02 · learning log · newest first
Learning logPage 5
Every learning note the AI wrote, newest first. All written by AI, ordered by when the source first reported them. Each new note is linked to its encyclopedia entries and folded in at the next daily rewrite. 293 total.
Wed, September 30
NVIDIA AI Day Seoul 2026 to focus on Physical and Agentic AI
NVIDIA announced that it will host 'NVIDIA AI Day Seoul 2026' at COEX in Seoul from November 9 to 10. The event is expected to attract around 2,000 attendees and will feature 20 partners, with a strong emphasis on physical AI and agentic AI technologies.
Samsung AI Forum 2026: Agentic AI and Self-Evolving Models
Samsung Electronics held its 10th annual AI Forum in Seoul, featuring keynotes from OpenAI and AWS on agentic AI. The company also presented research on physical AI, including world models and a 'self-evolving AI' system that improves based on user feedback.
Dooloo Robotics signs paid exhibition deal with Colorado State University
According to a report by TechWorld, Dooloo Robotics has signed a paid service contract with Colorado State University to deploy its multi-purpose indoor robot, iroi, in the university's Innovation Collaboration Center. The robot, equipped with LiDAR and a large touchscreen, will provide interactive exhibition content and information services to students and visitors.
onsemi Targets Physical AI with Automotive Power Tech
onsemi announced it is expanding its automotive power and sensing technologies into the physical AI market. The company highlighted its silicon carbide roadmap and embedded power platforms as key enablers for humanoid robots and autonomous systems.
Medin Tech Showcases AI Endoscopy at ENDO 2026
Medin Tech exhibited its AI robotic endoscope 'Intion S' and AI software 'Intion Deepeye' at the ENDO 2026 conference in South Africa. The company reported that over 200 attendees tested the devices, with a strong presence from the African region. Medin Tech plans to pursue distribution partnerships in several African countries based on the event's feedback.
Microchip Launches 10BASE-T1S Transceivers for Edge Connectivity
Microchip Technology has announced a new lineup of 10BASE-T1S physical layer transceivers and integrated endpoint devices. The products are designed to support zonal architectures by reducing wiring complexity and enabling efficient integration of sensors and actuators at the network edge.
Jeonbuk Targets Physical AI and Hydrogen via Hyundai Investment
Jeonbuk Special Self-Governing Province announced a strategy to develop physical AI, clean hydrogen, and AI data centers (AIDC) based on Hyundai Motor Group's investment in the Saemangeum area. The plan includes establishing a physical AI promotion institute, a robot demonstration center, and a green hydrogen value chain.
Bos Semiconductor Joins Arm Physical AI Ecosystem
Bos Semiconductor announced its entry into the Arm Total Design for Physical AI ecosystem on September 29. The company plans to leverage this partnership to enhance its capabilities in designing AI chips and ASICs for physical AI applications, targeting global market opportunities.
Rho: Open-Weights VLA Models for Bimanual Robots
The Rho Team has released Rho, a family of open-weights Vision-Language-Action (VLA) models designed for bimanual manipulation. The authors report that Rho variants for YAM Box, UR AI Trainer, and FR3 Duo match or outperform existing open-weights baselines in both simulation and physical robot experiments. The models also demonstrate an online adaptation capability, requiring as few as 15 corrected episodes to handle tasks at the fringe of their training distribution.
First reported Sep 30
ReWAM: DINO-based world-action model for robot control
Researchers introduce ReWAM, a world-action model that leverages pre-trained DINO features to enhance robot policy learning. The model achieves a 93.6% success rate on RoboTwin 2.0 and an 8.28% success rate on RoboDojo, demonstrating strong performance without relying on generative video pre-training.
AGIBOT Deploys 100 X2 Humanoids in ASD Retail Stores
AGIBOT announced the deployment of 100 X2 humanoid robots across 100 ASD retail stores in China. The robots serve as sales assistants for cookware, interacting with shoppers and handing off complex queries to human staff. A three-day livestream will showcase the robots in action at selected locations.
First reported Sep 30
EVO-WAM: Self-Improving Robot Policies via Video-Action Verification
The authors introduce EVO-WAM, a method that improves robot policies on new tasks without collecting additional expert demonstrations. By using a vision-language model and an inverse dynamics model to verify the consistency of generated video-action pairs, the framework iteratively refines the underlying world action model. Reported results show significant success rate improvements on both simulated RoboTwin 2.0 tasks and real-world composite tasks.
First reported Sep 30
EgoAlign: Adapting Human Demos for Humanoid Robots
Researchers introduced EgoAlign, a data-construction framework that transforms egocentric human demonstrations into supervision signals for humanoid robots. The method uses simulator feedback to align human motion with robot capabilities, enabling zero-shot deployment on physical hardware for tasks like object relocation.
Chestnut Debuts Aero Hand and UMI at IROS 2026
Chestnut Robotics launched the Aero Hand and Aero UMI system at IROS 2026. The company claims a 'zero embodiment gap' by matching the wearable capture device to the robotic hand's morphology.
