02 · learning log · newest first
Learning log
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. 292 total.
Mon, October 5
Agility CEO Joins MITRE's Project Meridian Defense Study
Agility Robotics CEO Peggy Johnson has been named a participant in Project Meridian, an independent study led by MITRE for the U.S. Department of War. She will contribute insights from commercial humanoid deployments to discussions on future defense logistics, with no immediate hardware procurement involved.
Safeworld raises $12M to test GenAI robot safety
Safeworld has emerged from stealth with a seed round of over $12 million to address the unpredictability of generative AI in robotics. The company builds simulation environments populated with realistic human models to stress-test robotic control systems before deployment.
Glasgow study tests AR faces for social robots
A University of Glasgow team used augmented reality to test various face and voice combinations on a Qoobo robot. They found that animal-like and anime-style designs were highly effective at creating emotional connections with users.
Korea and Japan Turn to Robotics to Counter China's Shipbuilding Dominance
According to a report by 로봇신문 citing the Financial Times, Korean and Japanese shipyards are ramping up robotic automation to counter China's growing share of global orders. While China captured 63% of last year's orders, Korean and Japanese firms are deploying collaborative robots for welding and painting to maintain quality and address skilled labor gaps.
Intel Launches FoxJack X1 Robot Dev Kit in China
Intel announced the FoxJack X1, an embodied intelligence development kit, in collaboration with COMTECH at a conference in Suzhou. The kit is built on the Intel Panther Lake platform and includes the Intel Robotics AI Kit to support developers working on edge AI and robotics.
FieldAI Targets $700M Raise at $10B Valuation
According to a report by 로봇신문, FieldAI is raising $700 million at a $10 billion valuation. The company develops a general-purpose software platform for various robot types, including humanoids and drones.
Amazon to Invest $100M in New Indiana Robot Plant
Amazon is investing over $100 million in a new advanced manufacturing facility in Greenwood, Indiana, expected to create 300 jobs. The plant will produce robots for Amazon's North American logistics network, with operations slated to begin by 2028.
Flourish Unveils Budget Home Robot Taught via Smartphone
Flourish has introduced the Flourish One, a wheeled home robot designed to learn tasks by mimicking user movements captured on a smartphone. The company plans to sell the initial 50 units for $3,555, aiming for delivery before Christmas.
NEURA Robotics and SECO Partner for European Physical AI Ecosystem
NEURA Robotics and SECO have signed a strategic partnership to co-develop electronic computing modules for NEURA's 4NE1 humanoid robot. The collaboration aims to build a European supply chain for physical AI and establish NEURA's first robot training facility in Italy.
China Launches National Lab for Embodied AI Evaluation
China has activated a national-level system for evaluating intelligent robot performance. The Shanghai Robot Industry Technology Research Institute and the National Robot Testing and Certification Center have established a dedicated laboratory for embodied intelligence assessment. The facility has begun recruiting companies for a 27-item capability profile test that focuses on cognitive and interactive functions rather than just mechanical precision.
Chinese Firms Dominate Global Humanoid Sales
A new industry report indicates that Chinese companies have captured the top five positions in global humanoid robot revenue from 2025 through mid-2026. UBTECH leads the market with significant sales volume, while Western competitors remain largely in the prototype or pilot stage.
Guangdong to Host Global Humanoid Basketball Tournament in April 2027
According to a report by 로봇신문, the Guangdong provincial government will hold the 'Global Humanoid Robot Basketball Tournament (RBA)' in Guangzhou next April. The event is designed to promote AI and robotics industry development, with competitions including free throws and dribbling, as well as open demonstration matches.
Hitachi and Agile Robots Partner on Physical AI for Manufacturing
Hitachi and Agile Robots have reached a basic agreement to jointly develop a 'brain' for physical AI in industrial settings. The partnership aims to merge Hitachi's ability to learn skilled worker tasks with Agile Robots' general-purpose AI models, supported by edge AI hardware.
Orboh Tests Humanoid Robot for Okra Harvesting
Orboh, in collaboration with Toyota Body Research Institute, successfully demonstrated a humanoid robot detecting and harvesting okra in an actual farm setting. The project utilized a Unitree G1 robot equipped with specific vision and manipulation hardware to perform the task over a three-month period.
Hitachi and Fanuc Partner on Physical AI for Factories
Hitachi and Fanuc have announced a strategic partnership to develop and commercialize 'physical AI' for industrial settings. The collaboration will be tested at Hitachi's Ibaraki plant, with a goal to establish deployable technology by fiscal 2027 and expand globally across sectors like automotive and logistics.
