This Privacy-Safe AI Could Turn Battery Waste Into Big Profit

Researchers built a privacy-preserving AI that identifies battery types using just one charge cycle—no historical data needed. Using federated learning and a novel voting method, it achieves up to 99% accuracy. This enables efficient direct recycling, boosting profits and reducing environmental impact without requiring companies to share sensitive data.