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Roboticist Barbara Mazzolai Pushes New 'Sustainability Robotics' Field

Italian Institute of Technology's Barbara Mazzolai, known for bioinspired robots modeled on octopuses, plant roots and seeds, has co-authored a manifesto in Nature Machine Intelligence proposing a new discipline called sustainability robotics. The approach calls for embedding environmental impact reduction directly into how robots are designed, rather than treating it as an afterthought.

New AI tool CW-Net explains self-driving car decisions using human concepts

Researchers led by Kenny et al. published in Nature a system called Concept-Wrapper Network (CW-Net) that opens up the 'black box' of autonomous vehicle decision-making. Instead of opaque outputs, CW-Net translates a car's reasoning into human-understandable concepts, such as recognizing a pedestrian or obstacle, so passengers can better anticipate its next move. Testing showed this approach improved people's ability to predict vehicle behavior even in cases where the car made errors.

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