Haier Launches CR3 AI Cooking Robot with 600 Recipes
Haier has started pre-sales for its CR3 AI cooking robot, which supports over 600 digital recipes and precise temperature control. The company also opened a dedicated home robot store in Wuhan to showcase the device.
Kawasaki to Integrate Noetra AI in Kaleido Humanoid by 2030
Kawasaki Heavy Industries intends to embed Noetra's physical AI into its Kaleido humanoid, with deployment beginning as early as 2030. The initial phase will rely on a mix of remote human oversight and AI, with full autonomy serving as the long-term objective.
Hirebotics Adds Line Tracking and Linear Rails to Cobot Systems
Hirebotics announced new line tracking and modular linear rail capabilities for its collaborative robots. These features allow the Cobot Painter to work on moving production lines and extend the robot's reach for large assemblies without requiring dedicated robot programmers.
GPT-6 Astra Tops SuperCLUE Robot-Brain Benchmark
OpenAI's GPT-6 Astra achieved the highest overall score in SuperCLUE's September 2026 EmbodiedCLUE-VLA evaluation. The model demonstrated a substantial advantage in interaction and planning compared to competitors like Gemini-3.8-Flash.
Sun, October 4
Sat, October 3
Tesla Optimus Texas Plant Steel Frame 40% Complete
According to a report from Humanoids Daily, the steel structure of Tesla's new Optimus factory in Texas is approximately 40% assembled. Drone observer Joe Tegtmeyer documented the progress, noting that while some sections have reached upper floors, others remain at the foundation stage.
Boston Dynamics Reveals Atlas's New 13-DOF Hand
Boston Dynamics has introduced a new hand for its Atlas humanoid robot, featuring 13 degrees of freedom and tactile sensors. The company demonstrated the hand performing complex tasks such as drilling and manipulating multiple objects, emphasizing its design for industrial durability over human-like mimicry.
AGIBOT A3 Ultra Deployed for Guest Service in Shanghai Hotel
AGIBOT has released footage showing its A3 Ultra robot working in the lobby of the Shangri-La Shanghai Pudong hotel. The robot is described as welcoming guests, providing information, and handling routine service tasks to support hotel staff.
MIT's Light-Steered Muscle Robot Swims Through Water
MIT researchers demonstrated a chewing-gum-sized robot powered by a thin layer of living muscle cells. The device swims and steers in response to external light, achieving speeds of four body lengths per minute in a controlled maze.
Eli Lilly and Purdue to Present HRI Field Data at RoboBusiness
According to the report, Faraz Yousuf of Eli Lilly and Dr. Anastasia Kouvaras Ostrowski of Purdue University will present a session on human-robot interaction at RoboBusiness 2026. The talk will cover field learnings from studies involving automated guided vehicles in manufacturing and warehouse settings, as well as early findings on worker perception of robots.
Runway Launches Praxis-1: A Video-Driven Robot Control Model
Runway AI has introduced Praxis-1, an open-weight world action model designed to train robots using large-scale video data rather than expensive teleoperated demonstrations. The company is currently testing the model with early partners across various robot embodiments before a planned public release in the coming months.
First reported Oct 3
SNAP: Geometric Learning via Novel View Synthesis
The authors present SNAP, a self-supervised model that uses Novel View Synthesis to learn robust 3D geometric representations. By restricting the decoder's expressivity and using latent-space targets, SNAP outperforms standard methods across five robotics and vision tasks.
First reported Oct 3
EyeRobot 2.0 Uses Active Gaze for Bimanual Manipulation
The authors introduce EyeRobot 2.0, a system that performs fine-grained bimanual manipulation using a single stereo camera. By actively swiveling its viewpoint to center on 3D fixation points and allocating more computational resources to the image center, the system compensates for the lack of wrist cameras. In real-world trials, this approach outperformed passive stereo baselines by 40% and matched or exceeded ego-plus-wrist camera policies, particularly when objects occluded the wrist views.
Fri, October 2
Samsung Maps Out Robot Rollout Plan
Samsung Electronics detailed a strategy to deploy robots in its own plants before moving into consumer homes. The plan relies on a three-layer AI stack and a new algorithm, Metro-WM, which the company claims boosts task success rates significantly.
Samsung unveils robot commercialization roadmap
Samsung Electronics has announced a strategic roadmap to commercialize robots, starting with factory automation and moving to home helpers. The plan relies on a new three-layer foundation model and a novel 'Metro-WM' world model designed to improve reliability and reduce costs.