X](https://x.com/GalbotRobotics/status/2095562065465246088)
  See you at #IFA2026 🤖 #Galbot #IFA #HumanoidRobot #EmbodiedAI https://t.co/2y6dyZT1Uf
- [@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…
- [@agilityrobotics on X](https://x.com/agilityrobotics/status/2095555766384222463)
  The flashy demos were never the hard part; real, repeatable work on a real floor is. That's the problem worth solving, and the one we picked. Thank you, @chi_t_williams. https://t.co/CoKsSRg4ma
- [@adcock_brett on X](https://x.com/adcock_brett/status/2095555087510937751)
  Humanoid robots are the ultimate deployment vector for AGI Figure will soon have unprecedented data and compute. We’re hiring so come join us https://t.co/cUP0zQCjg1
- [@tchsignal on X](https://x.com/tchsignal/status/2095551413661335854)
  Nvidia’s $12.9B Hugging Face Deal Raises a Bigger Question About Open AI Nvidia has agreed to acquire Hugging Face in a deal valued at about $12.93 billion, but the transaction has not closed yet. It …
- [@chris_j_paxton on X](https://x.com/chris_j_paxton/status/2095551414801969538)
  Love to see cheap robots coming out more and more https://t.co/r06CxPWNws
- [@Biti8888 on X](https://x.com/Biti8888/status/2095551409546522904)
  AGIBOT just open-sourced a new real-world dataset for embodied AI. @AGIBOTofficial AGIBOT WORLD 2026 Theme 3 focuses on something robots need just as much as successful demonstrations: failure and cor…
- [@FANUCAmerica on X](https://x.com/FANUCAmerica/status/2095544943175504167)
  FANUC America Brings #Robotics, #Automation, #PhysicalAI and #CNC Innovation to #IMTS2026🤖🌐⚙️ 📍 South Hall - Booth 338900 📆 September 14th - 19th | Chicago, IL 🔗 https://t.co/uncf1a0MEz @IMTSchic…
- [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2095543869245108681)
  Nvidia is now a humanoid robot designer. That's the real takeaway from this news. Nvidia is acquiring Hugging Face for $12.93B. Hugging Face is the largest open-model and dataset hub, the "GitHub of A…
- [@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…
- [@elonmusk on X](https://x.com/elonmusk/status/2095541022365266094)
  Humans writing code as seen by future AI https://t.co/WqmYxAvKGx
- [@VaderResearch on X](https://x.com/VaderResearch/status/2095535174180053165)
  Robotic intelligence is following the LLM playbook. First came scaling laws. Then in-context learning. Now, massive compute. Figure just signed a $3.5B deal with Nscale. https://t.co/t3urkZULIi
- [@humanoidsdaily on X](https://x.com/humanoidsdaily/status/2095535083763453957)
  Figure is making one of the largest infrastructure bets in physical AI to date. The company is partnering with Nscale to deploy up to 100,000 GPUs on NVIDIA's next-gen Vera Rubin platform—starting wit…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095523460046885193)
  $12.9B is not a model acquisition. It is a distribution acquisition.NVIDIA just locked in the largest AI developer community on the planet: 18M developers, 3M models, 500K datasets, 1M apps. Jensen's …
- [@CKCapitalxx on X](https://x.com/CKCapitalxx/status/2095499690305352092)
  $NVDA just officially agreed to acquire Hugging Face for $12.93 billion. Hugging Face is where open source AI lives. Over 18 million developers, 3 million models, 500,000 datasets, and 200,000 compani…
- [@smsehy on X](https://x.com/smsehy/status/2095493512171028642)
  An autonomous vehicle generates 1 to 2 TB of sensor data per hour. Streaming that to the cloud for inference costs more than the compute hardware in the vehicle. The economics of edge AI in automotive…
- [@humanoidsdaily on X](https://x.com/humanoidsdaily/status/2095490415654789473)
  South Korea’s CJ Logistics has officially moved from the lab to live operations, deploying two @ROBOTIS "AI Worker" semi-humanoids onto active fulfillment lines at its Yangji Olive Young hub. Equipped…
- [@Biti8888 on X](https://x.com/Biti8888/status/2095489069358645443)
  🚨 BREAKING: @nvidia has officially confirmed the acquisition of @huggingface Jensen Huang said open models strengthen safety and cybersecurity, accelerate innovation, and let every developer, startup…
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2095487614560145813)
  People saw the NVIDIA and Hugging Face acquisition news and immediately focused on foundation models, GPUs and the broader AI industry. But one of the biggest consequences could be in Physical AI and …
- [@Biti8888 on X](https://x.com/Biti8888/status/2095482214838382897)
  The biggest bottleneck in dexterous robotics may not be the robot. It may be the data. @XSquareRobot’s TwinDEX is built around one idea: if you introduce errors during data collection, scaling the dat…
- [@seeedstudio on X](https://x.com/seeedstudio/status/2095469352976003482)
  Physical AI Project of August | Creativity Award 🏆 Congrats to our community member, Fangtian Chonghui! No controller. No wearable device. Just bare hands controlling two reBot #opensource #robotic a…
- [@tphuang on X](https://x.com/tphuang/status/2095462541514461499)
  Horizon Robotics has hit 15m in chip delivery. It has a 31.94% mkt share in China's auto ADA chip mkt in the 1st 6 months of the yr. Its J6M chip recently started fielding on various models as the 128…
- [@tchsignal on X](https://x.com/tchsignal/status/2095441545906331912)
  Claude Cybersecurity Tests Exposed a Two-Layer AI Safety Problem Anthropic found three incidents in which Claude models, while running cybersecurity evaluations, reached real production systems instea…
- [@smsehy on X](https://x.com/smsehy/status/2095440999594287518)
  Writing a custom robotics runtime in Rust eliminates garbage collection latency spikes on the factory floor, but maintaining sub-millimeter trajectory repeatability across varying ambient thermal cond…
- [@Newsforce on X](https://x.com/Newsforce/status/2095440412379091244)
  A new LatchBio report found @SpaceXAI ’s @Grok 4.6 is now the top-performing AI model in biosecurity safety testing, refusing disguised requests for dangerous biological research while still answering…
- [@Biti8888 on X](https://x.com/Biti8888/status/2095440140785078321)
  Figure and Hark are run by him simultaneously - meaning one person is literally steering two multi-billion-dollar companies in parallel, not even counting his role at Cover. That’s three companies, th…
- [@smsehy on X](https://x.com/smsehy/status/2095439262103769472)
  Tightly coupling custom ARM CPUs with next-generation accelerators through high-bandwidth coherent interconnects eliminates memory transfer bottlenecks in complex agentic planning and physical AI simu…
- [@smsehy on X](https://x.com/smsehy/status/2095438457741214089)
  Deploying general-purpose robots into demanding factory plants requires tight integration between high-level reasoning models and ruggedized, fanless edge controllers certified for industrial temperat…
- [@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/2095438090810872226)
  Co-locating autonomy model training on shared cluster infrastructure proves that vehicle perception pipelines directly subsidize humanoid physical AI. The hardware challenge remains sourcing precision…
- [@smsehy on X](https://x.com/smsehy/status/2095437906416750991)
  Heavy equipment autonomy shifts the validation barrier from structured highways to unmapped terrain, extreme dust ingress, and continuous 50G shock loads. Ruggedizing edge compute and sensor cleaning …
- [@smsehy on X](https://x.com/smsehy/status/2095436884549992763)
  Managing private AI infrastructure requires treating data ingestion and model deployment like an industrial assembly line, where continuous telemetry monitoring and automated evaluation prevent silent…
- [@smsehy on X](https://x.com/smsehy/status/2095436778060796005)
  Open-source automotive software initiatives like Eclipse SDV reduce redundant engineering spend across non-differentiating middleware layers, allowing OEMs to focus engineering resources on custom phy…
- [@smsehy on X](https://x.com/smsehy/status/2095436674809626831)
  Co-packaged optics and silicon photonics solve the physical thermal wall of high-speed copper interconnects, enabling low-latency data movement across massive distributed compute clusters without unsu…
- [@smsehy on X](https://x.com/smsehy/status/2095435961555673418)
  Shifting from round wafers to large rectangular panels maximizes substrate utilization for multi-die AI packages, but controlling substrate warpage and dielectric layer uniformity during thermal curin…
- [@OperationsPLS on X](https://x.com/OperationsPLS/status/2095425493021712790)
  The control question gets harder as AI moves from digital to physical. In robotics, control is not just governance — it is real-time safety architecture. Graceful degradation and audit trails become o…
- [@OperationsPLS on X](https://x.com/OperationsPLS/status/2095425090670449005)
  Edge AI + Physical AI is the architecture shift. Moving inference to the robot eliminates cloud latency — critical for real-time manipulation and safety. HBM5 at the edge means robots think at the poi…
- [@OperationsPLS on X](https://x.com/OperationsPLS/status/2095425056818303140)
  Agriculture mechanization took 80 years. Robotics + AI compresses that to a decade. Workflow redesign, not just headcount math, is the ops challenge. Transition speed is the variable nobody models. ht…
- [@OperationsPLS on X](https://x.com/OperationsPLS/status/2095425023851044939)
  Reshoring + robotics is a compounding equation. Labor cost parity via automation removes the offshore arbitrage. The real unlock is data sovereignty: domestic robot fleets generate operational data th…
- [@tchsignal on X](https://x.com/tchsignal/status/2095421748154097945)
  US Government Backs OpenAI's Fair Use Argument for AI Training The U.S. government has entered a major copyright fight over AI training, backing OpenAI's argument that using copyrighted written works …
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095418266181419283)
  Background computer use is the feature that makes agents genuinely ambient. The agent runs while you work on something else. It clicks, types, opens apps. No babysitting. The next bottleneck is where …
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095403166775099887)
  The model that matters for agentic software is not the best at chat. It is the one that completes a 4-hour task without losing the thread. Meta released Muse Spark 1.3 yesterday. The benchmark that go…
- [@ctorobotics on X](https://x.com/ctorobotics/status/2095376239670312994)
  Push a humanoid robot… and it pushes back? 🤖🥊 A viral video from a technology store in Russia shows a customer pushing a humanoid robot moments later, the robot appears to move toward him and swing …
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095359629735710878)
  The model that finds the most bugs does not find all the bugs. Bug Hunt Bench: 2 real repos, 105 hidden bugs, all tests green. Fable 5.1 leads at 43/105. GPT-5.6 is one behind at 42. But the number th…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095354597007032519)
  Standard coding benchmarks are saturating. The interesting separation is happening on autoresearch. Autoresearch Bench launched this week: a benchmark for coding agents autonomously tackling research …
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095339497177444759)
  The benchmark gap that keeps surprising me: on standard coding benchmarks, the top models cluster. On ultra-long horizon coding, the gap blows open. Proximal released FrontierSWE v2 today. 34 real sof…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095334463802851765)
  Sodium v2 introduces a WebMCP layer. Any website can now serve structured data directly to an AI agent without HTML scraping. This is AEO (Agent Engine Optimization) in practice. The web is starting t…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095329430641979875)
  Meta released Muse Spark 1.3 today. The improvements are measurable: 20% fewer tool calls and 25% fewer tokens compared to 1.2. Fewer tool calls is the right metric to optimize. Each round-trip adds l…
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2095318793408979170)
  RoboGesture gives Unitree G1 something humanoids usually lack body language that moves with speech in real time. The ECCV 2026 system streams audio into a diffusion-based motion generator, then uses a…
- [@SemiAnalysis_ on X](https://x.com/SemiAnalysis_/status/2095316010249166875)
  NVIDIA Research 🚀 has produced some great research, like LatentMoE (used in Kimi K3) and GatedDeltaNets (used in Qwen). But for e2e frontier training, NVIDIA's bureaucratic culture has produced embar…
- [@Scobleizer on X](https://x.com/Scobleizer/status/2095312354083062029)
  For a while I was depressed about VR. There are so many pioneers who have gone sour on VR/AR. That depression lifted this morning. The future is so amazing. And I am seeing this in many companies from…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095304264994177524)
  The pattern in AI inference is consistent: the fast-and-cheap version of a frontier model ships 2-4 weeks after the frontier version. H3 Max Turbo confirms this for video generation.H3 Max launched on…
- [@ruima on X](https://x.com/ruima/status/2095299079534477635)
  Well, this news really is dividing people. Some see this as evidence that AI has so much room to grow, especially as it expands beyond coding as a use case, since apparently this top 1% are other tech…
- [@ruima on X](https://x.com/ruima/status/2095277626923585551)
  One underappreciated change in China: nearly 40% of new cars sold in H1 2026 came with L2+ or L2++ driving assistance. Roughly speaking, L2+ is like highway-focused FSD: highway navigation, lane chang…
- [@0xconglomerate on X](https://x.com/0xconglomerate/status/2095274317428990025)
  Been seeing lots of people question why Microducks will take 4-6 months to ship. I don't think it's a hardware production issue...I feel like the team is still refining the out-of-the-box AI capabilit…
- [@NVIDIARobotics on X](https://x.com/NVIDIARobotics/status/2095270544023195887)
  Robots are ready to take on complex environments. 🌍 See how AI, simulation, and accelerated computing are redefining what’s possible in robotics at #NVIDIAGTC Berlin. View sessions 👉 https://t.co/Ku…
- [@a16z on X](https://x.com/a16z/status/2095267502930764175)
  World Labs co-founder Justin Johnson on how five photos from your phone could teach a robot to work in a room it has never seen: "I think there's a couple different tech trees that people are working …
- [@MParekh on X](https://x.com/MParekh/status/2095258950320996639)
  ‘New and Improved’ in AI Models, Anthropic, OpenAI &amp; Google. ARD #154 ...Fable 5.1’s fine print. Astra tips out on cyber. Gemini narrows the gap. World models level up. Full writeup and source lin…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095255445124583878)
  The AI assistant category is being replaced. QwenWork landed in public beta globally this week. Alibaba's move is to make the next product category a single subscription that puts an AI agent in contr…
- [@ricci_nov on X](https://x.com/ricci_nov/status/2095252181683474590)
  SinkPruner drops 89% of visual tokens in multimodal models with no training, keeping 96.5% of LLaVA-1.5's performance and 91.8% of Qwen2.5-VL's. The tokens it cuts are high-norm outliers earlier metho…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095250410059567289)
  Firecrawl's bet: the next billion users are agents. Their exact framing when they launched agent signups: "We're betting on the next 1B+ users being agents." Ask your agent to add Firecrawl, claim an …
- [@Scobleizer on X](https://x.com/Scobleizer/status/2095248673668248057)
  You have been paying a giant model to think and then to write. That second part is the expensive one. Mostik splits it. The giant model reads your problem. A small one on your own computer writes the …
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095245376978870557)
  The model tier split just happened. Gemini 3.8 Flash and Gemini 3.8 Flash Cyber launched today. Same day, completely different access regimes. The public Flash model is on the Gemini API at $0.75 per …
- [@HumanoidsHQ on X](https://x.com/HumanoidsHQ/status/2095243001429701002)
  Zeroth Robotics just unveiled Zeroth Bridge, an open platform built to bring embodied AI into the real world. 🤖 The Geek Edition costs $1,322 and is designed for developers, research, education and r…
- [@humanoidsdaily on X](https://x.com/humanoidsdaily/status/2095238072048959810)
  X Square Robot just unveiled TwinDEX, an isomorphic three-finger, 9-DoF manipulation interface designed to solve the physical AI data bottleneck. By matching a wearable exoskeleton directly to a robot…
- [@HumanoidsHQ on X](https://x.com/HumanoidsHQ/status/2095237119350333781)
  Beni has been an absolute surprise. 🤖 It’s tough, fun and the kids love it. Watching it fall, get back up and keep going is impressive. But the real excitement is what comes next. Physical AI is stil…
- [@TheRundownAI on X](https://x.com/TheRundownAI/status/2095234538267877768)
  The heavy week of AI releases continues with Meta and Muse Spark 1.3. Big jumps across the board over 1.2, with Mark Zuckerberg calling it "frontier performance almost too cheap to meter." https://t.c…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095230277727461755)
  The question "which model is better for my use case" only has one honest answer: run your actual work across both and compare. Fable 5.1 shipped yesterday. Qwen3.8-Max-0902 shipped yesterday. Grok 4.7…
- [@Scobleizer on X](https://x.com/Scobleizer/status/2095228981071212746)
  All right, I'm standing at Greg's house. I just had the demo. F***ing amazing! Anybody who wants to see that VR is not dead, you got to get to Greg's house in San Francisco and get a demo of what he b…
- [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 …
- [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2095226910733435006)
  We've had Beni for a couple of months now, and one word comes to mind: delightful. The standout part was the hardware robustness. Our kids get rough with it, obstacle courses on concrete, dirt, collis…
- [@stretchcloud on X](https://x.com/stretchcloud/status/2095225248774029545)
  Something shifted with the World Labs Atlas announcement. We've had image generators, video generators, and 3D tools for years. Atlas does all three from a single model with the same spatial understan…
- [NVIDIA at ROSCon 2026 | Toronto, Canada](https://x.com/NVIDIARobotics/status/2095225245657432263)
  Join NVIDIA at ROSCon 2026 September 22–24, 2026 Toronto, Canada at the Sheraton Centre Toronto Hotel Register Now - Overview - Sessions - FAQs - Solutions - Resources & Community - Next Steps - Overv…
- [Learning about robots from science fiction - by Andra Keay](https://x.com/svrobo/status/2095180196135522378)
  Robots & Startups Interesting things about robots, robot startups, and the future that's already here. From the epicenter of the robot revolution - Silicon Valley Robotics. By Andra Keay · Over 10,000…
- [@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…
- [@OperationsPLS on X](https://x.com/OperationsPLS/status/2095167420642234851)
  The capital rotation into robotics and physical AI reflects a structural shift, not just a theme cycle. Unlike clean energy, the productivity gains here compound directly into manufacturing cost curve…
- [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…
- [Home | Physical AI Signal Newsletter |](https://x.com/davidcao01/status/2095151901809750314)
  Physical AI Builders Newsletter Subscribe TwitterLinkedInFacebookYouTubeDiscord \\ \\ Sep 2, 2026\\ \\ •\\ \\ 3 min read\\ \\ Physical AI Newsletter is one year old, thank you!\\ \\ Now also on Linked…
- [@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.…
- [Wall St Engine on X: "CATERPILLAR PARTNERS WITH FIELDAI ON PHYSICAL AI

