Dyna-2.1 introduces a semi-humanoid robot named Taku that is designed to autonomously complete long-horizon, complex physical workflows. The system utilizes a dual-model software architecture where a vision-language model monitors the environment while a separate model coordinates whole-body manipulation, allowing the robot to dynamically switch tasks. It highlights a major shift toward utilizing integrated foundation models and highly flexible physical platforms to automate complex, multi-step commercial and industrial service roles.
Kodiak AI is preparing to launch a driverless commercial shipping route for IKEA Supply along a 219-mile section of Interstate 45 in Texas. The milestone follows four years of collaborative testing during which they successfully completed over 1,300 runs to resolve operational complexities like scheduling, predictive maintenance, and dock assignment. It serves as a prime case study of how custom autonomous technology can successfully transition from controlled, simulated environments into the real-world logistics and shipping infrastructure.
SpaceX's Transporter-18 launched three payloads testing technologies for orbital data centers. Cowboy Space's Reason-1 tests beaming solar power via laser, Google's Project Suncatcher runs AI chips on solar in orbit to evaluate durability, and Star Catcher's Protostar aims to validate power-beaming to satellites. These tests are crucial for building infrastructure to support future AI computing and data centers in space.
payloadspace.com·5 min read
The new Framework Desktop pairs AMD's Ryzen AI Max PRO 495+ with 192GB of LPDDR5X and 273GB/s of memory bandwidth, and it ships in November as a DIY kit, a Fedora prebuilt, or a bare Mini-ITX board. Its PCIe x4 slot is now open-ended, so full-size x8 or x16 cards fit without a riser, letting owners add 50Gbps networking to cluster several machines for faster inference. Framework expects memory prices to keep rising for six months and tells buyers to pick their capacity now.
links.tldrnewsletter.com·3 min read
PCIe 8.0 traffic can cross chiplet boundaries through UCIe 3.0, but engineers must coordinate both protocols' power, reset, and recovery states. Timing mismatches can cause completion timeouts, dropped traffic, and deadlocks. Siemens' verification tools trace transactions across both layers and inject faults before silicon bring-up.
semiengineering.com·5 min read
Humanoid robots need different memory architectures for centralized AI compute and distributed joint control. Flash and EEPROM can delay writes by 5-10 milliseconds, which risks lost position data during power failures. The article maps F-RAM to continuous telemetry, safety-capable NOR Flash to boot storage, and high-speed NOR Flash to time-sensitive networking.
semiengineering.com·8 min read
OpenArm 2.0 is an open-source, 7-degree-of-freedom robotic arm engineered by Tokyo-based Enactic for contact-rich manipulation and physical artificial intelligence research. The arm features backdrivable, quasi-direct drive joints for highly compliant physical interactions, a gripper with an integrated camera, and a motorless replica arm for bilateral force-feedback teleoperation. It delivers a highly customizable, low-cost platform that facilitates the training of robust manipulation models using modern imitation learning and simulation-to-reality pipelines.
cnx-software.com·4 min read
Orion is a custom-built, 12-degree-of-freedom quadruped robot designed and programmed entirely from scratch. The system combines an NVIDIA Jetson Orin Nano for advanced stereo vision depth perception and LiDAR-based SLAM with an STM32-based microcontroller running FreeRTOS for low-level kinematic gaits and real-time stabilization. It provides a complete, open-source blueprint for constructing complex, dynamically stable legged systems using advanced embedded processors and modern spatial computing toolchains.