What is true on Vision?

On this layer

NVIDIA13 Seeed Studio6 NEURA Robotics5 Physical Intelligence5 Tesla5 Unitree5 Eka Robotics4 Hugging Face4 PrismaX4 Anthropic3 FANUC3 Google3 LeRobot3 Luxonis3 MIT3 Ropedia3 Sungho SI3 ABB2 Boston Dynamics2 Claude Code2 Dynamic Creatures2 Elorian AI2Fcc2Fourier2Fremont2KAIST2 Knightscope2 Neuron AI2 RAI Institute2 RealSense2 Rockchip2 Standard Bots2 Tonbo Imaging2 a16z1 AheadForm1 AI with Eric1 Ai21 Aigen1 Aitu1 Altimeter1 Arduino1 Artiman Partners1 Asmec1 Auki1Austin Fab1AVerMedia1 Bernstein1 Blue River1 Bonsai Robotics1 Bosideng1 Bucket Robotics1 CEAQ Technologies1 Cognex Corp1 CoreWeave1 Dexory1 EVE1 Flexiv1 GA Robotics1 Ghent University1Glen Cove, New York1Gremsy USA1 Harvest CROO1 Jack Technology1Japan’s Ministry of Land, Infrastructure, Transport and Tourism (MLIT1Jinki Ittai1 JR West1Knightscope Headquarters1Lumentum1 Maris-Tech1 Matic1 Maxinsights1Megafactory Texas1Menlo Ventures1 Meta1 Microcon Vision1 Mouser Electronics1 Nebius1 Nippon Signal1 Percipio Technology1 Prevu3D1 Princeton University1 Raspberry Pi1 Roboflow1 RoboJob1 RoboStrategy1 Scale AI1 Skild1 Sony1 Stanford1 Stereolabs1 STMicroelectronics1 Striker Venture Partners1 Swarm Defense Technologies1 Systems Nakashima1 Tevel Aerobotics1 Tokai Clarion1 Toyo Sharyo1 TU Delft1 Vangrid1 Voyis1 Waymo1 World Labs1 xAI1 ZenaDrone1 東海クラリオン1

Who captures

Tesla5NVIDIA4Seeed Studio4Anthropic3Physical Intelligence3Sungho SI3FANUC3Luxonis3NEURA Robotics3ABB2RealSense2Eka Robotics2Ropedia2KAIST2Knightscope2@smsehy2Neuron AI2Standard Bots2Boston Dynamics2Tonbo Imaging2Unitree1TU Delft1Flexiv1Voyis1GA Robotics1@AGkorthos1@DrJimFan1Lumentum1Harvest CROO1Nebius1Arduino1Dexory1東海クラリオン1Aitu1Ai21Raspberry Pi1STMicroelectronics1JR West1@michellelsun1Auki1@IlirAliu_1@techniahqrobot1AheadForm1Vangrid1Elorian AI1Maxinsights1ZenaDrone1LeRobot1Bonsai Robotics1MIT1RoboJob1World Labs1Tevel Aerobotics1Gremsy USA1Prevu3D1Percipio Technology1Sony1@XRoboHub1Microcon Vision1Bucket Robotics1Mouser Electronics1Princeton University1Matic1Cognex Corp1

Sourced numbers

Unitree8 hrs“Battery endurance: Unitree advertises approximately 8 hours.”@techniahqrobot on X

Eka Robotics$150M“Eka Robotics has raised $150M to teach robots to handle the physical world through vision and force feedback.”@humanoidsdaily on X

Elorian AI$55million“Dai's new venture, Elorian AI, raised $55 million from Striker Venture Partners, Menlo Ventures, and Altimeter, with Jeff Dean among the individual backers.”@stretchcloud on X

← pulse .md twin

Nothing on this track

Published	Source	Entity	Captured intelligence	Topic
8h ago	@techniahqrobot	Rockchip	@techniahqrobot8h agoRockchip @techniahqrobot on X MicroDuck looks like a cute desk toy. The hardware tells a different story. At just 25 cm tall and around 780 g, this small robotic duck packs a surprising amount of engineering into its body. Here’s what’s inside: • 15 motors controlling… @techniahqrobot· Oct 22, 2026 How do you teach a humanoid robot to walk without programming every move? Reinforcement learning step by step 1. Build a simulation (MuJoCo or NVIDIA Isaac Lab) with joints motors sensors and a physics model. 2. Define the task: walk forward while keeping balance. 3. Write a reward function points for moving toward the target staying upright and matching the desired speed. Penalties for falls, wasted energy and unstable movements. 4. A neural network, the policy, reads the robot's state (joint positions, joint velocities, body orientation) and outputs target positions or torques for each joint. 5. An algorithm like PPO updates the policy over many episodes and millions of simulated time steps. 6. Close the sim-to-real gap with domain randomization, then test carefully in the real world.	Compute
8h ago	@ctorobotics	EKA Robotics	@ctorobotics8h agoEKA Robotics @ctorobotics on X 🚨 EKA Robotics raises $150M in Series A funding. Can robots be both highly capable and truly general-purpose? EKA Robotics is betting on it. Its Vision-Force-Action (VFA) model combines dexterous manipulation with fast, reliable physical…
13h ago	@TheHumanoidHub	Origami Robotics	@TheHumanoidHub13h agoOrigami Robotics @TheHumanoidHub on X Origami Robotics launches S1, a skill-capture glove built for high-quality dexterous data. It records 20 finger joint angles via encoders, fingertip and palm pressure, and wrist-camera video on one timeline, so it keeps measuring even when…
7:06 PM ET	@techniahqrobot	Tesla	@techniahqrobot7:06 PM ETTesla @techniahqrobot on X You're not ready for this. One of the most human-like humanoid robots has just entered production. Tesla says Optimus production has started on its high volume manufacturing lines in Fremont with the first production quality units coming… @techniahqrobot· Oct 21, 2026 Most people just saw a humanoid robot throwing kicks and flipping off cars. But the H2-X has some technical details worth looking at. Here’s what the footage and the available specifications tell us about Unitree’s Kung Fu Legend Guardian. ▪️ Height: approximately 170 cm, according to the H2-X booth panel. ▪️ Weight: approximately 65 kg, according to the same panel. ▪️ Degrees of freedom: 31, covering the robot’s articulated body. ▪️ Joint layout: 6 DOF per leg, 7 per arm, 3 at the waist and 2 at the head. This breakdown is reported for the H2 and has not been independently confirmed for the H2-X. ▪️ Battery endurance: Unitree advertises approximately 8 hours. The operating conditions and runtime during intense movement have not been published. ▪️ Battery design: two battery modules are visible on the robot’s back. Their capacity has not been disclosed. ▪️ Joint torque: figures of up to 360 N·m for the legs and 120 N·m for the arms are associated with the H2. They are not confirmed H2-X specifications. ▪️ Computing power: up to 2,070 TOPS is reported for a high-end H2 configuration. Its use in the H2-X remains unconfirmed. ▪️ Sensors: binocular wide-angle vision, an inertial measurement unit and joint sensors are listed for the H2. The H2-X sensor package has not been fully documented. ▪️ Speed and payload: figures below 2 m/s, 7 kg continuous payload and 21 kg short-duration payload are reported for the H2, not confirmed H2-X ratings. ▪️ Recovery: the demonstration shows the robot getting back up after a vehicle runs over it. No standardized recovery test results have been published. ▪️ Autonomy: no detailed explanation of teleoperation, preprogrammed sequences or onboard decision-making has been released. One detail deserves attention: the booth lists the H2-X at around 170 cm and 65 kg, while many reports quote 182 cm and 70 kg from the older H2. The distinction matters when comparing the hardware. Unitree has yet to publish a complete H2-X datasheet covering torque, computing hardware, payload, battery capacity and autonomous operation. Which specification would you want Unitree to publish first? #Unitree #HumanoidRobots #Robotics #PhysicalAI #AI	Humanoids
