Multi-floor SLAM and a blocked robot deal
StrataSLAM keeps one map per floor in ROS 2, China blocks SoftBank's ABB Robotics purchase, and Meituan releases a 15,060 hour desktop VLA model.
#vla
15 posts
Robot Model SOTA Now Ships With a Nationality Qualifier
Two open weight robot models landed the same week, both citing benchmarks that no longer separate them. The differentiator has moved to adaptation and control.
The Stop Function Is Certified. Everything Feeding It Is Not.
A delivery robot read an advert as a green light and nine passengers fell. Its stop function worked as designed; the problem is the inputs are not verified.
ROS 2 zero-copy, humanoid tender data
ROS 2 weighs a zero-copy messaging redesign, VicOne reports 28 zero-days in physical AI tooling, and an open catalog shows what labs paid for humanoids.
Section 232, Starship fault, BMW policies
Washington opens robot import negotiations, a Starship robot misreads a Tallinn signal, and BMW builds a humanoid data pipeline.
Dream-1, Alpamayo and robot data engines
Dream Labs opens a zero-shot robot API, Bolt picks NVIDIA Alpamayo for 25,000 Lucids, NVIDIA opens the GR00T data engine, and RoboStack merges four ROS repos.
The Robot Stack Is Going Modular, and the Guard Layer Has No Home
HomeBody deletes the learned policy, FLUX 3 Action shrinks it to a checkpoint, and RoboHarm shows the frontier model that takes over refuses almost nothing.
Open 7B action model, all-linear hand
Black Forest Labs opens a 7B world action model that tops a public robot benchmark, a Duke lab builds a hand from linear motion, and HFlow opens data tooling.
PickNik to Qualcomm, Intrinsic goes open
Qualcomm buys the steward of MoveIt, Google's Intrinsic open sources its industrial stack, Boston Dynamics starts Atlas training, and a VLM drives a humanoid.
Cognex buys RealSense, Agility eyes wheels
Cognex buys RealSense for about $500M, Agility explores wheels, Tesla's Optimus line hits hand limits, and two papers make demonstrations go further.
Five million robots, and no refusal layer
The IFR counts five million industrial robots, frontier agent policies follow harmful commands, ANYmal learns to pass doors, and a Jetson runs targeting.
The Robot Data Bottleneck Has Two Halves, and Only One Scales
Figure's Helix 2.5 shows human video scales robot policy, while four papers published the same week show what vision cannot see. Robot data is splitting in two.
ros2gazebocobotsindustrial-roboticsphysical-airesearch-fundingrobot-securityvlamanipulationsimulation
Gazebo armhf EOL, NSF physical AI
Gazebo ends 32-bit ARM binaries, NSF opens a physical AI funding topic, Hirebotics adds line tracking and a rail, and a defense for backdoored VLA policies.
Universal Robots Gen 7, Unitree UnifoLM
Universal Robots ships its Gen 7 cobot platform, Unitree opens a 6B humanoid foundation model, plus ROS 2 releases and new VLA safety work.
Why Vision-Language-Action Models Matter for Robotics
How vision-language-action models and robot foundation models replaced hand-built perception and control pipelines, what they do, and where they still fail.