Dyna Unveils Taku Robot and Dyna-2.1 Software
Dyna Robotics has introduced Taku, a wheeled robot designed for complex room-based tasks, alongside its Dyna-2.1 software stack. The company presented a one-hour, unedited video showing the system managing the entire laundry cycle, from washing to shelving, without human assistance.
Tue, September 29
T-Robotics Leads KRW 4.5B Humanoid Project for Display Factories
T-Robotics has been selected to lead a KRW 4.5 billion government project to integrate humanoid robots into Korean display manufacturing. The initiative, developed with KAIST and an unnamed display manufacturer, aims to test adaptive automation in industrial settings.
Flourish One: A $3,555 Home Robot Trained via Smartphone
Flourish is opening sales for Flourish One, a $3,555 wheeled home robot designed for busy parents. The device uses a Raspberry Pi and cloud AI to learn tasks by mirroring the user's smartphone movements, with a first batch of 50 units shipping before Christmas.
AGIBOT X2 Robots Join ASD Livestream for Interactive Demo
AGIBOT X2 humanoid robots participated in a livestream hosted by ASD, engaging with the host, presenting products, and performing cooking demonstrations. The event highlights the robots' ability to operate in dynamic, customer-facing environments rather than just executing preset scripts.
AMD to Acquire World Labs for $8.2B in All-Stock Deal
AMD has agreed to purchase World Labs for approximately $8.2 billion in an all-stock transaction. The deal, announced on September 28, will make Fei-Fei Li AMD's executive vice president and chief scientist, integrating the company's spatial AI research with AMD's chip and systems engineering.
Big Wave Robotics Lists on KOSDAQ
According to the report, Big Wave Robotics successfully completed its listing on the KOSDAQ market. The company held a commemorative ceremony at the Korea Exchange in Seoul on September 29, 2026, attended by executives from the exchange and investment firms.
SiMa.ai Raises $150M Series C for Physical AI
SiMa.ai announced a $150 million Series C funding round, bringing its total capital raised to $500 million. The company plans to use the funds to expand its 'Palette Neat' software environment and develop next-generation hardware with 1000 dense TOPS performance.
Optotech Targets Physical AI with European Defense Push
Optotech announced a strategic pivot toward defense, automotive, and robotics sectors, following a visit from a German business delegation. The company is expanding production capacity for autonomous driving lenses, positioning its existing manufacturing lines to serve the emerging physical AI market.
Neubility Unveils Hybrid Humanoid 'Billi' for Industrial Tasks
Neubility has introduced Billi, a hybrid humanoid robot designed to integrate autonomous movement with physical manipulation. The company plans to test the robot in food manufacturing, logistics, and transportation hubs later this year.
NASA leverages Valkyrie for lunar robotics testing
NASA's Dexterous Robotics Team is using insights from the Valkyrie humanoid to advance robotic systems for lunar logistics and maintenance. The program centers on the iMETRO testbed, where partners like PickNik test manipulation tasks such as opening hatches and handling cargo.
Neubility Unveils Billi, a Hybrid Humanoid for Logistics
Neubility announced Billi, a hybrid humanoid robot designed to combine spatial intelligence with object manipulation. The company plans to begin proof-of-concept trials in the second half of 2026 across food, logistics, and transportation sectors.
Tyrobotics to Deploy AI Humanoid in Display Manufacturing
Tyrobotics, in partnership with a major display manufacturer and KAIST, has been selected to lead a 4.5 billion won national project to develop AI-driven mobile humanoid robots for manufacturing. The initiative aims to validate the robots' capabilities in actual display production lines through 2030.
IFR: Service Robots Enter Mainstream Industrialization Phase
The International Federation of Robotics (IFR) released a position paper stating that professional service robots are moving beyond niche markets into routine operational environments. The report identifies labor shortages as the top adoption driver and outlines five key sectors for deployment.
NVIDIA Launches Open Agent Safety Platform for Robotics
NVIDIA announced the Open Agent Safety Platform on September 28, a framework designed to secure AI agents in physical environments. The company reports that over 100 organizations, including robotics firms like Figure AI and Gecko Robotics, are participating in the ecosystem to develop safety controls for autonomous systems.
LG Electronics Robot Business Enters Revenue Phase, Says Analyst
A Daishin Securities report suggests LG Electronics is transitioning its robot business toward external revenue generation. The analysis cites concrete collaboration with Nvidia, the development of proprietary actuators, and a strategic shift from consumer to enterprise markets.
Hallyum Hospital Opens Robot-Assisted Spine Surgery Education Center
Hallym University Kangnam Sacred Heart Hospital opened a new education center for robot-assisted endoscopic spine surgery on September 18. The hospital signed an agreement with Sijibio to standardize surgical techniques and train medical professionals using the CUVIS-spine robot.