Editor-Curated Robotics Industry Briefing - RobotToday

Hebbian Robotics Releases HFlow 0.2.4 for Robotic Data Quality Control

Hebbian Robotics has launched HFlow 0.2.4, a preliminary version of its open-source tool aimed at robotic data quality control. The software organizes videos, joint states, actions, and timestamps used for training models, while tracking transformations applied to each episode. Robotic teams often accumulate recordings from cameras, sensors, and commands that do not share the same clock, which can degrade learning without visible errors. HFlow aims to replace scattered scripts with a reproducible, observable, and queryable pipeline. It uses MCAP as the primary input and output format, which is natively utilized by ROS 2, and can integrate images, states, actions, and other time series. The latest version also adds support for importing datasets in LeRobot v3 format. Each processing step can execute transformations, checks, annotations, or enrichments written in Python, allowing teams to trace the code that produced an episode and compare versions of checks. The project’s success will depend on its adoption by teams already using ROS 2, MCAP, or LeRobot. HFlow addresses a significant issue: a robotic model cannot sustainably compensate for desynchronized, incomplete, or irreproducible data. By making these defects measurable and auditable, HFlow seeks to shift quality control earlier in the learning pipeline.

roboactu.fr By La Rédaction Sep 01, 2026 Robots

Rockwell, Schneider, Beckhoff : La Guerre des architectures industrielles

In the context of Industry 4.0, the selection of an automation architecture has evolved into a strategic decision that will impact the scalability, cybersecurity, and software agility of manufacturing plants for the next two decades. Rockwell Automation represents the pragmatic strength of the North American approach, while Schneider Electric emphasizes software openness. This shift highlights the growing importance of architecture choices in the industrial sector, as companies navigate the complexities of modern manufacturing environments. The discussion surrounding these architectural strategies underscores the competitive landscape among industry leaders.