7:00 PM ET	@PrismaXai	Anthropic	@PrismaXai7:00 PM ETAnthropic @PrismaXai on X We cut π0.5 inference from 230 ms to 87 ms on a laptop GPU, without pruning or distillation. The rollout code from our IROS demo is open source: https://t.co/Syfh1SiQfJ https://t.co/vBzcG5BSsU @PrismaXai· Oct 21, 2026 A Python pipe buffer was holding camera frames until 64 KB had piled up. That quietly added hundreds of milliseconds to our π0.5 rollouts. New from @castorhat: how we found it, and what changed on the robot once it was gone. https://t.co/xTAueR4wOV	Physical AI
5:13 PM ET	@techniahqrobot	Unitree	@techniahqrobot5:13 PM ETUnitree @techniahqrobot on X Most people just saw a humanoid robot throwing kicks and flipping off cars. But the H2-X has some technical details worth looking at. Here’s what the footage and the available specifications tell us about Unitree’s Kung Fu Legend Guardian.… @techniahqrobot· Oct 21, 2026 Why is nobody talking about this? ToddlerBot is a 0.56 m, 3.4 kg humanoid robot built at Stanford by Haochen Shi, Weizhuo Wang, Shuran Song and C. Karen Liu. Its goal is to make robot learning cheap and easy to reproduce. The full hardware costs under 6,000 USD. Hardware - 30 active degrees of freedom: 7 per arm, 6 per leg, 2 in the neck, 2 in the waist - Dynamixel servos (XC330, XC430, 2XC430, 2XL430 and XM430 in the current open-source configuration) - 3D-printed structure: a full repair takes about 21 minutes of printing and 14 minutes of assembly - Jetson Orin NX 16 GB, two fisheye cameras, an IMU, two microphones and a speaker Sim-to-real - Zero-point calibration and motor system identification produce a digital twin of the robot - Walking: an RL policy trained in MuJoCo MJX and transferred to the real robot with no extra training, up to 0.25 m/s in any direction and 1 rad/s in place - Push-ups and pull-ups: keyframed motions, also transferred with no extra training Manipulation - RGB diffusion policies trained on 60 teleoperated demonstrations per task - Real-time onboard depth estimation at 10 Hz from the stereo fisheye cameras - A policy trained on one robot runs on another, and two robots tidied a room together Measured limits - Payload: 1,484 g, about 40% of its body weight - Endurance: 19 minutes of walking before motor heating affects stability - Durability: up to 7 falls before a part breaks - The cartwheel works, but its success rate is still low	Humanoids
4:49 PM ET	@elonmusk	Tesla	@elonmusk4:49 PM ETTesla @elonmusk on X Great progress by the Tesla team! https://t.co/87bCDKyzOB @Tesla· Oct 21, 2026 Q3 Shareholder Update → https://t.co/u0UcDOuMNa Highlights – FSD Supervised attach rate grew to over 75% of new vehicle deliveries in NA – Unveiled the next-gen Roadster – Record deliveries in Canada, Australia, Japan & Taiwan – Tesla Semi now in volume production. Top variant can go up to 500 miles at a full 82,000 lbs while achieving efficiency of 1.7 kWh/mile – about a third of the energy a comparable diesel truck burns for the same load – Ended the quarter with the largest backlog for our passenger vehicles in 4 years! FSD Supervised – 4 new approvals since Q2 (Croatia, Slovenia, Czech Republic, Slovakia) – FSD is now live in nine EU countries & used by over 100,000 customers logging more than 160 million kilometers since initial approval Robotaxi – Deployed Cybercab into our Austin fleet – Hit nearly 2 million cumulative unsupervised miles, 8x growth in the quarter – Austin service now runs 6 am to midnight, with wait times continuing to come down as we add cars & improve the orchestration algorithms – Added Grok to Cybercab with Grok Bot & Connectors, letting you interface with your inbox, calendar, files, chats and tasks, all by voice. Transport, office & living room in one Robotics – Started production of @Tesla_Optimus on our high-volume lines in Fremont. These are the first production-quality bots we've built, proving that the current manufacturing process for Optimus is suitable for a commercial product SI Compute – On track for 400 MW of training compute by year end, feeding both vehicle & humanoid autonomy – Austin Fab construction continues, equipment commissioning planned for 2027 Battery – Battery supply is still the limiter on how fast we ramp vehicles globally, so we're expanding on every front: pack capacity in Berlin, cathode and lithium refining in Texas, LFP cells in Nevada – Shipped the first Megapacks built entirely with our own LFP cells – Increasing 4680 output to support ramp of Cybercab, Semi & Model Y Energy – Megafactory Texas is up & running, with Megapack 3 production started – Highest-ever order rate & backlog for energy storage Grid constraints & power availability are making Megapack the answer for SI infrastructure demand: it excels at supplying large data center loads, smooths out demand spikes, helps new projects meet grid connection rules & makes the grid itself more stable All with less local fossil fuel generation Supporting Infrastructure – Added 2,100+ net new Supercharger stalls, up 14% year over year	Humanoids
4:37 PM ET	@PrismaXai	Physical Intelligence	@PrismaXai4:37 PM ETPhysical Intelligence @PrismaXai on X A Python pipe buffer was holding camera frames until 64 KB had piled up. That quietly added hundreds of milliseconds to our π0.5 rollouts. New from @castorhat: how we found it, and what changed on the robot once it was gone.…	Physical AI
3:00 PM ET	@lukas_m_ziegler	ABB	@lukas_m_ziegler3:00 PM ETABB @lukas_m_ziegler on X Walked out of the NVIDIA keynote at GTC Berlin still chewing on the simulation piece! 🇩🇪 Physical AI is going strong. The world will be full of robots very soon. One of the most important things to create better robotics applications is……	Physical AI
2:00 PM ET	@SciRobotics	TU Delft	@SciRobotics2:00 PM ETTU Delft @SciRobotics on X A new Science #Robotics study shares the AI drone racing approach developed by TU Delft researchers that made MonoRace a winner at the 2025 Abu Dhabi Autonomous Drone Racing Competition. https://t.co/cY3eYthm1n https://t.co/du6pXm7dDs	Physical AI
