China’s electric vehicles, autonomous driving and automotive AI — with original reporting, testing and industry analysis.
Explore 42HOW AutoINDEPENDENT TECHNOLOGY MEDIA FROM CHINA
China’s technology industries,
from the ground.
Original reporting, interviews and data on intelligent vehicles, robotics, embodied AI and
the hardware bringing AI into the physical world.
Shanghai · Since 2018
China’s robotics, embodied AI and AI hardware — from research and data to commercialization and deployment.
Explore 42HOW RoboticsLatest from 42HOW
All coverage →
Robotics · RESEARCHHAF-VLA Enables Hierarchical Generation of Coordinated Full-Body Actions in Humanoid Robots
A joint team from Peking University, Tsinghua University, and other institutions has proposed HAF-VLA, a hierarchical framework that enables humanoid robots to generate coordinated full-body actions by sequentially planning movements along the kinematic chain to avoid compensatory instability.
Robotics · INDUSTRYDream Labs Raises USD 90 Million in Seed Funding, Debuts Robot Foundation Model Dream-1
On October 19, robotics AI startup Dream Labs announced the close of a USD 90 million seed round alongside the launch of its robot foundation model, Dream-1, and a public API.
Robotics · RESEARCHFudan Team Bridges Active Perception and Vision-Language-Action Models to Overcome Viewpoint Shifts
Two papers from Fudan University introduce ActiveAlign and AWAM, which align training data and representations with active camera movements to prevent distribution shifts in vision-language-action models when robots adjust their viewpoints to overcome occlusions.
A 42HOW data product
RoboAtlas
Read the story on 42HOW.
research the market on RoboAtlas.
Structured intelligence on robotics companies, robots, models and components.
Why 42HOW?
On the ground
We report from China’s companies, labs, factories, trade shows and deployment sites.
Technical depth
We follow the systems underneath products: models, data, chips, sensors, control and evaluation.
Original access
Interviews with founders, researchers and engineering leaders — not just translated announcements.
Structured intelligence
Our reporting connects to RoboAtlas, turning articles into a navigable industry knowledge base.