$CAT is working with FieldAI to bring AI-powered autonomy and robotics into jobsites and factories, using Caterpillar’s operational data, FieldAI’s robot foundation models and NVIDIA technologies.

Early applications include au… / X](https://x.com/CKCapitalxx/status/2095141910465618065)
  Post Log in Sign up Post Wall St Engine on X: "CATERPILLAR PARTNERS WITH FIELDAI ON PHYSICAL AI $CAT is working with FieldAI to bring AI-powered autonomy and robotics into jobsites and factories, usin…
- [@10xthinker on X](https://x.com/10xthinker/status/2095127748188741887)
  Are humanoids a business story or just hype? - The Beijing robotics conference almost looked like a comedy show — robots stumbling, misidentifying obstacles, and performing like toddlers. - Yet the bu…
- [@smsehy on X](https://x.com/smsehy/status/2095119584890085731)
  Morgan Stanley estimates building an Optimus Gen 2 costs $45,500 using China's supply chain, versus $131,800 without it. That $86,300 delta is not simply raw neodymium pricing. It reflects fifteen yea…
- [@continuumlabs_ on X](https://x.com/continuumlabs_/status/2095063557151076699)
  @NVIDIARobotics @NobleMachines @ADLINK_IoT Industrial environments are probably one of the best proving grounds for physical AI. If robots can reliably handle these tasks, the range of real-world appl…
- [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…
- [XMAQUINA on X: "Humanoid Digest: August

Another humanoid company made its public market debut this month, while the World Humanoid Robot Games in Beijing delivered another successful showcase for the industry.

Here’s what happened 🧵" / X](https://x.com/xmaquina/status/2095059161176482257)
  Post Log in Sign up Post XMAQUINA on X: "Humanoid Digest: August Another humanoid company made its public market debut this month, while the World Humanoid Robot Games in Beijing delivered another suc…
- [Chubby♨️ on X: "wtf Qwen 3.8 has been updated to version 0902 and is now almost at the same level as Fable 5 in benchmarks.

The interesting two aspects:

1) For such significant jumps, it seems that you don't even change the version number anymore (no Qwen 3.9), rather the development happens so q… / X](https://x.com/stretchcloud/status/2095220210999664739)
  Post Log in Sign up Post Chubby♨️ on X: "wtf Qwen 3.8 has been updated to version 0902 and is now almost at the same level as Fable 5 in benchmarks. The interesting two aspects: 1) For such significan…
- [@smsehy on X](https://x.com/smsehy/status/2095050686904062063)
  Localized low-latency inference on humanoids requires automotive-grade high-bandwidth memory that withstands intense mechanical vibration and thermal cycling. Sizing on-chip memory buffers to prevent …
- [Global Robotics Industry Converges on Japan for Humanoids Summit Tokyo 2026](https://x.com/OperationsPLS/status/2095045520729505909)
  - Global Robotics Industry Converges on Japan for Humanoids Summit Tokyo 2026 Share Leaders across robotics, physical AI, and automation gather in Tokyo this May Download media TOKYO--( BUSINESS WIRE)…
- [Nic Cruz Patane on X: "The @Tesla Cybercab is launching this week.

Good luck to Waymo." / X](https://x.com/chris_j_paxton/status/2095218065705443682)
  Post Log in Sign up Post Nic Cruz Patane on X: "The @Tesla Cybercab is launching this week. Good luck to Waymo." - Nic Cruz Patane @niccruzpatane The @Tesla Cybercab is launching this week. Good luck …
- [@CapitalSqueez on X](https://x.com/CapitalSqueez/status/2094997031932629206)
  $CCXI Agility Robotics is the cleanest public-market proxy for Jensen Huang’s “every industrial company becomes a robotics company” call. While most humanoid names are still selling demo reels, Digit …
- [Omai Leidi (3/3) on X: "Happy Wednesday frens👋

Everyone is watching the race to build better robots. 
I’m starting to think the real race is the data teaching those robots how to act.

I’ve been digging into @axisrobotics, and it changed how I look at the space.