1:51 PM ET	@UnmannedSystem	NVIDIA	@UnmannedSystem1:51 PM ETNVIDIA @UnmannedSystem on X By pairing unified driver architecture with NVIDIA JetPack 7.2, @AVerMedia and Stereolabs streamline edge vision deployment, delivering optimized memory usage, hardware compatibility, and faster production timelines for autonomous robotics…	Physical AI
12:30 PM ET	@FlexivRobotics	Flexiv	@FlexivRobotics12:30 PM ETFlexiv @FlexivRobotics on X Can robots grasp objects without vision? In a study by MIT’s Biomimetic Robotics Lab and collaborators, Flexiv’s Rizon 4 supported blind grasping research, achieving 96% success on YCB and 95% on GraspXL in simulation. 🦾 #Flexiv #Robotics…	Physical AI
11:24 AM ET	@chrismatthieu	RealSense	@chrismatthieu11:24 AM ETRealSense @chrismatthieu on X 🤖💬 The new @RealSenseai SDK has an AI Chat assistant! 👀🚀 🎛️ Adjust camera settings 📷 Choose cameras & placement 💻 Generate sample code 🔧 Debug issues I recorded a quick demo showing it in action! Less searching. More building. 🔥…	Sensing
11:18 AM ET	@CyberRobooo	Anthropic	@CyberRobooo11:18 AM ETAnthropic @CyberRobooo on X Imagine AMRs moving parts through a factory while humanoid robots handle components or tend machines. In a shared workspace, a robot needs to make sense of more than what’s in front of it. It has to connect what it sees now with what it… @ropedia_ai· Oct 21, 2026 Ropedia Super Week, Day 3 \| S-Agent 2.0: Give a Coding Agent Spatial Perception, and It Beats GPT-6	Physical AI
6:00 AM ET	@UnmannedSystem	Voyis	@UnmannedSystem6:00 AM ETVoyis @UnmannedSystem on X Voyis has demonstrated how inspection-grade underwater stereo cameras can support high-quality 3D modeling in challenging, turbid water conditions, where low visibility and suspended particulates can affect image clarity and feature…	Sensing
8:39 PM ET	@logi_today	GA Robotics	@logi_today8:39 PM ETGA Robotics @logi_today on X GA Robotics、倉庫搬送担うヒューマノイド実演-https://t.co/9IUju0HTaB GA Roboticsは11月11～13日、幕張メッセの「ヒューマノイドロボットEXPO」に出展。車輪型ヒューマノイド「Cruzr S2」で荷物搬送や部品挿入を実演し、工場・倉庫での搬送やピッキングなどの活用を紹介する。 https://t.co/G9qYfGfSVc	Humanoids
3:56 PM ET	@AGkorthos		@AGkorthos3:56 PM ET @AGkorthos on X Hard to keep up with everything happening in robotics; it's been a particularly busy 24 hours. https://t.co/XOu6QLnqhj	Humanoids
2:53 PM ET	@spaceandtech_	Sungho SI	@spaceandtech_2:53 PM ETSungho SI @spaceandtech_ on X South Korean company Sungho SI has developed Eve Clever, an AI-powered agricultural robot for automated crop monitoring and harvesting. Using RGB-D cameras, AI vision, and a robotic arm, it identifies ripe produce and harvests…	Physical AI
1:53 PM ET	@humanoidsdaily	Eka Robotics	@humanoidsdaily1:53 PM ETEka Robotics @humanoidsdaily on X Eka Robotics has raised $150M to teach robots to handle the physical world through vision and force feedback. The speed in this demo is striking. But watch the missed grasps, too. The robot quickly adjusts and tries again. Eka reports…	Sensing
1:31 PM ET	@DrJimFan		@DrJimFan1:31 PM ET @DrJimFan on X We built a robotics data engine with Astra-level performance at 125x lower cost. And we are open-sourcing the weights today! Introducing Flora, a suite of open models to parse the physical world and turn raw footage into rich training…	Physical AI
1:12 PM ET	@ParadisLabs	Lumentum	@ParadisLabs1:12 PM ETLumentum @ParadisLabs on X Bernstein on $LITE: Recent drawdowns are due to softer AI lab revenues, $CRWV financing, and macro overhangs. Not weaker infra demand. Bernstein say that the real debate is whether 2028 CPO bandwidth math holds, with bandwidth scale-up…	Compute
12:38 PM ET	@FANUCAmerica	FANUC	@FANUCAmerica12:38 PM ETFANUC @FANUCAmerica on X It's Day 3️⃣ of #PACKEXPOInternational! Visit Booth N-5117 and explore technologies to address your #packaging process needs: 🤖The new FANUC SR-9𝓲A/R SCARA #Robot 📦The FANUC M-710/50-26D #Food Option Robot 🟢The FANUC CRX #Cobot Series…	Hands
12:18 PM ET	@luxonis	Luxonis	@luxonis12:18 PM ETLuxonis @luxonis on X Test with a prompt, a link to the release, and our MCP installed https://t.co/ewKYIpRVZM @MaxMclaughlin16· Oct 20, 2026 Don't want to spend $20k+ to capture accurate point clouds of the items in your bin? Instead, deploy a few OAK 4s running our large Neural Stereo model and fuse their point clouds Full release: https://t.co/BUHGqwTuIY https://t.co/J6YPMimYOr	Sensing
11:40 AM ET	@a16z	Eka Robotics	@a16z11:40 AM ETEka Robotics @a16z on X We believe solving dexterous manipulation is one of the largest opportunities in robotics. That’s why we're thrilled to lead Eka Robotics’ Series A. Much of the world's physical economy still depends on people using their hands, and that…	Humanoids
11:11 AM ET	@chrismatthieu	RealSense	@chrismatthieu11:11 AM ETRealSense @chrismatthieu on X 🎙️ New @RealSenseai Podcast! 🤖👀 Alon and I get geeky with new Perception Studio features: 🧭 Visual-Inertial Odometry (VIO) 🤏 Min-Z depth down to 2 cm! 🚶 People Detection 📷 Dual RGB on D401 GMSL More tools for the Visual Cortex of…	Physical AI
10:57 AM ET	@TheHumanoidHub	Ropedia	@TheHumanoidHub10:57 AM ETRopedia @TheHumanoidHub on X Ropedia just released W0, an open world model trained on ~10,000 hours of egocentric human video. One set of weights predicts first-person views for humans, robot arms, and humanoids (Unitree G1, Fourier GR-1) using a shared camera +… @ropedia_ai· Oct 19, 2026 Ropedia Super Week, Day 1 \| Ropedia W0: Different Robots, One World Model	Humanoids
10:41 AM ET	@PrismaXai	Physical Intelligence	@PrismaXai10:41 AM ETPhysical Intelligence @PrismaXai on X We nudged the cameras on a π0.5 policy a few degrees and a few centimeters at a time. Lifting barely changed. Placing fell apart. What @castorhat's fine-tuning ablations found about the most overlooked part of a robot rig:…	Physical AI
10:02 AM ET	@luxonis	Luxonis	@luxonis10:02 AM ETLuxonis @luxonis on X Build an OAK app around a VLM in about 15 minutes. One prompt to a coding agent with the Luxonis Agent Toolkit gets you live video, a scene description every 15 seconds from LFM2.5-VL-450M on OAK4, and a searchable history of every frame…	Sensing
9:14 AM ET	@ZappyZappy7	Harvest CROO	@ZappyZappy79:14 AM ETHarvest CROO @ZappyZappy7 on X 『自動イチゴ収穫ロボット』 AI画像認識によりイチゴの熟度や健康状態を瞬時かつ正確に判別。 https://t.co/NVPUPuPcMg #AgTech #agriculteur #automation #robot #ComputerVision #MachineLearning #picking #harvest #strawberry #イチゴ収穫ロボット #スマート農業 #HarvestCROO https://t.co/Zzt3LidPS7	Physical AI
