Orion encryption of AI practically/ efficiently operates directly on encrypted data without needing to decrypt it first, with profound implications

https://techxplore.com/news/2025-03-encryption-breakthrough-lays-groundwork-privacy.html

"automatically/ seamlessly integrates PyTorch written deep learning models into efficient fully homomorphic encryption, overcoming computational overhead/ technical hurdles adapting neural networks them... allows clients' use without releasing their private data... optimizes how encrypted data structured, streamlines encryption-related processes, managing accumulated noise... enables computations on much larger networks, 2.38X faster, 139 million parameters (500X more)... easily deployable across industries"