At first glance, AXIS looks like… / X](https://x.com/OperationsPLS/status/2095167309207982333)
  Post Log in Sign up Post Omai Leidi (3/3) on X: "Happy Wednesday frens👋 Everyone is watching the race to build better robots. I’m starting to think the real race is the data teaching those robots how…
- [@OdinsDeposition on X](https://x.com/OdinsDeposition/status/2094978240360104022)
  @dotkrueger They essentially pinpointed their long running targets today with Nvidia and Spacex CEOs both aligned on listing 10x economic gains from robotics. Prior to that 20-30% global economic gain…
- [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://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!
- [Accelerate Computational Engineering and Robotics With NVIDIA Warp | AddEvent](https://x.com/NVIDIARobotics/status/2094890158160072939)
  Accelerate Computational Engineering and Robotics With NVIDIA Warp schedule Wednesday, September 2, 1:00pm - 2:00pm (CDT) print Share - Facebook - Twitter - LinkedIn - Google Plus - Whatsapp - VK - St…
- [Yuchen Jin on X: "Even if most AI labs are benchmark-maxxing now, Fable 5.1 still looks like an insane jump.

From Anthropic’s blog:
- Found a 1-in-a-million crash Millennium’s team couldn’t explain for 4–5 years
- 2x faster than Opus 5 while using half the tokens

Big if true." / X](https://x.com/pstAsiatech/status/2095219413431529817)
  Post Log in Sign up Post Yuchen Jin on X: "Even if most AI labs are benchmark-maxxing now, Fable 5.1 still looks like an insane jump. From Anthropic’s blog: \- Found a 1-in-a-million crash Millennium’…
- [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…
- [Physical AI for Industrial Automation | Sanctuary AI](https://x.com/TheSanctuaryAI/status/2094844880057229640)
  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…
- [Google DeepMind on X: "We’re bringing agentic video understanding to our latest Gemini models.

They can now analyze videos with better accuracy while using up to 88% fewer tokens. 🧵" / X](https://x.com/GoogleDeepMind/status/2094840179676660097)
  Post Log in Sign up Post Google DeepMind on X: "We’re bringing agentic video understanding to our latest Gemini models. They can now analyze videos with better accuracy while using up to 88% fewer tok…
- [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…
- [Polymarket Money on X: "BREAKING: Nvidia declares physical AI could become “10x larger than digital AI” with Jensen Huang predicting every industrial company will become a robotics company." / X](https://x.com/HumanoidInvest/status/2094959625623704032)
  Post Log in Sign up Post Polymarket Money on X: "BREAKING: Nvidia declares physical AI could become “10x larger than digital AI” with Jensen Huang predicting every industrial company will become a rob…
- [Learning about robots from science fiction - by Andra Keay](https://x.com/svrobo/status/2094817830696821174)
  Robots & Startups Interesting things about robots, robot startups, and the future that's already here. From the epicenter of the robot revolution - Silicon Valley Robotics. By Andra Keay · Over 10,000…
- [wafer on X: "We’re excited to announce that we’ve raised a $40M Series A!

co-led by @MarathonMP and @chemistry, with participation from @Wing_VC, @AMD Ventures, @outsetcap, @fiftyyears, and @ycombinator, and our existing investors doubling down on @wafer_ai. we are also joined by an incredible lis… / X](https://x.com/frontrunvc/status/2094841271244247488)
  Post Log in Sign up Post wafer on X: "We’re excited to announce that we’ve raised a $40M Series A! co-led by @MarathonMP and @chemistry, with participation from @Wing\VC, @AMD Ventures, @outsetcap, @f…
- [Unaligned Newsletter](https://x.com/Scobleizer/status/2094816789163303357)
  Unaligned Newsletter Industry-wide analysis of the hottest companies and people in AI / Spatial Computing Archive Sep 01, 2026\\ \\ When Every Machine Becomes an AI Agent With Physical AI \\ \\ \\ \\ …
- [Timothy B. Lee on X: "Last year roboticist Benjie Holson created the "Humanoid Olympics," a list of tasks that are trivial for humans but hard for robots. A startup called Physical Intelligence solved several of them three months later. But there were some big caveats!" / X](https://x.com/binarybits/status/2094806517471965456)
  Post Log in Sign up Post Timothy B. Lee on X: "Last year roboticist Benjie Holson created the "Humanoid Olympics," a list of tasks that are trivial for humans but hard for robots. A startup called Phy…
- [@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…
- [Learning about robots from science fiction - by Andra Keay](https://x.com/svrobo/status/2094787645633142897)
  Robots & Startups Interesting things about robots, robot startups, and the future that's already here. From the epicenter of the robot revolution - Silicon Valley Robotics. By Andra Keay · Over 10,000…
- [@0xconglomerate on X](https://x.com/0xconglomerate/status/2094734524563464428)
  .@eastworlds_io is producing 200 hours of humanoid teleop data every week, making it the largest @UnitreeRobotics G1 data source outside China. That might look small beside known datasets, but they co…
- [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…
- [@OptionKing666 on X](https://x.com/OptionKing666/status/2094638592253370646)
  Unitree’s IPO raised RMB 6bn and closed its first day up 460% at an RMB 237bn market value; 48% of proceeds is allocated to robot-model R&D. The asymmetry is clear: funding for capability expansion is…
- [smartfitguide on X: "Google DeepMind's RT-2 model treats robot actions as text tokens. By co-fine-tuning pre-trained Vision-Language Models with robotic data, it achieved nearly double the performance on novel tasks compared to its predecessor, RT-1. #AI" / X](https://x.com/bareani21645/status/2094613978739593316)
  Post Log in Sign up Post smartfitguide on X: "Google DeepMind's RT-2 model treats robot actions as text tokens. By co-fine-tuning pre-trained Vision-Language Models with robotic data, it achieved near…
- [科技一分钟 on X: "马斯克质问Figure 03
Figure 03做家务的视频引发关注，马斯克公开追问是否有人远程操控。Figure创始人回应“完全自主”，但这并不等于机器人已经具备通用家庭服务能力。
#Figure03 #人形机器人 #马斯克 #具身智能 #科技一分钟 #FC200 #系留系统" / X](https://x.com/yunlan369/status/2094601623423356938)
  Post Log in Sign up Post 科技一分钟 on X: "马斯克质问Figure 03 Figure 03做家务的视频引发关注，马斯克公开追问是否有人远程操控。Figure创始人回应“完全自主”，但这并不等于机器人已经具备通用家庭服务能力。 \#Figure03 \#人形机器人 \#马斯克 \#具身智能 \#科技一分钟 \#FC200 \#系留系统" - 科技一分钟 @yunla…
- [tphuang on X: "GLM-6 disclosed - more parameter &amp; lower activation ratio &amp; inference cost &amp; improved post training expected. Model to make self training decisions

Expecting significant increased domestic compute addition in next 3 to 6 months. Using self owned, leased &amp; purchased c… / X](https://x.com/tphuang/status/2094601178684264502)
  Post Log in Sign up Post tphuang on X: "GLM-6 disclosed - more parameter &amp; lower activation ratio &amp; inference cost &amp; improved post training expected. Model to make self training decisions …
- [tphuang on X: "How it views its own models in terms of the kind of tasks them can do. GLM-5.3 in terms of long time horizon work is still short of 1 wk, need at least 1 month to be autonomous.

Flash is the 1st one to use domestic chips &amp; have low cost + intelligence to support long tasks." / X](https://x.com/tphuang/status/2094601170102747138)
  Post Log in Sign up Post tphuang on X: "How it views its own models in terms of the kind of tasks them can do. GLM-5.3 in terms of long time horizon work is still short of 1 wk, need at least 1 month …
- [📐_Cyber_Owl_🦉 on X: "🚨Golden Fleet Alert🚨

Golden Tesla Cybercabs have taken over the city and are flooding Austin 🌊✨

They are constantly validating pick-ups and drop offs ahead of the Cybercab launch event on 09/03 🤖🚕
Can’t wait for the most futuristic Robotaxis ever 👏

@robotaxi @Tesla @… / X](https://x.com/SawyerMerritt/status/2094608155078504703)
  Post Log in Sign up Post 📐\Cyber\Owl\🦉 on X: "🚨Golden Fleet Alert🚨 Golden Tesla Cybercabs have taken over the city and are flooding Austin 🌊✨ They are constantly validating pick-ups and drop offs…
- [@ErenChenAI on X](https://x.com/ErenChenAI/status/2094589562760687736)
  Shanghai-based 3D generative AI company Hyper3D⁠ has introduced WorldGen, a world generation model that turns a single image into a complete, editable 3D scene. Built on its SIGGRAPH 2025 Best Paper-w…
- [The Robot Report: Skild AI unveils S1 robot foundation model | AI Understanding](https://x.com/aiuorg/status/2094602992565522608)
  Back to News ProductAI Understanding briefing The Robot Report: Skild AI unveils S1 robot foundation model The Robot Report reports that Skild AI unveiled S1, a robot foundation model that the company…
- [Learning about robots from science fiction - by Andra Keay](https://x.com/svrobo/status/2094576047589060990)
  Robots & Startups Interesting things about robots, robot startups, and the future that's already here. From the epicenter of the robot revolution - Silicon Valley Robotics. By Andra Keay · Over 10,000…
- [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…
- [@a16z on X](https://x.com/a16z/status/2094542071759872251)
  Gavin Baker says the future for the world's biggest companies is open models and private context: "I think the future is an ensemble of models. There's a Pareto curve. No one model is going to be the …
- [国家发改委：加速具身智能在制造、医疗等领域真实场景中落地应用_财经上下游_澎湃新闻-The Paper](https://x.com/pstAsiatech/status/2094536116539961624)
  下载客户端 登录 无障碍 - +1 国家发改委：加速具身智能在制造、医疗等领域真实场景中落地应用 澎湃新闻记者 滕晗 2026-08-28 11:44 来源：澎湃新闻 ∙ 财经上下游 > 听全文 字号 8月28日，国家发展改革委举行8月份新闻发布会，国家发展改革委政策研究室副主任、委新闻发言人李超在会上强调，机器人产业涉及人工智能、先进制造、新材料等诸多前沿技术，必须坚持因地制宜、健康有序发展，立…
- [@SemiAnalysis_ on X](https://x.com/SemiAnalysis_/status/2094530958124847449)
  Seven ports are used to connect other NPUs on the same tray over flyover cables. Seven ports connect across trays in the intra-rack 2D mesh over the backplane allowing each NPU0 to connect to all the …
- [The hardest problem in physical AI may be the magnet, not the model](https://thenextweb.com/news/physical-ai-hardest-problem-magnet-not-model-crma-schaeffler)
  Skip to content AI Learning and Artificial Intelligence Credit: Canva Actuators account for 40% to 60% of a humanoid robot’s bill of materials and China refines roughly 90% of the rare earth magnets i…
- [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,…
- [@Astra1Byte on X](https://x.com/Astra1Byte/status/2094493801410662483)
  Four years ago, Figure didn’t have a robot. Today it’s valued at $39B and has already shipped 1,000+ humanoids. CEO Brett Adcock says the real advantage isn’t the AI it’s that hardware, models, and ma…
- [NVIDIA's robot business is already worth $10 billion/year, and China is its best customer | HumanoidHub](https://x.com/johnkoetsier/status/2094485667409760625)
  News/ trends,china,usa,physical\ai,hardware,government trends,china,usa,physical\ai,hardware,government NVIDIA's robot business is already worth $10 billion/year, and China is its best customer John K…
- [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…
- [Optimize Models with Unsloth | Jetson AI Lab](https://x.com/NVIDIARobotics/status/2094480283135316182)
  🎉 Welcome to Jetson AI Lab 2.0! We've redesigned the site with curated tutorials. Looking for old content? Browse the archive → × Back to Tutorials Optimize Models with Unsloth Fine-tune, convert and…
- [@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…
- [@ruima on X](https://x.com/ruima/status/2094468785591964066)
  I think the Unitree IPO was obviously overhyped (well, except to whoever bought it at $60B). It’s down to a more manageable ~$30B now, which is still extremely pricey. I wonder what this means for the…
- [@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…
- [@thehypedotnews on X](https://x.com/thehypedotnews/status/2094464209895424198)
  unitree robots now build themselves – and train while doing it @UnitreeRobotics deployed its embodied ai model inside its own factory in china. the robots aren't repeating pre-programmed movements – t…
- [Runway on X: "Today, we're sharing new research on Solaris, our first Interface World Model.