7:09 AM ET	@lukas_m_ziegler	Nebius	@lukas_m_ziegler7:09 AM ETNebius @lukas_m_ziegler on X Five days left on this one. 🏆 The @nebiusai Physical AI Awards, in partnership with @NVIDIARobotics, are open globally and close 25 October. I’m on the judging panel this year. Five categories, which double as a decent map of how the…	Physical AI
6:01 AM ET	@WevolverApp	Arduino	@WevolverApp6:01 AM ETArduino @WevolverApp on X What if a fitting-room mirror could understand what you’re wearing? A Smart Mirror built with the Arduino VENTUNO Q uses a camera and local vision-language AI to identify clothing, recognize colors, and generate styling suggestions in real…	Physical AI
2:44 AM ET	@lukas_m_ziegler	Dexory	@lukas_m_ziegler2:44 AM ETDexory @lukas_m_ziegler on X "AI without data is just a bunch of algorithms you try and batch together." 🏭 That's Andrei Danescu, co-founder and CEO of @dexoryHQ, at their headquarters. I asked him about sitting on what is probably the largest dataset in logistics,…	Physical AI
1:35 AM ET	@logi_today	東海クラリオン	@logi_today1:35 AM ET東海クラリオン @logi_today on X 東海クラリオン、AIカメラで死角リスク低減-https://t.co/simXWbYlRZ 東海クラリオンは11月25～27日開催の「スマート物流EXPO」に出展。AIで歩行者や自転車などを検知する巻き込み警報カメラ「A-CAM3」や、既設カメラにAI機能を追加する「iBOX2.0」を展示する。 https://t.co/1uX9ON3cTm	Sensing
12:15 AM ET	@CyberRobooo	KAIST	@CyberRobooo12:15 AM ETKAIST @CyberRobooo on X Heavy object handling while walking still has to keep balance when arm forces hit the legs and torso, and when vision has to close the loop on placement. KAIST Humanoid v0.9 (DRCD Lab, arms with RAILAB) used onboard visual feedback to push…	Humanoids
5:29 PM ET	@PrismaXai	Anthropic	@PrismaXai5:29 PM ETAnthropic @PrismaXai on X We built a path-traced YAM simulator to run thousands of π0.5 rollouts a day without resetting a scene. It's open source now, so you can run the same ablations on your own rig: https://t.co/Gpf69r6Npi https://t.co/Ms8aXpxhuj @PrismaXai· Oct 19, 2026 Hard lighting cut our expert-only π0.5 checkpoint's success roughly in half. The same lights cost the full fine-tune nothing. New from @castorhat: the fine-tuning ablations behind our IROS demo. https://t.co/JciqcCBMYy	Physical AI
5:06 PM ET	@PrismaXai	Physical Intelligence	@PrismaXai5:06 PM ETPhysical Intelligence @PrismaXai on X Hard lighting cut our expert-only π0.5 checkpoint's success roughly in half. The same lights cost the full fine-tune nothing. New from @castorhat: the fine-tuning ablations behind our IROS demo. https://t.co/JciqcCBMYy	Physical AI
4:52 PM ET	@humanoidsdaily	KAIST	@humanoidsdaily4:52 PM ETKAIST @humanoidsdaily on X Heavy lifting—with a moonwalk to finish. KAIST’s humanoid v0.9 pushes objects weighing up to 35 kg and lifts up to 20 kg to spell out “KAIST,” using onboard vision, reinforcement learning and learning from human demonstrations.…	Humanoids
3:25 PM ET	@FANUCAmerica	FANUC	@FANUCAmerica3:25 PM ETFANUC @FANUCAmerica on X #PACKEXPOInternational is underway and our FANUC CRX #cobots are hard at work!💪 📍Booth N-5117 🔗 https://t.co/1gtOBmXxFs Discover how #manufacturers can use collaborative #automation🤖 to streamline material flow, maximize floor space…	Hands
1:10 PM ET	@XRoboHub	Aitu	@XRoboHub1:10 PM ETAitu @XRoboHub on X 10,000 sewing robots a year. That’s the planned capacity of Aitu’s newly opened factory. Its latest footage shows them at work at Bosideng, the Chinese down-jacket maker. Automated sewing machines can follow a stitch pattern, but loading…	Hands
12:31 PM ET	@Scobleizer	Ropedia	@Scobleizer12:31 PM ETRopedia @Scobleizer on X Understanding the physical world is one thing. Predicting how it changes when you walk, reach, and grab is another. That’s where world models come in. For Day 1 of Ropedia Super Week, @ropedia_ai introduces Ropedia W0, a cross-embodiment… @ropedia_ai· Oct 19, 2026 Ropedia Super Week, Day 1 \| Ropedia W0: Different Robots, One World Model	Humanoids
11:59 AM ET	@RoboPapers	Ai2	@RoboPapers11:59 AM ETAi2 @RoboPapers on X Full episode dropping soon! Geeking out with @rosemhendrix, @SnehalJauhri, Abhay Deshpande, and Maya Guru on MolmoB0T: Large-Scale Simulation Enables Zero-Shot Manipulation https://t.co/qZc2rNg71W Co-hosted by @chris_j_paxton and…	Physical AI
10:49 AM ET	@luxonis	Luxonis	@luxonis10:49 AM ETLuxonis @luxonis on X Depth AI 3.11 Release: one pipeline, several OAK 4 cameras. Add cameras with addDevice(), sync their frames, and calibration them into one coordinate system with the new MultiDeviceCalibration node (beta). No calibration target. In depth…	Sensing
10:00 AM ET	@seeedstudio	Raspberry Pi	@seeedstudio10:00 AM ETRaspberry Pi @seeedstudio on X 🚀 #Rockchip RK3576 + #RaspberryPi PoE+ HAT: Power Over Ethernet Meets Edge AI! We adapted the #reComputer #RK3576 Module to the Raspberry Pi #PoE+ HAT, enabling PoE-powered operation through Ethernet while running #YOLO11 from Seeed…	Compute
9:01 AM ET	@iKnightscope	Knightscope	@iKnightscope9:01 AM ETKnightscope @iKnightscope on X SIGNALS! One analyst can now see, patrol, and protect an entire site from anywhere. The first living digital twin for physical security - is live at Knightscope Headquarters. Unveiled at GSX last month. Delivered on schedule. See it run…	Deployments
7:49 AM ET	@smsehy		@smsehy7:49 AM ET @smsehy on X High-speed cylindrical battery canning runs at forty parts per second. At that velocity, standard industrial cameras see nothing but motion blur. Line yield depends on microsecond pulsed LED strobe illumination synchronized directly to…	Sensing
6:42 AM ET	@smsehy		@smsehy6:42 AM ET @smsehy on X Gear backlash of just 0.05 degrees sounds trivial on paper. At the end of a 1.8-meter industrial robot arm, that creates a 1.5-millimeter positioning error at the end-effector. High-level vision models can generate perfect trajectories,…	Hands
6:35 AM ET	@seeedstudio	NVIDIA	@seeedstudio6:35 AM ETNVIDIA @seeedstudio on X 🔥 reComputer Robotics J601: Multiple Sensors, Concurrent AI, One Edge Platform 6 camera feeds. LiDAR point clouds. Multiple AI workloads. Just 47% GPU utilization. Powered by @nvidia Jetson AGX Thor, our #reComputer Robotics J601 series…	Sensing
5:33 AM ET	@ST_World	STMicroelectronics	@ST_World5:33 AM ETSTMicroelectronics @ST_World on X #TouchGFX 4.27 introduces hybrid double buffering, a new framebuffer strategy that combines internal and external RAM to use a double framebuffer while shortening render times by up to 40%. 🔍 Discover more on the #STBlog:…	Compute
