Research, ideas, and practical guides

Federated learning keeps gradients local. Clean rooms control access. But neither keeps raw data where it belongs and supports lossless, governed, multimodal sharing. Datasent does.

A trusted setup is often associated with cryptographic ceremonies and secret key generation. Datasent's version is simpler — and more powerful. No secrets required.

Most compression systems trade fidelity for size. Datasent refuses that bargain. Here is how exact reconstruction is guaranteed, mathematically, for every data type.