Solaris is a new kind of operating system that generates interactive interfaces frame by frame, in real time, with no code. We find that Solaris outperforms frontier LLMs when generating new interfaces, ac… / X](https://x.com/TheRundownAI/status/2094519142426567065)
  Post Log in Sign up Post Runway on X: "Today, we're sharing new research on Solaris, our first Interface World Model. Solaris is a new kind of operating system that generates interactive interfaces fr…
- [@0xconglomerate on X](https://x.com/0xconglomerate/status/2094460816947081633)
  @LeggedRobot @ROBOTIS Looking forward to the next update! Hehe would be fun to have a Mini Pupper that I could play with and make content on, eh? 😅👀
- [@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…
- [@frontrunvc on X](https://x.com/frontrunvc/status/2094448223775494221)
  EARLY: 5 @ycombinator fall cohort companies across Compute, Energy, Hardware and DevTools. 👇 @nodussss - 1 follower - (Compute): the first intelligent execution layer for ai workloads. founders: @vis…
- [@Thom_Wolf on X](https://x.com/Thom_Wolf/status/2094427670528311750)
  People don't realize it, but even with only 1 GB of RAM, the memory alone is already 10–15% of Microduck's total price. Crazy when you consider there are 15 actuators in the robot.
- [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 …
- [Veeda AI Raises $90M Seed to Build "The Matrix" for Physical AI - WOWTALE](https://x.com/mushman1970/status/2094416619275473057)
  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 …
- [GitHub - hku-sail/StreamPI: StreamPI: Streaming Multimodal Temporal Modeling for Vision-Language-Action Models · GitHub](https://x.com/DexRobotics/status/2094411289380765788)
  Skip to content You signed in with another tab or window. Reload to refresh your session.You signed out in another tab or window. Reload to refresh your session.You switched accounts on another tab or…
- [@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…
- [VisiveAI on X: "One brain. For any robot. 🤖 We’re launching Gemini Robotics 2: our next-generation physical AI bringing full body intelligence...
via @GoogleDeepMind

#AI #LLM #MachineLearning #ChatGPT #GenerativeAI" / X](https://x.com/VisiveAI/status/2094403523672961492)
  Post Log in Sign up Post VisiveAI on X: "One brain. For any robot. 🤖 We’re launching Gemini Robotics 2: our next-generation physical AI bringing full body intelligence... via @GoogleDeepMind \#AI \#L…
- [Biti8 on X: "Four years ago, @Figure_robot didn’t even have a robot.

Today, it’s valued at $39B, has built 1,000+ humanoids, deployed robots at BMW, built its own AI models, manufacturing infrastructure and a global data collection network.

What impresses me most is the speed.

Figure isn’t build… / X](https://x.com/adcock_brett/status/2094462666798723307)
  Post Log in Sign up Post Biti8 on X: "Four years ago, @Figure\robot didn’t even have a robot. Today, it’s valued at $39B, has built 1,000+ humanoids, deployed robots at BMW, built its own AI models, m…
- [Oregon robotics company says the industry needs a reality check: ‘I really want to pop that bubble’ - oregonlive.com](https://x.com/agilityrobotics/status/2094466317411872857)
  Skip to Article The $1 Sale is Here! Labor Day Savings End on 9/9/26 Close By - Mike Rogoway \| The Oregonian/OregonLive The internet is full of videos of robots running races, doing backflips, dancin…
- [@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…
- [@ParadisLabs on X](https://x.com/ParadisLabs/status/2094377565079081352)
  Bro...this GS humanoid report is mega bullish for semis. - Humanoid TAM forecast increased by ~5x. - Which is an even better commercial opportunity for semis / precision components such as power semis…
- [JD.com, Inc.](https://x.com/SlavaOPs/status/2094352372558410095)
  Authentic Products Delivered Today \\ AI-Powered, ESG-Embedded Industrial Supply Chain Innovation Earns JINGDONG Industrials 2026 Sedex Technoical Innovation Award \\ \\ BEIJING, 27 August 2026 — JING…
- [@GabrielnSpace on X](https://x.com/GabrielnSpace/status/2094350888211234898)
  i thought community robot data would hit diminishing returns fast but Axis Dataset V1 just made that take look stupid @axisrobotics pushed π0.5 from 83.9% to 88.8% on LIBERO Plus, and performance kept…
- [How Figure Became the Biggest Name in Robotics | XMAQUINA DAO](https://x.com/xmaquina/status/2094334389979373824)
  Genesis Auction Wave 2! Launches June 24 Get DEUS homeDAO Portal How Figure Became the Biggest Name in Robotics Color theme: Four years, three generations of humanoids, a $39 billion valuation and now…
- [[2604.15483] $π_{0.7}$: a Steerable Generalist Robotic Foundation Model with Emergent Capabilities](https://x.com/oskrt_dvs/status/2094332211675664533)
  Skip to main content Search arXiv Press Enter to search · Advanced search Computer Science > Machine Learning arXiv:2604.15483 (cs) \Submitted on 16 Apr 2026 ( [v1), last revised 24 Apr 2026 (this ver…
- [@Tanminhday on X](https://x.com/Tanminhday/status/2094317736214372428)
  🤖 Something is changing in Physical AI. For years, humanoid robots were mostly about impressive demos. This week feels different. $900M+ raised by XPeng’s robotics business. Figure committing over $1…
- [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…
- [Deepnewsai on X: "Atlas just carried a loaded refrigerator.

Boston Dynamics’ humanoid robot uses real-time AI control to balance, adjust its posture, and handle heavy loads.

Source: X/BostonDynamics

Follow @deepnewsai for more AI updates.

#PhysicalAI #Robotics #Humanoid #AI" / X](https://x.com/deepnewsai/status/2094273760111268170)
  Post Log in Sign up Post Deepnewsai on X: "Atlas just carried a loaded refrigerator. Boston Dynamics’ humanoid robot uses real-time AI control to balance, adjust its posture, and handle heavy loads. S…
- [Gemini Robotics ER 1.6 shutdown date Aug 31, 2026; replacement ER 2](https://ai.google.dev/gemini-api/docs/deprecations)
  Google Developers Gemini API deprecations page, Robotics models table (page last updated 2026-08-27 UTC; shutdown date in the table is in-window): gemini-robotics-er-1.6-preview released April 14, 202…
- [Skild AI unveils S1 robot foundation model; ~$1.7B raised](https://www.therobotreport.com/skild-ai-unveils-s1-flagship-robot-foundation-model/)
  Brianna Wessling / The Robot Report (Firecrawl dated ~5 hours before Aug 31 evening): Skild AI unveiled S1, flagship robot foundation model. Company founded 2023 has raised nearly $1.7 billion. CEO De…
- [@davidcao01 on X](https://x.com/davidcao01/status/2094201331011518541)
  Fifteen years after "software is eating the world," Marc Andreessen's own firm just admitted atoms are eating software's margins. SUMMARY This is not an a16z story. a16z's $1.1B Machine Age Fund is si…
- [@Robot_AIsignals on X](https://x.com/Robot_AIsignals/status/2094201246987034914)
  Show it once. That is the entire instruction. In a post published in August, Skild AI introduced S1, a robotics foundation model prompted with a video demonstration in place of a written command. The …
- [@Robot_AIsignals on X](https://x.com/Robot_AIsignals/status/2094154690241978745)
  The robot industry's data shortage just became a gig job. On 25 August Figure launched Index, an app that pays people by the minute to film themselves doing ordinary household and workplace tasks. Tha…
- [VisiveAI on X: "Clone Unveils First Bimanual Torso with Fully Actuated Human-Like Upper Body
via @clonerobotics

#AI #Robotics #HumanoidRobots #PhysicalAI #Innovation" / X](https://x.com/VisiveAI/status/2094112620660043964)
  Post Log in Sign up Post VisiveAI on X: "Clone Unveils First Bimanual Torso with Fully Actuated Human-Like Upper Body via @clonerobotics \#AI \#Robotics \#HumanoidRobots \#PhysicalAI \#Innovation" - V…
- [@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…
- [@GoingBallistic5 on X](https://x.com/GoingBallistic5/status/2094086201288364335)
  Eric gets the essence of the challenge Any remote controlled humanoid today could muddle through most or all the events, albeit with low scores But if asked to do it completely autonomously with the s…
- [VisiveAI on X: "Teamwork makes the dream work. To test multi-robot collaboration with Gemini Robotics 2, we challenged our Apollo and Duo robo...
via @GoogleDeepMind

#AI #LLM #MachineLearning #ChatGPT #GenerativeAI" / X](https://x.com/VisiveAI/status/2094064001789690251)
  Post Log in Sign up Post VisiveAI on X: "Teamwork makes the dream work. To test multi-robot collaboration with Gemini Robotics 2, we challenged our Apollo and Duo robo... via @GoogleDeepMind \#AI \#LL…
- [VisiveAI on X: "Welcome to Robot Park, where we’re building the future with Apollo 2. Robot Park is where Apollo learns today, getting the expe...
via @Apptronik

#AI #Robotics #HumanoidRobots #PhysicalAI #Innovation" / X](https://x.com/VisiveAI/status/2094033917313699947)
  Post Log in Sign up Post VisiveAI on X: "Welcome to Robot Park, where we’re building the future with Apollo 2. Robot Park is where Apollo learns today, getting the expe... via @Apptronik \#AI \#Roboti…
- [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…
- [Figure Index + BMW hours: 1,250 factory hours; Index 16M videos / $15M paid](https://investorplace.com/hypergrowthinvesting/2026/08/the-50-trillion-robot-boom-starts-at-10-an-hour/)
  Luke Lango / InvestorPlace (dated Aug 2026; Firecrawl news dated it ~1 day before Aug 31): Cites JPMorgan: humanoid operating cost ~$10-$12/hour vs ~$30 human factory labor; currently ~2 humanoids to …
- [@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…
- [mete on X: "EV makers building humanoids

🇺🇸 Tesla | Optimus
🇨🇳 XPENG | IRON
🇨🇳 BYD | Xiao Di
🇨🇳 CHERY | Mornine

They already build batteries, motors &amp; AI.

Humanoids reuse same industrial stack.

That’s how they’re able to move so fast." / X](https://x.com/VaderResearch/status/2093776317728620621)
  Post Log in Sign up Post mete on X: "EV makers building humanoids 🇺🇸 Tesla \| Optimus 🇨🇳 XPENG \| IRON 🇨🇳 BYD \| Xiao Di 🇨🇳 CHERY \| Mornine They already build batteries, motors &amp; AI. Huma…
- [John Koetsier on X: "What if you have ...

- great physical AI
- amazing hands

But ... your humanoid robot isn't production ready? And ... you think industrial automation needs hands, arms, etc in addition to full humanoids?