3:55 AM ET	@XRoboHub	JR West	@XRoboHub3:55 AM ETJR West @XRoboHub on X Japan’s JR West is adding two new railway maintenance robots, including a giant semi-humanoid with a large gripper and a chainsaw. The dual-arm ZX-3 is mounted on a maintenance vehicle’s boom and can cut branches up to 15 meters (49 ft)…	Humanoids
1:06 AM ET	@tslaming	Tesla	@tslaming1:06 AM ETTesla @tslaming on X GOOD NEWS 🇯🇵 Tesla is still pushing hard to roll out FSD (Supervised) in Japan by the end of 2026 — and launching the Cybercab there is officially on the table too 🔥 In a recent interview with Nikkei, Tesla Japan President Richi…	Physical AI
8:53 AM ET	@michellelsun		@michellelsun8:53 AM ET @michellelsun on X “It’s going to rain” sounds simple. For a robot, it opens up several problems. What would help you stay dry? Where might that object be? How should the robot search an unfamiliar building? VL-Nav won IROS’s Best Paper Award on Cognitive…	Physical AI
4:00 AM ET	@Scobleizer	Auki	@Scobleizer4:00 AM ETAuki @Scobleizer on X Auki is worth parting attention to. When @TheHumanoidHub gets his video up I will share it. It is something I hope everyone in AI and robotics pays attention to. He explains why robots don’t need to take jobs better than anyone.… @sopranos_ak· Oct 17, 2026 This is what makes @Auki so interesting. Multiple robots and phones collaboratively build a shared digital twin of their environment. A robot detects a problem. A human investigates it through AR, leaves a spatial note, and assigns another robot to clean up. One shared spatial layer. Humans + robots working together. A spatial internet for robotics. 👌 https://t.co/LwW1bpOeBr	Physical AI
3:56 AM ET	@IlirAliu_		@IlirAliu_3:56 AM ET @IlirAliu_ on X Check out this drone: Joshua Bird built this drone ($20) in his dorm! [open-source motion capture system⬇️] Built at low cost, a motion capture system for tracking & and flying drones autonomously, with millimeter-level precision at…	Physical AI
12:09 AM ET	@ZappyZappy7	Neuron AI	@ZappyZappy712:09 AM ETNeuron AI @ZappyZappy7 on X 『NEURAのNeuron AI、3D視覚・触覚／力覚・音・機体状態・言語を記憶と統合』 https://t.co/Bs9BIGOHKE 見えない対象や接触を伴う作業の判断向上を狙う。機上で推論し、技能を複数機種へ展開。新作業の習得時間短縮に注目。 #PhysicalAI #RobotLearning #MultimodalAI #NeuronAI #NEURARobotics https://t.co/5b03MSFm0d	Physical AI
3:04 PM ET	@iKnightscope	Knightscope	@iKnightscope3:04 PM ETKnightscope @iKnightscope on X 7 levels. 3 layers. 1 Force. An accountable human holds escalation authority at every level, every hour of every day. For anyone evaluating how escalation works: https://t.co/DFihP3CKWY #AutonomousSecurityForce #PhysicalSecurity…	Physical AI
11:28 AM ET	@techniahqrobot		@techniahqrobot11:28 AM ET @techniahqrobot on X Cutting a cucumber sounds easy. For a humanoid robot, it requires vision, precise movements and control of force. Yet this robot handles the task very well. Here’s what happens behind the scenes. First, computer vision helps the robot… @techniahqrobot· Oct 17, 2026 You don’t need to build a humanoid robot from scratch to start exploring robotics. This open source robot is available on GitHub. You can study the design explore the code and see how the different parts work together. For robotics enthusiasts and developers projects like this are a great way to learn by building. The best part? You can start with what the community has already shared. Would you build your own version?	Humanoids
10:19 AM ET	@FANUCAmerica	FANUC	@FANUCAmerica10:19 AM ETFANUC @FANUCAmerica on X Who’s excited for #PACKEXPOInternational tomorrow?!🙋‍♂️🙋‍♀️ Discover #AI🌐, #collaborative #robotics🤖 and more when you visit our team at the show: 📍 North Building - Booth 5117 📆 October 18th - 21st 🔗 https://t.co/1gtOBmXxFs…	Hands
1:52 AM ET	@CyberRobooo	AheadForm	@CyberRobooo1:52 AM ETAheadForm @CyberRobooo on X Warcraft Fans, rejoice--Azeroth comes to life World of Warcraft has teamed up with China's AheadForm to bring a Skyborne Elf character into the real world. Pale blue hair, pointed ears, lifelike skin, gaze tracking and subtle facial…	Humanoids
9:47 PM ET	@nguyenthambt	Vangrid	@nguyenthambt9:47 PM ETVangrid @nguyenthambt on X Recognizing an object is one thing. Understanding how it exists in physical space is another. @vangrid_io is working on a part of the Physical AI stack that deserves more attention: spatial data collected from real environments. A robot…	Physical AI
9:32 PM ET	@stretchcloud	Elorian AI	@stretchcloud9:32 PM ETElorian AI @stretchcloud on X A bookshelf with obvious empty space. Top AI models looked at a photo of it and insisted there was no room for another book. That's the example Andrew Dai used to explain why he left Google's Brain and DeepMind divisions after close to… @AndrewDai· Oct 16, 2026 Spent years watching models ace a single image and completely whiff on anything that moves or changes angle. Today we’re fixing that. Try Glimpse now, our first visual thinking model with competitive frontier performance compared to Astra on key public visual reasoning benchmarks.	Physical AI
3:35 PM ET	@techniahqrobot	Maxinsights	@techniahqrobot3:35 PM ETMaxinsights @techniahqrobot on X Love seeing this level of annotation. Environment to specific hand instruction plus accurate pose and contact all in one. This is what makes VLA training actually work better. Solid work. https://t.co/wp0GC0Zf8E @MaxinsightsAI· Oct 16, 2026 Four levels of language annotation on one clip: Environment: Cafe Task: Prepare a latte with latte art Subtask: Pick up the coffee sifter Instruction: Right hand picks up the coffee sifter Plus 3D hand pose (<4 mm), body joints (<2 cm) and hand contact heatmaps. https://t.co/3Hf4q7R08R	Physical AI
1:53 PM ET	@RoboStrategy	Standard Bots	@RoboStrategy1:53 PM ETStandard Bots @RoboStrategy on X Evan Beard of @standardbots on where robotics is today: “Robots are in their infancy. It’s like the 1973 equivalent for the computer industry.” With millions of use cases coming, their answer is an AI platform: “We’re building a platform,… @RoboStrategy· Oct 15, 2026 Standard Bots CEO @evanbeard breaks down their new AI platform and how it could revolutionize American manufacturing. "This allows you to essentially vibe code your robot" Full interview: 0:00 Intro 6:39 Vibe coding robots 8:19 Locate vision system 11:52 400+ customers 13:58 Origin story 16:08 Where are the competitors? 18:56 Vertical integration is key 22:29 Why robot arms over humanoids 27:04 Robots vs the car industry 29:23 The thing to fear as a builder 31:31 America vs China 34:21 Congress and FCC robot ban 38:31 99% of US arms made abroad 42:31 Building everything inhouse 44:47 The plan to win 47:10 Targeting 10% of US installs 49:22 How the next decade will look like	Hands
