2026-10-29 (~7:23 AM ET, RobotsBeat — robotsbeat.com): Machenta raises $40M, with Creandum and Union Square Ventures backing its simulation-trained robot model, which aims to perform new tasks after a single demonstration. A new startup lane in the robot-learning layer beside virtual-data training (DexForce) and Config Intelligence's action-data work. Watch: first named pilot or task, whether one-demonstration generalization is shown rather than described, spending trajectory.