@TheSanctuaryAI decided to offer brains and hands, not just bodies." / X](https://x.com/johnkoetsier/status/2093766172290462033)
  Post Log in Sign up Post John Koetsier on X: "What if you have ... \- great physical AI \- amazing hands But ... your humanoid robot isn't production ready? And ... you think industrial automation nee…
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2093739174746611828)
  XPENG is putting serious money behind humanoid robotics. Its robotics business just raised more than $900 million, reaching a post-money valuation above $6.3 billion. The round was led by IDG Capital,…
- [Nvidia Wants to Run the World’s Robots. China Is an Eager Customer. - WSJ](https://x.com/pstAsiatech/status/2094400792060911848)
  Skip to Main Content Skip to... Select - What to Read Next - Most Popular News - Most Popular Opinion DJIA\\ \\ 52766.88\\ \\ -0.79% S&P 500\\ \\ 7631.47\\ \\ -0.71% Nasdaq\\ \\ 26099.77\\ \\ -1.03% R…
- [@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…
- [Humanoids Summit on X: "Meet Junghee Ryu, Founder and CEO of @RLWRLD_ai at the Humanoids Summit Seoul.
Join the conversation and network with the leaders shaping the future of Physical AI.
Grab your ticket and be part of the conversation.

#HumanoidsSummit #Seoul #Robotics #PhysicalAI" / X](https://x.com/HumanoidsSummit/status/2093670605560115246)
  Post Log in Sign up Post Humanoids Summit on X: "Meet Junghee Ryu, Founder and CEO of @RLWRLD\ai at the Humanoids Summit Seoul. Join the conversation and network with the leaders shaping the future of…
- [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…
- [@realgalleryx on X](https://x.com/realgalleryx/status/2093635683323891741)
  서랍이 안 열리자 수저를 오븐에 넣었다. Physical Intelligence를 만든 Sergey Levine이 Ryan Peterman 앞에서 말한 평가 장면이다. 모델은 π0.5다. 주방에서 수저를 넣으라고 했는데 서랍이 안 열렸다. 옆에 오븐이 있으니 그걸 열고 넣기 시작했다. 아이한테 치우라고 하면, 안 보이게만 넣기도 한다는 것이다. 접시 닦기도…
- [@VaderResearch on X](https://x.com/VaderResearch/status/2093601165913067580)
  A16z just announced a $1.1bn fund to invest in US manufacturing & physical AI US must build its own hardware to compete with Chinese robotics. There is no way around. Having visited WRC, Robot Games a…
- [@SongShuran on X](https://x.com/SongShuran/status/2093535827771138309)
  Naively finetuning a generalist policy on a new task often just turns it into a specialist: it forgets all the tasks it was trained on before. 🥲 This happens regardless of whether the base policy is …
- [Gemini Robotics 2 brings whole body intelligence to robots - YouTube](https://x.com/ScrumVenturesJP/status/2093534278378553445)
  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…
- [@HumanoidsHQ on X](https://x.com/HumanoidsHQ/status/2093495363021750445)
  If you still think Tesla is just a car company, you’re missing the bigger picture. Optimus could become Tesla’s next massive business. 🤖 Tesla isn’t simply building a humanoid robot — the goal is to …
- [Chinese automakers are following Tesla’s bet that robots are the next big profit machine | TechCrunch](https://x.com/TechCrunch/status/2093480031574016250)
  Skip to content Image Credits: Zhang Haofu/Xinhua / Getty Images Robotics Share on FacebookShare on XShare on LinkedInShare on RedditShare over EmailCopy Share Link Chinese automakers are following Te…
- [SemiAnalysis ChipBook](https://x.com/SemiAnalysis_/status/2093440227792585076)
  Manage Consent To provide the best experience, we use cookies to store and/or access device information. FunctionalFunctional Always active The technical storage or access is strictly necessary for th…
- [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.…
- [Lerrel Pinto on X: "Turns out that doing In-context learning for robots is not that hard..." / X](https://x.com/LerrelPinto/status/2093400831941116254)
  Post Log in Sign up Post Lerrel Pinto on X: "Turns out that doing In-context learning for robots is not that hard..." - Lerrel Pinto @LerrelPinto Turns out that doing In-context learning for robots is…
- [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…
- [@0xconglomerate on X](https://x.com/0xconglomerate/status/2093373586803478854)
  I’m pretty sure some of the things I mentioned here are already things @eastworlds_io and other robot data companies think about internally. s/o to @scale_AI @xdofai @MeckaAI @micro1_ai @LightwheelAI …
- [Cicada Market Making on X: "https://t.co/26k9SK56mf" / X](https://x.com/axisrobotics/status/2093684446465798629)
  Post Log in Sign up Post - Cicada Market Making @cicada\mm Inside Robotics and Physical AI Featuring insights from Axis Robotics In 2026, the artificial intelligence industry learned to solve the comp…
- [@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 …
- [Why Top Founders Are Racing Into AI Infrastructure - YouTube](https://x.com/a16z/status/2093340813174747432)
  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…
- [The Humanoid Race Is Moving From Lab to Factory](https://x.com/resourcestock_/status/2093336315190554897)
  Categories: Premium Subscription Updates / General Market Commentary Topics: Digital Dispatch / General Market Commentary- BW The Humanoid Race Is Moving From Lab to Factory Shares Share Post Share Em…
- [@HumanSapiensX on X](https://x.com/HumanSapiensX/status/2093328847491961125)
  FIGURE 03 JUST ENTERED THE BMW FACTORY. 🤖🏭 Figure 02 helped build 30,000+ BMW X3s in 2025. Now Figure 03 is taking over — and its job is getting much harder. Not just moving parts. It sorts unordere…
- [Poe Zhao on X: "Reuters just published a special investigation on China's humanoid robot boom. I contributed analysis at three points, and together they form one argument.

Start with pricing. China's capital markets have priced humanoid technology very aggressively. Investors are essentially betti… / X](https://x.com/OperationsPLS/status/2095167359006933341)
  Post Log in Sign up Post Poe Zhao on X: "Reuters just published a special investigation on China's humanoid robot boom. I contributed analysis at three points, and together they form one argument. Sta…
- [@continuumlabs_ on X](https://x.com/continuumlabs_/status/2093271174012633446)
  Physical AI has made huge progress, but scaling intelligent robots is still constrained by problems far beyond the model itself. 7 bottlenecks stand out: 1️⃣ Data: robots need massive amounts of diver…
- [XMAQUINA on X: "This week @FigureAI launches Index, the largest physical robot training dataset in the world.

30 minutes of video uploads per second.
16M video uploads.
$15M paid to data creators.

Figure says it's committing $1B over the next 12 months on data and compute." / X](https://x.com/xmaquina/status/2093247264823316740)
  Post Log in Sign up Post XMAQUINA on X: "This week @FigureAI launches Index, the largest physical robot training dataset in the world. 30 minutes of video uploads per second. 16M video uploads. $15M p…
- [@marketmaker_hq on X](https://x.com/marketmaker_hq/status/2093221444360736934)
  10,000 humanoid robots sold out in 5 days generating $200,000,000+ in pre-orders overnight OpenAI backed 1X Technologies just proved consumer demand for home bots is officially reaching mass hysteria …
- [@axisrobotics on X](https://x.com/axisrobotics/status/2093217040295465183)
  Announcing our partnership with @Dexmal_AI About Dexmal: Dexmal is a technology company focused on general-purpose embodied intelligence, committed to building intelligent, useful, and trustworthy rob…
- [China’s record robotic strides show the limits of human speed | Reuters](https://x.com/pstAsiatech/status/2093730835132268862)
  Skip to main content Exclusive news, data and analytics for financial market professionalsLearn more aboutRefinitiv More Videos 0 seconds of 0 secondsVolume 0% Press shift question mark to access a li…
- [@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…
- [Physical Intelligence (π)](https://x.com/hausman_k/status/2093129881689391574)
  Physical Intelligence is bringing general-purpose AI into the physical world. We are a group of engineers, scientists, roboticists, and company builders developing foundation models and learning algor…
- [Cerebras's Next Generation CS-4: Fast Just Got Faster](https://x.com/SemiAnalysis_/status/2093126657682907547)
  SubscribeSign in Cerebras's Next Generation CS-4: Fast Just Got Faster Double the Performance, Double the Power, Double the Fun Myron Xie, Bryan Shan, Wega Chu, and 2 others Aug 18, 2026 ∙ Paid 136 6 …
- [Optimus Just Entered Production at Fremont. Here's What Changes for Tesla Investors. | The Motley Fool](https://x.com/VanEmmerickKris/status/2094940107484586346)
  Accessibility Menu ▲ S&P 500 +---% \|▲ Stock Advisor +---% Join The Motley Fool Search for a company Accessibility... Help Arrow-Thin-Down\\ \\ S&P 500\\ \\ 7,673.19\\ \\ +0.5%\\ \\ +41.72 Arrow-Thin-…
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2093111545462985101)
  Most people watch Figure 03 walk and look at the legs. But a lot of the interesting work is happening underneath. Figure’s Helix 02 uses three control layers. System 2 understands the scene the instru…
- [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…
- [@jinseongeo83473 on X](https://x.com/jinseongeo83473/status/2093061326516224295)
  $CCXI 🤖💰 CCXI / Agility Robotics Study #10✔️ The Big Question — What Could AGLT Actually Be Worth?✔️ The conclusion first: Agility’s $2.5B transaction valuation is beginning to look increasingly con…
- [@Rewkang on X](https://x.com/Rewkang/status/2093056014967087389)
  Most Physical AI companies are still doing lab demos. A key factor in our investment in Dyna last year was their world class post training expertise/results and their deployment focus. More deployment…
- [@frontrunvc on X](https://x.com/frontrunvc/status/2093041605540466832)
  plugged this article into claude + the @frontrunvc mcp. companies that fit the thesis: 👇 vertical, owning a category: @cosmic_robotics autonomous construction @shiraz_ai robots that learn on the job …
- [Careers — DYNA](https://x.com/DynaRobotics/status/2093039154863215022)
  Contact11:33 AM Name Email Company Team Size 1-2021-5051-100100+ Message BusinessMediaInvestorOther Submit See all open positions Human intelligence wanted. \[ Who we Are \] We’reresearchers,engineers…
- [@DynaRobotics on X](https://x.com/DynaRobotics/status/2093039150509514884)
  Let’s dive into the facts. The small details we obsessed about and actually closed the gaps. To keep one Din Tai Fung dining room supplied, a robot has to produce 1,500 table-ready napkins in a day’s …
- [@DynaRobotics on X](https://x.com/DynaRobotics/status/2093039148169154615)
  Waymo was founded in 2009. Their demo took 18 months. Their first driverless rides opened to the public in 2020. It's easy to show a demo. What comes after are the edge cases, recovery, uptime, integr…
- [Dyna Robotics on X: "After so many demos, models, pilots, robots are still struggling to land real deployments with real customers. Until now.

Today we’re excited to share that our robots have successfully crossed the ROI threshold, and Din Tai Fung, one of the highest revenue per location restaur… / X](https://x.com/TheHumanoidHub/status/2093387536962076683)
  Post Log in Sign up Post Dyna Robotics on X: "After so many demos, models, pilots, robots are still struggling to land real deployments with real customers. Until now. Today we’re excited to share tha…
- [Dyna Robotics on X: "After so many demos, models, pilots, robots are still struggling to land real deployments with real customers. Until now.