12:59 PM ET	@UnmannedSystem	ZenaDrone	@UnmannedSystem12:59 PM ETZenaDrone @UnmannedSystem on X Drone as a Service (DaaS) by ZenaDrone explores how cost-saving drone technology can help organizations reduce operational expenses while improving efficiency across a range of industries. https://t.co/zSCwVfPGeC @ZenadroneInc	Physical AI
12:16 PM ET	@CyberRobooo	NEURA Robotics	@CyberRobooo12:16 PM ETNEURA Robotics @CyberRobooo on X How does a humanoid know it's done? A robot can see a screw being turned, but that doesn’t tell it whether the threads have caught...a click can tell it a latch has locked. Force feedback can reveal what a camera misses. Germany’s NEURA…	Humanoids
12:10 PM ET	@lukas_m_ziegler	Boston Dynamics	@lukas_m_ziegler12:10 PM ETBoston Dynamics @lukas_m_ziegler on X I truly believe we live in times where robots will be present in so maaany new places Not just industrial sites, or warehouses When Marc first told me about his idea of creating robot companions it clicked immediately Just imagine all the… @theermann· Oct 16, 2026 Introducing Hugo: the first human companion robot. At Boston Dynamics, I was Chief Strategy Officer, bringing robots into the real world. My co-founder, Farbod Farshidian, led research at the RAI Institute. Together, 15+ years teaching robots to run, jump, and work. So we asked: what if robots could connect with people? Hugo runs on the first Vision-Language-Expression (VLE) model. He links what he sees and hears to movement, expression, and gesture. He notices you, reads the room, and reacts in real time. And he's only the first. Dynamic Creatures is @BostonDynamics' official entertainment and hospitality partner. We're building a cast of characters with film studios, resorts, and theme parks. https://t.co/z6iUo6btek	Physical AI
12:05 PM ET	@Scobleizer	Boston Dynamics	@Scobleizer12:05 PM ETBoston Dynamics @Scobleizer on X Robotics startups raised a record $18.6 billion in one quarter this year, and almost all of it is going to factories and warehouses. @dynamicreatures is going the other way. The team left Boston Dynamics to build character robots for theme… @theermann· Oct 16, 2026 Introducing Hugo: the first human companion robot. At Boston Dynamics, I was Chief Strategy Officer, bringing robots into the real world. My co-founder, Farbod Farshidian, led research at the RAI Institute. Together, 15+ years teaching robots to run, jump, and work. So we asked: what if robots could connect with people? Hugo runs on the first Vision-Language-Expression (VLE) model. He links what he sees and hears to movement, expression, and gesture. He notices you, reads the room, and reacts in real time. And he's only the first. Dynamic Creatures is @BostonDynamics' official entertainment and hospitality partner. We're building a cast of characters with film studios, resorts, and theme parks. https://t.co/z6iUo6btek	Physical AI
11:09 AM ET	@LeRobotHF	LeRobot	@LeRobotHF11:09 AM ETLeRobot @LeRobotHF on X Tell your robot what you want, in plain words. New in LeRobot: a vision-language model breaks your goal into skills your robot's brain already knows, steers it step by step, and answers questions as it works. Demo: https://t.co/Z2IedqUMdu…	Physical AI
9:08 AM ET	@WevolverApp	Sungho SI	@WevolverApp9:08 AM ETSungho SI @WevolverApp on X EVE Clever is an AI-driven mobile manipulator robot engineered for full-cycle autonomous crop management — from growth monitoring to precision harvesting. Powered by an RGB-D vision system and a YOLOv11-based deep learning engine trained…	Physical AI
9:00 AM ET	@michellelsun	Bonsai Robotics	@michellelsun9:00 AM ETBonsai Robotics @michellelsun on X “The demo is just 1% of the business.” Tyler Niday, CEO of Bonsai Robotics, describes the work after a successful demo. Drawing on his work at Blue River and John Deere, Tyler explains Bonsai's approach to machine design and field…	Physical AI
7:20 AM ET	@seeedstudio	Seeed Studio	@seeedstudio7:20 AM ETSeeed Studio @seeedstudio on X A robot with four cameras still can't see properly — unless it knows where every pixel is. Module 2 of our Mobile Robot Full-stack Development course. Module 1 built the robot brain — #Jetson, #JetPack, #ROS2. Module 2 gives it eyes:…	Physical AI
4:13 AM ET	@NEURARobotics	Neura	@NEURARobotics4:13 AM ETNeura @NEURARobotics on X When a robot opens a lock, only sound and touch can tell it whether the job is done. That’s why Neuron AI, our Perception-Language-Action (PLA) model, combines several senses at once. 3D images, tactile and force signals, audio, the…	Physical AI
4:02 AM ET	@IlirAliu_	MIT	@IlirAliu_4:02 AM ETMIT @IlirAliu_ on X This is the real deal! Trained in simulation. Deployed in reality. No post-training, just... pre-training. A humanoid robot executing soccer skills like dribbling at 2.3 m/s, passing, turning, and scoring on outdoor fields amid people,…	Humanoids
4:00 AM ET	@xmaquina	Neura	@xmaquina4:00 AM ETNeura @xmaquina on X One AI model. Five robot embodiments. @NEURARobotics just introduced Neuron AI, combining vision, touch, sound and memory to turn physical experience into action. Progress keeps stacking across the DAO portfolio. https://t.co/T3Juxqx6uC	Physical AI
1:00 AM ET	@ctorobotics	RoboJob	@ctorobotics1:00 AM ETRoboJob @ctorobotics on X What if a robot could find, check and handle every component using only a CAD file? 🤖 https://t.co/pDNGZjplVP has officially launched its plug-in intelligence technology, developed from research at Ghent University and brought into…	Physical AI
10:09 PM ET	@seeedstudio	Seeed Studio	@seeedstudio10:09 PM ETSeeed Studio @seeedstudio on X We are happy to annouced @iuliaferoli just dropped a hands-on video walkthrough using the #reBotArmB601 and our free Seeed × @NVIDIARobotics DLI course. The full Physical AI lifecycle, in real code: → Chapter 1: Data collection with the…	Hands
6:16 PM ET	@ZappyZappy7	Sungho SI	@ZappyZappy76:16 PM ETSungho SI @ZappyZappy7 on X 『作物の生育状況モニタリング・収穫ロボット(トマト、イチゴなど)』 https://t.co/7eixlM6Mab #agtecg #SmartFarming #harvest #picking #RobotArm #gripper #manipulator #AMR #DeepLearning #EVEClever #SunghoSI https://t.co/mNTAQPHVDM	Physical AI
