Shipping notes from the team building the platform.

Breach-Resilient Cloud Photos via ML “Encryption”: The Irreversibility Angle

Alshival research note: our publication frames ML encrypt/decrypt as a breach-resilience theory in which cloud-vault artifacts come from a stochastic, information-losing process, making reconstruction dependent on trusted-device models rather than artifact access alone.