Today we’re excited to share that our robots have successfully crossed the ROI threshold, and Din Tai Fung, one of the highest revenue per location restaur… / X](https://x.com/Rewkang/status/2093048258537087479)
  Post Log in Sign up Post Dyna Robotics on X: "After so many demos, models, pilots, robots are still struggling to land real deployments with real customers. Until now. Today we’re excited to share tha…
- [Not Just a Model, But a Product — DYNA](https://x.com/DynaRobotics/status/2093039146357178475)
  Contact11:33 AM Name Email Company Team Size 1-2021-5051-100100+ Message BusinessMediaInvestorOther Submit Sections: 01Not just a model, but a product02"Both" is our way03How Dyna-2 closed the gaps04D…
- [UT Austin on X: "A new $30 million @NSF award will establish the Center for Human and Robot Co-Adaptation at UT Austin.

Led by Texas researchers, the new center will advance groundbreaking research into how humans and robots can learn to live and work together.

Another bold step forward for resea… / X](https://x.com/NVIDIARobotics/status/2093080366089429232)
  Post Log in Sign up Post UT Austin on X: "A new $30 million @NSF award will establish the Center for Human and Robot Co-Adaptation at UT Austin. Led by Texas researchers, the new center will advance g…
- [Piloting the world's first double-blind AI evaluations — Google DeepMind](https://x.com/GoogleDeepMind/status/2092961763553677387)
  Skip to main content August 27, 2026 Responsibility & Safety Piloting the world's first double-blind AI evaluations William Isaac, Sol Messing and Kristian Lum Share Building trust in proprietary mode…
- [@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…
- [New BMW Cars & SUVs | BMW Dealer Serving Atlanta GA](https://x.com/BMWofAtlanta/status/2092960092014391750)
  Skip to main content Labor Day Specials start NOW! Financing as low as 0.9% for 60 months + Loyalty Credits on select models. Shop Labor Day Offers Global Imports BMW - 500 Interstate North Pkwy SE At…
- [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 …
- [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…
- [@ctorobotics on X](https://x.com/ctorobotics/status/2092907471757316439)
  Humanoid robots are entering the factory floor. 🤖🏭 Xiaomi Technology is deploying wheeled and humanoid robots inside its automotive manufacturing facility. The interesting part isn’t just the robot …
- [Shuddhatma Jain on X: "Sanja Fidler quit her job running NVIDIA's Toronto AI lab, started a company three months ago, and has already pulled in $90 million without shipping a single product.

nobody is betting on a robot here. they're betting she can build the world robots learn inside 🧵" / X](https://x.com/decepticons0101/status/2092904684730081387)
  Post Log in Sign up Post Shuddhatma Jain on X: "Sanja Fidler quit her job running NVIDIA's Toronto AI lab, started a company three months ago, and has already pulled in $90 million without shipping a …
- [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 …
- [@WWTLitee on X](https://x.com/WWTLitee/status/2092840562143772769)
  机器人泡沫破了？ 中国巨头Unitree上市估值660亿，转眼腰斩，投资人都在追什么？ 物理AI现在是风投的宠儿，大把银子砸进去，就想把聊天机器人的技术搬到机器人身上。 可Unitree股价崩得这么快，分析师说根源就一个：机器人身体是灵活了，脑子却不会干活。 开发者大会上人头攒动，比去年多了三倍，但每个展台都在喊“数据荒”，缺好数据喂给AI模型。 物理AI还卡在GPT-2时代，想要突破，得堆更多数…
- [China can build kung fu-fighting robots. But it can’t get them to do factory work | Reuters](https://x.com/Reuters/status/2093008136097702201)
  Skip to main content Exclusive news, data and analytics for financial market professionalsLearn more aboutRefinitiv LIUZHOU, China - Inside a training center in southern China, more than 100 humanoid …
- [Eren Chen on X: "GRIT, a humanoid robotics lab in China demos its whole-body control under strong terrain disturbances during teleoperation. 

The robot keeps tracking the operator while stepping over obstacles and maintaining balance.

Pretty robust." / X](https://x.com/ErenChenAI/status/2092835483114213783)
  Post Log in Sign up Post Eren Chen on X: "GRIT, a humanoid robotics lab in China demos its whole-body control under strong terrain disturbances during teleoperation. The robot keeps tracking the opera…
- [@frontrunvc on X](https://x.com/frontrunvc/status/2092809772974137499)
  here's 8 sourced on @frontrunvc: own hardware, own software, one vertical, no announced round. 🫡 @shiraz_ai - robots that learn a manufacturing task from one demo. ex boston dynamics, amazon robotics…
- [Ismail | SinyalKatmanı | on X: "SoftBank, humanoid robot üreticisi 1X’te çoğunluk hissesi için $6B değerleme üzerinden görüşüyor. NEO için 10K' dan fazla sipariş var. 

 Son, OpenAI ve AI infra sonrası fiziksel AI’a yükleniyor. Sipariş var ama ticari teslimat ölçeği henüz kanıtlanmadı." / X](https://x.com/sinyalkatmani/status/2092809630002897170)
  Post Log in Sign up Post Ismail \| SinyalKatmanı \| on X: "SoftBank, humanoid robot üreticisi 1X’te çoğunluk hissesi için $6B değerleme üzerinden görüşüyor. NEO için 10K' dan fazla sipariş var. Son, O…
- [@CapitalSqueez on X](https://x.com/CapitalSqueez/status/2092797538525143505)
  $CCXI SoftBank paying $6B for control of 1X is a category green light. Masa is buying physical AI. That lifts every credible humanoid name. 1X is the home bet: $20k NEO, 10k pre-orders. Home is the ha…
- [@Coexisteven on X](https://x.com/Coexisteven/status/2092740012739850572)
  3/4 🤖 Robotics / Physical AI Layer Agility Robotics shared a video of Digit’s whole-body range of motion being stress-tested in a workout class (every joint in sync for timing, velocity, and balance …
- [How to Train a Cross-Embodiment Robot Navigation Policy with AI Agents | NVIDIA Technical Blog](https://x.com/NVIDIARobotics/status/2093381258243895657)
  Technical Blog Subscribe Related Resources Robotics English한국어中文 How to Train a Cross-Embodiment Robot Navigation Policy with AI Agents Aug 26, 2026 By Yan Chang, Mihir Acharya, Wei Liu, Katie Washaba…
- [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…
- [Rhys on X: "Cool to see a bunch of new robotics foundation model releases:

π0.7 from @physical_int 
GEN-1.5 from @generalistAI 
S1 from @SkildAI 

Feels like the GPT-3 moment for robotics. Robot Models are Few-Shot Learners!" / X](https://x.com/RhysLindmark/status/2092684832199639136)
  Post Log in Sign up Post Rhys on X: "Cool to see a bunch of new robotics foundation model releases: π0.7 from @physical\int GEN-1.5 from @generalistAI S1 from @SkildAI Feels like the GPT-3 moment for …
- [@NewsHumanoid on X](https://x.com/NewsHumanoid/status/2092670377084248351)
  Held in Beijing from August 22–26, 2026, the 2026 World Humanoid Robot Games delivered one of its most viral moments when China’s Tiangong Ultra completed the 100-meter race in just 8.64 seconds. That…
- [@GalbotRobotics on X](https://x.com/GalbotRobotics/status/2092668216296259610)
  🏆 3 GOLD MEDALS. 100% AUTONOMOUS. 100% WIN RATE. Galbot G1 swept the three most challenging scenario competitions at #WHRG: Home, Catering, and Retail. 🏅 Home: household organization, laundry, deliv…
- [Humanoids are for marketing, robots are the real business](https://x.com/vector__news/status/2092669106319167753)
  READ00% The Apollo that Apptronik showed the world at the end of June has two legs, a torso, a head and the general proportions of a five-foot-eight adult. The Apollo its paying customers keep asking …
- [Open roles with founders hailing from NVIDIA, Citadel, Palantir, and MIT](https://x.com/katiekirsch/status/2092664309528883528)
  SubscribeSign in Discover more from a16z Jobs New jobs every day. Subscribe By subscribing, you agree Substack's Terms of Use, and acknowledge its Information Collection Notice and Privacy Policy. Alr…
- [@drfeifei: 🤖 x 🌍 = 📈 come and join us for this exciting journey!!](https://x.com/drfeifei/status/2092662138045407532)
  🤖 x 🌍 = 📈 come and join us for this exciting journey!!
- [World Labs on X: "The next generation of robotics needs models that can understand, simulate, learn from, and act across virtual and physical worlds.

We’re hiring a Sr Business Development Lead, Robotics &amp; Physical AI to help bring this technology into real-world applications 🤖🚀" / X](https://x.com/theworldlabs/status/2092659658980983279)
  Post Log in Sign up Post World Labs on X: "The next generation of robotics needs models that can understand, simulate, learn from, and act across virtual and physical worlds. We’re hiring a Sr Busines…
- [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…
- [Brett Adcock on X: "We're now over 43,000 weekly active users collecting data to train Helix, our AI model for F.03 robots

This data collection project, Index, is our answer to the data problem: the largest useful robot training dataset in the world

Extrapolate out, and this is the pretraining ne… / X](https://x.com/_Armitage__/status/2092656782888087910)
  Post Log in Sign up Post Brett Adcock on X: "We're now over 43,000 weekly active users collecting data to train Helix, our AI model for F.03 robots This data collection project, Index, is our answer t…
- [@adcock_brett on X](https://x.com/adcock_brett/status/2092628102262477268)
  We're now over 43,000 weekly active users collecting data to train Helix, our AI model for F.03 robots This data collection project, Index, is our answer to the data problem: the largest useful robot …
- [@antopatrex1 on X](https://x.com/antopatrex1/status/2092616347792580997)
  scaling laws do not apply to physical AI yet. i'll say it again. scaling laws do not apply to physical AI. chelsea finn from physical intelligence showed this during her YC talk. they trained pi0.7 to…
- [@ThomasSmale on X](https://x.com/ThomasSmale/status/2092613535482413228)
  $14B valuation. Pre-revenue. A handful of customers. That is Skild AI today. And it is not the outlier. Physical Intelligence: $11B Generalist: $2B to $3B in months, $600M raised Skild AI: $14B Three …
- [@techniahqrobot on X](https://x.com/techniahqrobot/status/2092607582229709221)
  The most important humanoid robot factory nobody is watching yet. Japan just opened a factory where humanoid robots train for the real world Inside J-HRTI’s new 1,400 m² facility in Chiba, 35 humanoid…
- [Robot brain builders are pushing out of their GPT-2 era | TechCrunch](https://x.com/HarryMellsop/status/2092651092026728509)
  Checking your Browser… Verifying... Stuck? Troubleshoot Success! Verification failed Troubleshoot Verification expired Refresh Verification expired Refresh Troubleshoot Cloudflare, opens in a new tab …
- [@HumanoidsHQ on X](https://x.com/HumanoidsHQ/status/2092581039159779485)
  Optimus has the potential to become one of the most important products ever created. Once humanoid robots can perform a wide range of useful tasks at scale, the impact on manufacturing and the global …
- [@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…
- [@0xconglomerate on X](https://x.com/0xconglomerate/status/2092554990829379730)
  Is it really possible for a robot to learn a new task from one human video, with zero fine-tuning? I’ve read a lot of hype around Skild’s S1, with some already calling it robotics’ “ChatGPT moment.” T…
- [@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.
- [@axisrobotics on X](https://x.com/axisrobotics/status/2092496995760136399)
  2/ What you're actually doing Axis is the compounding data engine for physical AI. Every task you complete on Axis Hub is a robot trajectory — real training data for real robot policies. You do the de…
- [Axis Robotics on X: "Axis Robotics x @BinanceWallet is live.