3:12 PM ET	@RoboStrategy	Standard Bots	@RoboStrategy3:12 PM ETStandard Bots @RoboStrategy on X Standard Bots CEO @evanbeard breaks down their new AI platform and how it could revolutionize American manufacturing. "This allows you to essentially vibe code your robot" Full interview: 0:00 Intro 6:39 Vibe coding robots 8:19 Locate… @standardbots· Oct 15, 2026 Introducing Standard Bots AI “We chose Standard Bots for two reasons: the speed of development is highly compressed, and the interface for programming the robot is so much simpler. With Standard Bots AI, that's even faster.” — Adrian Nistler, President and CEO, Path Machining & Automation Standard Bots AI robots deliver dramatically faster setups, faster changeovers, and faster paybacks. This is why robots are the new essential power tool of the 21st century. Our mission is to expand human capacity with the world’s most accessible robots. We’re building this future in Glen Cove, New York, and on hundreds of factory floors, and counting. Say yes to more: https://t.co/HR5Z77JkUN	Hands
1:18 PM ET	@theworldlabs	World Labs	@theworldlabs1:18 PM ETWorld Labs @theworldlabs on X Atlas beta access has started rolling out! Here’s a look at how you can control camera paths with pixel-perfect precision. https://t.co/lvmSp8aU4R	Physical AI
12:32 PM ET	@spaceandtech_	Tevel Aerobotics	@spaceandtech_12:32 PM ETTevel Aerobotics @spaceandtech_ on X This robotic system automates fruit harvesting and can operate 24 hours a day. It uses cameras and computer vision to detect fruit size and ripeness. Developed by Tevel Aerobotics, it works from a powered wheeled base.…	Physical AI
12:27 PM ET	@UnmannedSystem	Gremsy USA	@UnmannedSystem12:27 PM ETGremsy USA @UnmannedSystem on X Gremsy USA (@gremsytech) and Swarm Defense Technologies have integrated the ORUS L NDAA payload with the KIWI drone, bringing stabilized thermal vision, laser ranging, and autonomous edge intelligence to tactical swarms Read more 🔗…	Physical AI
10:27 AM ET	@lukas_m_ziegler	NVIDIA	@lukas_m_ziegler10:27 AM ETNVIDIA @lukas_m_ziegler on X Deere is selling autonomous tillage as an extra pair of hands! 🚜 Field autonomy never struggled with driving a straight line. AutoTrac solved that years ago. It actuallt struggled with trusting what the cameras saw, on a machine that…	Physical AI
8:55 AM ET	@tslaming	Tesla	@tslaming8:55 AM ETTesla @tslaming on X GOOD NEWS 🗞️ Tesla has designed hidden bifocals for a camera cover: the plastic that used to blur the view now keeps near and far sharp at once 😎 Anyone who has tried on a friend’s glasses knows the feeling: the lenses look perfectly…	Physical AI
8:10 AM ET	@NEURARobotics	Neuron AI	@NEURARobotics8:10 AM ETNeuron AI @NEURARobotics on X We are proud to announce Neuron AI: our multimodal foundation model for Physical AI Neuron AI connects 3D vision, touch, audio, robot state and language with memory and turns that information into action. That’s the idea behind PLA, short…	Humanoids
5:56 AM ET	@smsehy	NVIDIA	@smsehy5:56 AM ETNVIDIA @smsehy on X Field agriculture is the purest sim-to-real stress test. Synthetic data creates the baseline envelope, but physical dust, changing soil moisture, and direct solar glare force edge compute to adapt in real time. https://t.co/NtTRjpXKQ8 @NVIDIARobotics· Oct 9, 2026 Where physical AI meets the farm 🌱 @Aigeninc is using NVIDIA Cosmos and NVIDIA Jetson to build solar-powered robots for autonomous, chemical-free weed control, reducing reliance on herbicides and diesel-powered field passes. With NVIDIA technology, Aigen can: ✅ Train perception models with 99% synthetic data ✅ Reduce data collection and labelling to turn out effective models in hours instead of seasons Read the story: https://t.co/bJrwaRS3mX	Physical AI
5:30 AM ET	@ctorobotics	Prevu3D	@ctorobotics5:30 AM ETPrevu3D @ctorobotics on X What if AI could turn a real factory into usable CAD geometry not just a visual copy? 🤖 Prevu3D is developing an AI-powered Scan-to-CAD workflow that reconstructs machinery, conveyors, safety barriers and entire assemblies as 3D geometry.…	Deployments
4:12 AM ET	@seeedstudio	Seeed Studio	@seeedstudio4:12 AM ETSeeed Studio @seeedstudio on X 🚀 Deploy YOLO11 on RK3576 Module + Raspberry Pi CM4 IO Board!! We tested the #reComputer #Rockchip #RK3576 Module on a #RaspberryPi #CM4 IO Board and successfully deployed #YOLO11 from #reComputerAILab for real-time object detection! ✅…	Compute
4:05 AM ET	@logi_today	Percipio Technology	@logi_today4:05 AM ETPercipio Technology @logi_today on X アスメック、産業用3Dカメラ「GMシリーズ」投入-https://t.co/4CTdR3YJaC アスメックは15日、産業用3Dカメラ「GMシリーズ」の取り扱いを開始。物流現場でのロボットピッキングやパレタイズ、AGV・AMRの周辺認識、荷物の寸法・体積計測などに活用し、現場の自動化を支援する。	Sensing
3:58 AM ET	@logi_today	Sony	@logi_today3:58 AM ETSony @logi_today on X システムズナカシマ、AIカメラとkintone連携-https://t.co/JdA786t9ee システムズナカシマは15日、物流・工場などの安全監視や品質検査を支援するエッジAIカメラ「Monit-One」の提供を開始。映像を外部送信せず、フォークリフト周辺の人物や製品のキズなどを検知する。 https://t.co/538pZNKkb8	Physical AI
3:27 AM ET	@ABBRobotics	ABB	@ABBRobotics3:27 AM ETABB @ABBRobotics on X Fashion Inductor with AI Robot Trainer brings physical AI to fashion logistics, helping system integrators deploy, adapt and continuously optimize AI-powered applications while reducing engineering and commissioning effort by up to 75%.…	Physical AI
3:16 AM ET	@seeedstudio	Seeed Studio	@seeedstudio3:16 AM ETSeeed Studio @seeedstudio on X 🎙️ “Hey Luna, take this block. Now give it back. Follow me.” In this demo by @AI_with_Eric, his local AI assistant Luna brings together #LocalAI and #robotics to turn voice commands into physical actions. With the #reBotArmB601, #Qwen 3.8…	Physical AI
2:31 AM ET	@Scobleizer	Tesla	@Scobleizer2:31 AM ETTesla @Scobleizer on X My car got the 14.3 FSD light update this week. It is spectacular. For an eight-year-old car it is absolutely amazing. @aelluswamy and team are expert at distilling their big models that run on hardware 4 cars down to the far slower… @hellosimar· Oct 15, 2026 So, @Scobleizer and I had this interesting conversation in @Tesla which drove itself from Mission bay SF to San Mateo. Full FSD is magic - he shared how he met @elonmusk and drove first roadster with him. @Jason made this happen. also shared many interesting Elon stories. - shared conversations with @finkd and why Mark Zuckerberg was so right about metaverse,AR/VR - shared why Tesla >> Waymo and where waymo went wrong - talked about what kind of startups one should build : robotics, BCI, self driving and more - interesting history of Silicon Valley, Cupertino and more Enjoy!	Physical AI
