CoRL
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Maniformer Showcases Robot Data Collection and Governance System at CoRL 2026
At the 10th Conference on Robot Learning (CoRL 2026) in Austin from November 9 to 12, Maniformer showcased its real-world data product ecosystem, featuring MEgo series collection devices, a distributed collection network, and the MEgo Engine data governance platform. The suite addresses the need for real-world interaction data in training and evaluating robot models.

Walden Refines Factory Robots Through Real-World Deployment, Shares Lessons at CoRL 2026
Spun out from Toyota Research Institute, Walden presented at CoRL 2026 on deploying general-purpose robots in manufacturing, using shared autonomy and continuous model iteration to improve performance through 33,000 real-world camshaft loading operations.