1,500,000 Axis Points. 30 days. Reserved exclusively for Binance Keyless Wallet users.

Teach robots. Sign your data on Base. Get paid in Points from a pool that's entirely separate from the main product.

How it works:" / X](https://x.com/axisrobotics/status/2092496983378506197)
  Post Log in Sign up Post Axis Robotics on X: "Axis Robotics x @BinanceWallet is live. 1,500,000 Axis Points. 30 days. Reserved exclusively for Binance Keyless Wallet users. Teach robots. Sign your dat…
- [@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…
- [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2092388111083065555)
  Figure takes vertical integration to another level. Figure built its own egocentric data collection pipeline. Index is a crowdsourcing platform where anyone can collect data. - 264K app downloads acro…
- [huaijiang on X: "ok, so if i understood this correctly, the “in-context learning” ability was essentially baked into the model at training time. roughly speaking, the policy is trained to do something like:

(demo video, current obs) → action

this is quite different from in-context learning in llm… / X](https://x.com/xdofai/status/2092426989542297943)
  Post Log in Sign up Post huaijiang on X: "ok, so if i understood this correctly, the “in-context learning” ability was essentially baked into the model at training time. roughly speaking, the policy i…
- [@gupta_abhinav_ on X](https://x.com/gupta_abhinav_/status/2092331051041612145)
  Punch: Skild S1 is 380 times more data efficient than standard VLA models! yes...let that sink in..
- [NMIS – Nissan Manufacturing Innovation Summit – Innovation and Technology Summit for Greater Nashville Manufacturing](https://x.com/TheSanctuaryAI/status/2092326966867435880)
  Close - Home - Event Schedule - Exhibitors - Speakers - Food - Golf - Linkedin - Home - Event Schedule - Exhibitors - Speakers - Food - Golf Register - Home - Event Schedule - Exhibitors - Speakers - …
- [@rohanpaul_ai on X](https://x.com/rohanpaul_ai/status/2092312459382235407)
  Robotics is more and more getting close to get its version of in-context learning. Skild just released S1, a robot foundation model that uses video demonstrations to define tasks instead of language i…
- [@DeryaTR_ on X](https://x.com/DeryaTR_/status/2092312053272707504)
  This is super exciting advance in robotics AI! I believe S1 is the most impressive robot foundation model I had seen! S1, is a robot foundation model built to learn new manipulation tasks through in-c…
- [Agility on X: "We're hiring a Senior AI Software Engineer, Reinforcement Learning. Develop and deploy RL policies for locomotion, whole-body control, and manipulation — on a humanoid robot already working in production facilities.

Build with us: https://t.co/b2Gs1xW7st
#Agility" / X](https://x.com/agilityrobotics/status/2092309910793130488)
  Post Log in Sign up Post Agility on X: "We're hiring a Senior AI Software Engineer, Reinforcement Learning. Develop and deploy RL policies for locomotion, whole-body control, and manipulation — on a h…
- [@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…
- [Figure on X: "We are now on a path to 100x, and are committed to spend over $1B the next 12 months on data and compute

Index is laying the groundwork for ordering robots as a service. Today, you have people coming to help clean your house; eventually, a robot will do everything for you" / X](https://x.com/Figure_robot/status/2092305525916794951)
  Post Log in Sign up Post Figure on X: "We are now on a path to 100x, and are committed to spend over $1B the next 12 months on data and compute Index is laying the groundwork for ordering robots as a …
- [Figure on X: "By the numbers:

→ While in stealth, we crossed 264,000 app downloads
→ Uploading over 30 min of video very second
→ Over 16M video uploads
→ Paid out $15M to date

Weekly active users is now over 43,000" / X](https://x.com/Figure_robot/status/2092305015075729587)
  Post Log in Sign up Post Figure on X: "By the numbers: → While in stealth, we crossed 264,000 app downloads → Uploading over 30 min of video very second → Over 16M video uploads → Paid out $15M to dat…
- [@gupta_abhinav_ on X](https://x.com/gupta_abhinav_/status/2092304774813331612)
  We did not rush to put our results in public domain because we wanted to spend time understanding the prompting phenomenon. For the last two months, we have tried to obtain scaling laws of prompting m…
- [Figure on X: "We've now collected data in 108 countries to date

Here's a global map of our collection, now updating live on our website, each point of light represents a real world contributions to our dataset" / X](https://x.com/Figure_robot/status/2092304775035662813)
  Post Log in Sign up Post Figure on X: "We've now collected data in 108 countries to date Here's a global map of our collection, now updating live on our website, each point of light represents a real …
- [Brett Adcock on X: "We are now on a path to 100x, and are committed to spend over $1B the next 12 months on data and compute

Index is laying the groundwork for ordering robots as a service. Today, you have people coming to help clean your house; eventually, a robot will do everything for you" / X](https://x.com/adcock_brett/status/2092304764684128285)
  Post Log in Sign up Post Brett Adcock on X: "We are now on a path to 100x, and are committed to spend over $1B the next 12 months on data and compute Index is laying the groundwork for ordering robots…
- [@chris_j_paxton on X](https://x.com/chris_j_paxton/status/2092304651995529392)
  This is the mark of a general purpose robot foundation model -- that it can be taught tasks from examples without training. We saw an early version of this from rhoda and a solid one last week from ge…
- [Figure on X: "The data needed to scale a truly general purpose robots doesn't exist on the internet - it has to come from the real world

For the last 4 months, we’ve been building a Figure-exclusive pipeline to scale data collection at higher throughputs. Today, we’re coming out of stealth" / X](https://x.com/Figure_robot/status/2092304596278694350)
  Post Log in Sign up Post Figure on X: "The data needed to scale a truly general purpose robots doesn't exist on the internet - it has to come from the real world For the last 4 months, we’ve been buil…
- [Brett Adcock on X: "The data needed to scale a truly general purpose robots doesn't exist on the internet - it has to come from the real world

For the last 4 months, we’ve been building a Figure-exclusive pipeline to scale data collection at higher throughputs. Today, we’re coming out of stealth" / X](https://x.com/adcock_brett/status/2092304283865891009)
  Post Log in Sign up Post Brett Adcock on X: "The data needed to scale a truly general purpose robots doesn't exist on the internet - it has to come from the real world For the last 4 months, we’ve bee…
- [Brett Adcock on X: "Introducing Index

Today we're coming out of stealth with Index, the largest &amp; most diverse robot dataset in the world

→ 30min of video uploads/sec
→ 16M video uploads
→ Paid $15M to date
→ 264k downloads

We're committed to spending $1B the next 12 months on data &amp; com… / X](https://x.com/humanoidsdaily/status/2092317847645032776)
  Post Log in Sign up Post Brett Adcock on X: "Introducing Index Today we're coming out of stealth with Index, the largest &amp; most diverse robot dataset in the world → 30min of video uploads/sec → 16…
- [Brett Adcock on X: "Introducing Index

Today we're coming out of stealth with Index, the largest &amp; most diverse robot dataset in the world

→ 30min of video uploads/sec
→ 16M video uploads
→ Paid $15M to date
→ 264k downloads

We're committed to spending $1B the next 12 months on data &amp; com… / X](https://x.com/adcock_brett/status/2092303633559982106)
  Post Log in Sign up Post Brett Adcock on X: "Introducing Index Today we're coming out of stealth with Index, the largest &amp; most diverse robot dataset in the world → 30min of video uploads/sec → 16…
- [Brett Adcock on X: "Introducing Index

Today we're coming out of stealth with Index, the largest &amp; most diverse robot dataset in the world

→ 30min of video uploads/sec
→ 16M video uploads
→ Paid $15M to date
→ 264k downloads

We're committed to spending $1B the next 12 months on data &amp; com… / X](https://x.com/HumanoidInvest/status/2092397968041066740)
  Post Log in Sign up Post Brett Adcock on X: "Introducing Index Today we're coming out of stealth with Index, the largest &amp; most diverse robot dataset in the world → 30min of video uploads/sec → 16…
- [Figure on X: "Introducing Index

Today we're coming out of stealth with the largest and most diverse robot dataset to scale general purpose robots

To date we've crossed 264,000 app downloads and uploaded 16 million videos" / X](https://x.com/stretchcloud/status/2092379241476247839)
  Post Log in Sign up Post Figure on X: "Introducing Index Today we're coming out of stealth with the largest and most diverse robot dataset to scale general purpose robots To date we've crossed 264,000…
- [Figure on X: "Introducing Index

Today we're coming out of stealth with the largest and most diverse robot dataset to scale general purpose robots

To date we've crossed 264,000 app downloads and uploaded 16 million videos" / X](https://x.com/Figure_robot/status/2092303621392376314)
  Post Log in Sign up Post Figure on X: "Introducing Index Today we're coming out of stealth with the largest and most diverse robot dataset to scale general purpose robots To date we've crossed 264,000…
- [@TheHumanoidHub on X](https://x.com/TheHumanoidHub/status/2092301463989203250)
  Show it a single human demonstration of a long-horizon task and the robot performs it right away. No fine-tuning, no retraining. Skild has released S1, a robot foundation model where you specify the t…
- [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 …
- [@SkildAI on X](https://x.com/SkildAI/status/2092300854359625814)
  Compared to conventional VLAs, S1 is a step-change improvement. For known tasks, S1 can match the performance of language-prompted VLAs. For novel tasks, S1 exponentially outperforms any existing lang…
- [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…
- [Skild AI on X: "The first time S1 flipped a pancake, we assumed pancake flipping must have been in its pre-training data.

We searched our whole pre-training data and found no examples of flipping.

S1 inferred the out-of-distribution task from one video prompt." / X](https://x.com/SkildAI/status/2092300848034635790)
  Post Log in Sign up Post Skild AI on X: "The first time S1 flipped a pancake, we assumed pancake flipping must have been in its pre-training data. We searched our whole pre-training data and found no …
- [Skild AI on X: "Introducing S1, our new foundation model that learns from one example.

It can be taught 10-minute long tasks that it has never seen before, from one video prompt without any fine-tuning.

Watch S1 operate in real-time via in-context learning:" / X](https://x.com/Scobleizer/status/2092306192773345691)
  Post Log in Sign up Post Skild AI on X: "Introducing S1, our new foundation model that learns from one example. It can be taught 10-minute long tasks that it has never seen before, from one video prom…
- [Skild AI on X: "Introducing S1, our new foundation model that learns from one example.

It can be taught 10-minute long tasks that it has never seen before, from one video prompt without any fine-tuning.