2:06 AM ET	@XRoboHub		@XRoboHub2:06 AM ET @XRoboHub on X Mastering gongfu tea isn’t easy for humans or robots. Natura-1 makes the whole brewing routine look easy. That takes both a capable model and dexterous hands. The final pour is a little off, but it’s still pretty impressive, haha.… @XRoboHub· Oct 14, 2026 This robot is making wontons. One hand cups the wrapper while the other adds the filling, then both hands fold it closed. It’s running Natura-1, @naturewill’s 50B-parameter mixture-of-experts model. The team says it was pretrained on roughly a million hours of first-person footage, then adapted with robot data. The team reconstructs 3D hand movements from that footage and pairs them with task descriptions. During training, Natura-1 learns to predict future video and actions together, using past video as context. On the robot, it takes in language and vision and controls 20-DoF hands, with a reported 100 ms observation-to-action loop. The hard part here is supporting the thin wrapper while leaving its edges free to fold, then adjusting the grip as its shape changes. The same foundation model also powers demos of sealing shipping boxes, applying phone screen protectors and writing with a brush. These longer workflows, including making wontons, use additional task-specific training. Nature Will separately reports zero-shot tests with instructions and setups absent from its robot post-training data. In the longer interaction video, the presenter moves plates midway through fruit sorting, and the robot adjusts where it puts the fruit. That video also leaves in missed grasps, retries and spoken corrections. You can see where it adapts and where the presenter prompts it to try again. https://t.co/F1JNNGo2tG	Physical AI
8:00 PM ET	@Newsforce	Microcon Vision	@Newsforce8:00 PM ETMicrocon Vision @Newsforce on X 🇺🇸 EXCLUSIVE: Microcon Vision CEO Chen Almog unveils a new 7-sensor camera system designed to give military drones advanced surveillance and targeting capabilities. Speaking with @PatSchnecker at @AUSAorg in D.C., Almog shows off… @Newsforce· Oct 14, 2026 🇺🇸 EXCLUSIVE: @MarisTech CEO Israel Bar says his company's battlefield-tested technology gives military drones greater situational awareness while keeping size, weight, and power consumption to a minimum. Speaking with @PatSchnecker at @AUSAorg in D.C., Bar explains how Maris-Tech develops edge-computing systems for defense applications.	Sensing
5:58 PM ET	@Scobleizer	Bucket Robotics	@Scobleizer5:58 PM ETBucket Robotics @Scobleizer on X Another piece of bringing manufacturing back to America. A visit to @BucketRobotics in San Francisco. Met founder Matt Puchalski this morning. Makes quality control in factories much better due to computer vision. https://t.co/Qccm1p6fqv	Deployments
4:10 PM ET	@WevolverApp	Mouser Electronics	@WevolverApp4:10 PM ETMouser Electronics @WevolverApp on X Embedded vision systems are handling more sensors, interfaces, and AI workloads while operating under tight power and latency constraints. Low-power FPGAs can act as aggregation and preprocessing hubs, bridging interfaces such as MIPI…	Sensing
3:19 PM ET	@logical_traderr	Tonbo Imaging	@logical_traderr3:19 PM ETTonbo Imaging @logical_traderr on X Tonbo Imaging: What is the technology behind the business? When we hear the term deep tech, it is useful to understand what the company actually develops rather than stopping at the label. Tonbo Imaging develops electro-optical and imaging…	Sensing
3:06 PM ET	@lukas_m_ziegler	Princeton University	@lukas_m_ziegler3:06 PM ETPrinceton University @lukas_m_ziegler on X Princeton's Introduction to Robotics! 🎓 Princeton University released their full Introduction to Robotics course publicly with lecture videos, notes, slides, and assignments. This course provides fundamental theoretical and algorithmic…	Physical AI
2:51 PM ET	@maticrobots	Matic	@maticrobots2:51 PM ETMatic @maticrobots on X Vision or Lidar? @diywrapclub and @mehul discuss it at @theXtakeover	Sensing
12:05 PM ET	@AssemblyMag1	Cognex Corp	@AssemblyMag112:05 PM ETCognex Corp @AssemblyMag1 on X 🎧 Your Midweek Listen from ASSEMBLY AI vision can solve real problems on the plant floor, but it isn’t the answer for every inspection task. https://t.co/ow2QJUwFIm #ASSEMBLYAudible #Manufacturing #MachineVision #AI #QualityControl…	Sensing
7:59 AM ET	@logical_traderr	Tonbo Imaging	@logical_traderr7:59 AM ETTonbo Imaging @logical_traderr on X Tonbo Imaging IPO: OFS, balance sheet and working capital While reading Tonbo Imaging's IPO documents, a few financial details stood out. The IPO is entirely an Offer for Sale (OFS), meaning the proceeds will go to existing shareholders… @logical_traderr· Oct 14, 2026 Tonbo Imaging IPO: Understanding the Business Before the Deep-Tech Narrative Many people are referring to Tonbo Imaging as a deep-tech business. But before getting carried away by the label, I think it is important to understand what the company actually does. Tonbo Imaging operates in the defence technology space, developing advanced electro-optical and imaging systems used for surveillance, target detection and military operations. In eazy words, think of the systems that help a soldier or a defence platform see, detect and identify things that the human eye may not be able to see clearly, especially at night or in difficult conditions. The business can broadly be understood through a few areas: 1. Thermal imaging and night vision: Systems that help detect people, vehicles and other objects using heat signatures, even in low-light conditions. 2. Surveillance and reconnaissance: Imaging systems that help monitor an area, detect potential threats and provide better situational awareness. 3. Weapon sights and fire-control systems: Technology that helps military personnel identify, track and aim at targets more accurately. 4. Missile seekers and targeting technology: Systems that help identify or track targets and support precision-guided defence applications. The important distinction is that Tonbo is not simply selling cameras. It develops specialised imaging and sensing technology that integrates optics, electronics, software and image processing for demanding defence applications. This is also what makes the business interesting to study. These are specialised products where performance, reliability, integration capabilities and customer qualification can matter significantly. Posting this because, we do not get regular exposure to many such specialised defence-technology businesses in our everyday investing journey. So, irrespective of whether one eventually invests in the IPO, Tonbo is worth studying to understand how this category of business operates. First understand the business. Then evaluate the economics. And only then look at the valuation.	Sensing