Nomagic, a Warsaw-based warehouse robotics company, has deployed a vision-language-action (VLA) model in live customer warehouses, claiming it roughly halved robot-caused human interventions. Unlike most robotics labs racing to build general-purpose robot brains, Nomagic bets on task mastery first, wrapping its imperfect VLA in classical safety software to meet the 99.9% reliability threshold required in real operations. The company trains its models on live production data — including millions of picks monthly from Zalando — rather than simulations. Its first VLA deployment runs at Brack.Alltron, Switzerland's second-largest e-commerce platform, enabling autonomous overnight and weekend shifts. The AI lab is led by Markus Wulfmeier, a former Google DeepMind and Gemini Robotics researcher.
Nguồn: https://thenextweb.com/news/nomagic-vla-warehouse-robots-ai-brain. 8sync News chỉ tóm tắt và dẫn link; bản quyền nội dung thuộc tác giả và nguồn gốc.
Dự án CPSDrone tạo ra những chú cá robot cỡ nhỏ cho bể thủy sinh, giải quyết các thách thức như truyền thông vô tuyến dưới nước ở tần số 433 MHz, vỏ chống nước in 3D bằng công nghệ seal vòng O-ring, và sạc tự động qua trạm docking. Những robot này được điều khiển tập trung thay vì hoạt động hoàn toàn tự chủ, trong khi thuật toán boids có thể thay thế vai trò điều khiển trung tâm nhờ tính đơn giản và khả năng mô phỏng đàn cá sinh động.
Đọc bài này để khám phá cách giải quyết những thách thức kỹ thuật thực tế trong thiết kế các robot dưới nước nhỏ gọn, từ giao tiếp vô tuyến dưới nước đến tối ưu hóa hệ thống tự động hóa thông qua các giải pháp đơn giản như thuật toán boids.
NVIDIA and Hugging Face are integrating NVIDIA Isaac GR00T 1.7 (an open VLA model for humanoid robots) and Isaac Teleop (a data collection framework) into LeRobot, Hugging Face's open source robotics library. NVIDIA Cosmos 3, a frontier world foundation model, is also planned for future integration. Together these additions give developers a standardized, open pipeline for robot data collection, model training, fine-tuning, simulation, and deployment. The collaboration connects NVIDIA's 3 million robotics developers with Hugging Face's 16 million AI builders, and builds on existing resources including a large open physical AI dataset with over 15 million downloads, Isaac Sim/Lab simulation frameworks, and Jetson Thor hardware integration.
RoboCup 2026 in Incheon, South Korea concluded its humanoid league competitions, with winners crowned across small, middle, and large divisions. In the small division, Invic from Wuhan University took first place. B-Human from Universität Bremen and DFKI won the middle division, while Tsinghua Hephaestus claimed the large division title. Five league-wide awards were also presented, including Best Humanoid Software to B-Human and Best Innovation to Bahia Robotics Team. The event continues with a symposium on robotics and AI research.
Forterra has deployed over 100 autonomous Lancer ATVs in Ukraine since October, completing 1,100 missions, carrying 777,440 pounds of cargo, and performing 52 casualty evacuations across 2,500 miles. The vehicles are based on Polaris ATVs with custom sensor and compute stacks, and are gas-powered with 750kg payload capacity. Despite the scale, soldiers still primarily teleoperate them in combat because the autonomy cannot yet identify and react to unexpected enemy threats. Forterra is working on combining classical robotics with generative AI for more generalised reactions. Cost remains a key barrier — the vehicles are too expensive to treat as disposable like drones. Competitors including Scout AI, Field AI, and Overland AI are also trialling UGVs with the US military.
Day 2 of RoboCup 2026's humanoid league features 17 countries and teams across three divisions (small, middle, large). CAU Mountain&Sea leads the small division with a perfect record. B-Human dominates the middle division with a +35 goal difference. Tsinghua Hephaestus is the sole unbeaten team in the large division. Notable robot stats include the heaviest competitor at 48kg/160cm (ALICE 4) and the lightest at 3.8kg/53cm (ITAndroids' Chape). Knockout rounds begin tomorrow, with 12 teams per division advancing.
UiPath ghi nhận mức tăng 15% trong 5 ngày sau khi báo cáo lợi nhuận hoạt động GAAP đầu tiên ($28 triệu) và doanh thu tăng 17% (418 triệu USD) trong Q1 FY2027. Công ty đang chuyển hướng từ RPA truyền thống sang điều phối AI agent, đồng thời mở rộng sang tuân thủ chống tội phạm tài chính thông qua việc mua lại WorkFusion. Phố Wall vẫn thận trọng khi các mô hình AI lớn có thể chiếm lĩnh thị trường.
Những nhà phát triển AI và tự động hóa nên theo dõi để hiểu cách UiPath chuyển hướng sang AI agent và cách nó cạnh tranh với các công ty lớn như Microsoft, Google, hay Meta trong tương lai.
Forterra has deployed over 100 autonomous Lancer ATVs in Ukraine over the past nine months, marking what the company claims is the largest deployment of US autonomous ground vehicles in combat. The gas-powered vehicles, based on Polaris ATVs with custom sensors and compute, have completed 1,100+ missions, driven 2,500+ miles, and carried over 777,000 pounds of cargo including 52 casualty evacuations. Ukrainian soldiers have largely been teleoperating rather than fully autonomously running the vehicles, as current autonomy cannot yet react to live enemy threats. Key lessons learned include electronic warfare adaptation, remote software updates, and terrain navigation. Forterra is now combining classical robotics with generative AI to close the gap toward full battlefield autonomy, while facing pressure to reduce costs as attrition on the battlefield is significant.
China's 15th five-year plan (2026-2030) marks a strategic pivot from chip manufacturing to AI deployment and export. The plan mentions AI over 50 times, designates robotics as a strategic industry, and sets out a global agenda including a World AI Cooperation Organisation and Belt and Road AI platforms targeting Global South nations. For South Africa, this creates both opportunity — cheaper clean energy, BRICS computing access, smart-manufacturing partnerships — and risk. South African solar imports from China jumped 81.4% year-on-year, yet China scrapped its solar export tax rebate, threatening price increases. The foundational AI and hardware layers remain in China while South Africa would receive only the application layer. Analysts warn that countries faring best in US-China AI competition are those that articulate their own AI priorities early and negotiate from a position of strong data protection rules — a challenge South Africa's still-draft AI policy has yet to meet.