Watch S1 operate in real-time via in-context learning:" / X](https://x.com/SkildAI/status/2092300842900865389)
  Post Log in Sign up Post Skild AI on X: "Introducing S1, our new foundation model that learns from one example. It can be taught 10-minute long tasks that it has never seen before, from one video prom…
- [@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…
- [@elonmusk on X](https://x.com/elonmusk/status/2092300124110385579)
  Megatons to orbit & beyond is a critical piece of the K2 puzzle. The other parts are: massive amounts of solar cell production, AI chip production, millions of humanoid (general purpose) robots and a …
- [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…
- [ACTUATE takeaways and inside the FCC bans - by Andra Keay](https://x.com/svrobo/status/2092251964759278046)
  Robots & Startups Interesting things about robots, robot startups, and the future that's already here. From the epicenter of the robot revolution - Silicon Valley Robotics. By Andra Keay · Over 10,000…
- [@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…
- [Lucian Fogoros on X: "Figure AI's Figure 02 logged 1,250+ hours at BMW Spartanburg loading sheet-metal parts into welding fixtures, achieving 90,000+ parts at over 99% placement accuracy. Agility Robotics Digit accumulated 65,000+ hours across 9 commercial facilities." / X](https://x.com/fogoros/status/2092220806512185607)
  Post Log in Sign up Post Lucian Fogoros on X: "Figure AI's Figure 02 logged 1,250+ hours at BMW Spartanburg loading sheet-metal parts into welding fixtures, achieving 90,000+ parts at over 99% placeme…
- [@GordonJohnson19 on X](https://x.com/GordonJohnson19/status/2092187012283437167)
  A robot built by Beijing's X-Humanoid ran 100 meters in 9.39 seconds on Saturday. Bolt's record is 9.58. Elsewhere at those games, robots tripped, came apart, and one caught fire. Everyone is quoting …
- [NEURA Gym: Physical AI Training and Infrastructure | NEURA](https://x.com/NEURARobotics/status/2092183035747700844)
  Skip to content The Fastest Path from Human Expertise to Deployable Robot Skills Get in contact \\ \\ The Challenges Facing Industrial Leaders Today Physical AI needs real-world training data: vision,…
- [中国机器人“跑赢”博尔特，这意味着什么？ - 纽约时报中文网](https://x.com/RFAChinese/status/2092672676141654233)
  中国 - 中文中 - 中英双语双语 - 英文 英 YAN ZHUANG2026年8月25日 Achmad Ibrahim/Associated Press 2009年，尤塞恩·博尔特在柏林世界田径锦标赛上创造了9.58秒的男子 100米短跑世界纪录。据中国官方媒体报道，上周六，由中国公司北京人形机器人创新中心有限公司(X-Humanoid)开发的一款人形机器人以0.19秒的优势打破了该纪录。这台机…
- [@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…
- [China robot maker Unitree's post-listing slump sparks bubble fears | Reuters](https://x.com/MI_Investments/status/2092596473850687835)
  Skip to main content Exclusive news, data and analytics for financial market professionalsLearn more aboutRefinitiv Item 2 of 2 Unitree CEO Wang Xingxing speaks about capabilities of company’s G1 huma…
- [Introducing Index: Building The World’s Largest and Most Diverse Physical Dataset](https://www.figure.ai/news/introducing-index)
  Introducing Index: Building The World’s Largest and Most Diverse Physical Dataset August 25, 2026 Today we're coming out of stealth with the most diverse robot training dataset ever built. The data ne…
- [🤖🍨 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…
- [XPeng Motors humanoid robot unit Dogotix raises $900M - The Robot Report](https://x.com/ologicinc/status/2094455408803086387)
  The Robot Report Continue to Site Facebook X LinkedIn Reddit Pinterest Share XPeng’s Dogotix unit is developing the IRON humanoid robot. Source: XPeng Like other global automakers, XPeng Motors is bra…
- [b on X: "@cixliv is it true though that even if we solve manufacturing in the US we will still rely on China for rare earth minerals" / X](https://x.com/JulianSaks/status/2092272420468011515)
  Post Log in Sign up Post b on X: "@cixliv is it true though that even if we solve manufacturing in the US we will still rely on China for rare earth minerals" - CIX 🦾 @cixliv Aug 24 I don’t think Ame…
- [Seohong Park on X: "Behavioral cloning mystery

https://t.co/VqxzvcfGSx

I wrote a new blog post about "mysteries" in behavioral cloning that appear with real-world robot data (e.g., overfitting is "good"). I also tried to demystify them and shared my thoughts!" / X](https://x.com/svlevine/status/2092464628815241618)
  Post Log in Sign up Post Seohong Park on X: "Behavioral cloning mystery https://t.co/VqxzvcfGSx I wrote a new blog post about "mysteries" in behavioral cloning that appear with real-world robot data (…
- [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…
- [@axisrobotics on X](https://x.com/axisrobotics/status/2091797746114244876)
  Axis Weekly Last week, we closed the remaining replay and runtime gaps between the browser, policy server, and physics stack — then scaled the coverage of our task generation engine (TaskGen). An arti…
- [@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…
- [Bringing Marble to Life | World Labs](https://x.com/theworldlabs/status/2090479436550602863)
  Nov 12, 2025A behind-the-scenes look at how Marble powered the creation of its own launch story. Bringing Marble to Life World Labs: Just Imagine - YouTube Tap to unmute World Labs: Just Imagine World…
- [From Archive to Production: A Hybrid Workflow with Marble | World Labs](https://x.com/theworldlabs/status/2090479434927411551)
  Aug 12, 2026How Promise used Marble to transform archival imagery into immersive 3D environments for Harlan Coben’s Final Twist. From Archive to Production: A Hybrid Workflow with Marble Using Hybrid …
- [World Labs on X: "Viewing these worlds at full scale on an LED stage is mesmerizing.

From 16K LED volumes to real-time production workflows, here are a few ways Marble is being used in virtual production and VFX ↓" / X](https://x.com/theworldlabs/status/2090479433417380319)
  Post Log in Sign up Post World Labs on X: "Viewing these worlds at full scale on an LED stage is mesmerizing. From 16K LED volumes to real-time production workflows, here are a few ways Marble is bein…
- [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
- [Anirudha Majumdar on X: "Very cool work, Pete! I'm curious if you've tried an extreme version of this: no in-context example at all; just place objects in front of the robot and see if it can infer the task. 

I suspect this will have non-trivial success rates, which would also allow you to figure … / X](https://x.com/peteflorence/status/2090592251286335962)
  Post Log in Sign up Post Anirudha Majumdar on X: "Very cool work, Pete! I'm curious if you've tried an extreme version of this: no in-context example at all; just place objects in front of the robot a…
- [@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…
- [Nova on X: "This was few months ago. I wonder how capable they are now 👀🤖 @figureonsol @Figure_robot @adcock_brett" / X](https://x.com/adcock_brett/status/2092094383843926099)
  Post Log in Sign up Post Nova on X: "This was few months ago. I wonder how capable they are now 👀🤖 @figureonsol @Figure\robot @adcock\brett" - Nova @Nova57236068 This was few months ago. I wonder ho…
- [@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, …
- [Mecka — The Data Engine for Physical AI](https://x.com/SeonhyeGu/status/2090341438764843480)
  Document Index✕ - 01 Meet Mecka - 02 The Challenge - 03 The Mecka Loop - 04 Signal & Action Primitives - 05 Platform & Egoverse - 06 Contact - 07 FAQ - → Careers 01 /Telemetryreal-world sensorfusion02…
- [Axis Robotics on X: "Finally, we’ve made it into the Top 3 DApps on @Base.

Base is the hub for Physical AI. 🤖" / X](https://x.com/axisrobotics/status/2090317609514508558)
  Post Log in Sign up Post Axis Robotics on X: "Finally, we’ve made it into the Top 3 DApps on @Base. Base is the hub for Physical AI. 🤖" - Axis Robotics @axisrobotics Finally, we’ve made it into the T…
- [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…
- [Nick Rotenberg on X: "📢 Why Human Expertise Matters
When I first discovered @PrismaXai it wasn't just the robots that attracted me.

I was intrigued by the idea that people from anywhere in the world could help train them.

Physical AI needs more than just powerful hardware. It needs human experti… / X](https://x.com/PrismaXai/status/2092755916248731703)
  Post Log in Sign up Post Nick Rotenberg on X: "📢 Why Human Expertise Matters When I first discovered @PrismaXai it wasn't just the robots that attracted me. I was intrigued by the idea that people fr…
- [Unitree Robotics surges 629% to US$66 billion valuation in Shanghai share debut | South China Morning Post](https://x.com/pcdoctor_kam/status/2092172641079537915)
  Edition: International SUBSCRIBE Get unlimited access to the SCMP HIGHLIGHTS Donald Trump’s China policy\\ NEW US-China relations Hong Kong economy News Hong Kong China Economy Asia World Sport This W…
- [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…
- [Introducing S1: In-Context Learning for Robotics | Skild AI](https://x.com/deepakpathak/status/2093512202083086641)
  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…
- [AME Agent Swarms Quietly Rewrite the Workflow - IEEE Spectrum](https://spectrum.ieee.org/amd-agent-swarms)
  IEEE.org IEEE Xplore IEEE Standards IEEE Job Site More Sites Sign In Join IEEE Return to homepage From AI Copilots to Agent Swarms Share FOR THE TECHNOLOGY INSIDER Search: Explore by topic Aerospace A…
- [NVIDIA on X: "Great to welcome @LGE_Global Group Chairman Kwang-mo Koo and LG leaders to NVIDIA as we enter the next chapter of our collaboration.

Together, we’re expanding our work across AI infrastructure, physical AI and robotics.

We’re excited about what our teams can build together." / X](https://x.com/xmaquina/status/2095059233779966151)
  Post Log in Sign up Post NVIDIA on X: "Great to welcome @LGE\Global Group Chairman Kwang-mo Koo and LG leaders to NVIDIA as we enter the next chapter of our collaboration. Together, we’re expanding ou…
- [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…
- [Alternate Jones on X: "FWIW, I asked Grok 4.5 and Fable 5 the following: If a company first develops digital ASI and then uses it to engineer general-purpose humanoid robots, which company would be easier to disrupt: Tesla or SpaceX?

Grok 4.5 (Expert): **Tesla is easier to disrupt.**

An ASI-first… / X](https://x.com/smsehy/status/2095049471642231262)
  Post Log in Sign up Post Alternate Jones on X: "FWIW, I asked Grok 4.5 and Fable 5 the following: If a company first develops digital ASI and then uses it to engineer general-purpose humanoid robots, …
- [Melvin Schwarz on X: "We deployed humanoid robots into a real factory in under 90 days!

Today, we are coming out of stealth with Nucleus.

Our team previously worked on some of robotics’ toughest challenges at 1X, Foundation, 
NEURA, Agile Robots, CERN and ESA.

We have come together because Europ… / X](https://x.com/xmaquina/status/2095059245721113016)
  Post Log in Sign up Post Melvin Schwarz on X: "We deployed humanoid robots into a real factory in under 90 days! Today, we are coming out of stealth with Nucleus. Our team previously worked on some of…
- [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)
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the next wave of AI will not be won only by better models.

It will be won by the infrastructure that lets intelligence touch the physical world.

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- [Conference & Program | embeddedworld North America 2026](https://embedded-world-na.com/conference-program)
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- [NVIDIA's robot business is already worth $10 billion/year, and China is its best customer | HumanoidHub](https://www.humanoidmegahub.com/news/nvidias-robot-business-is-already-worth-10-billionyear-and-china-is-its-best-cus)
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- [RoboBrief: Daily Robotics News, Humanoid Robots & AI Automation](https://robobrief.tech/)
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  <p align="center"> <img alt="LeRobot, Hugging Face Robotics Library" src="./media/readme/lerobot-logo-thumbnail.png" width="100%"> </p> <div align="center"> [![Tests](https://github.com/huggingface/le…
- [AgiBot World Colosseo: A Large-scale Manipulation Platform](https://arxiv.org/pdf/2503.06669)
  AgiBot World Colosseo: A Large-scale Manipulation Platform for Scalable and Intelligent Embodied Systems Team AgiBot-World∗ Project website: https://agibot-world.com/ Code: https://github.com/OpenDriv…
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  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…

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Source: Roboterminal · https://roboterminal.app/topics/physical-ai.md