
And Why Local AI Is Becoming Critically Important Introduction Artificial Intelligence is increasingly powered not by curated knowledge, but by vast volumes of raw data. Logs, sensor outputs, biometric traces, communications, behavioral patterns, and environmental signals are continuously collected and processed at unprecedented scale. While this capability enables innovation, it also introduces a new…

In the digital economy, data collaboration is inevitable and dangerous. Governments, hospitals, banks, and platforms all need to compute over shared data, yet none of them can afford to expose raw inputs. Traditional security models force an impossible trade-off: either share the data or give up the computation. Secure Multi-Party Computation (MPC) exists precisely…