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Vlad Tsepish
@bulgakov-vlad
How ORO Protects Your Data with Privacy-Preserving Compute Privacy Is Not a Roadblock. It’s the Key to Better Intelligence The world’s most powerful AI systems are hitting a wall. Not because we’ve run out of model architectures, but because we’ve run out of the right kind of data. The next wave of breakthroughs from curing rare diseases through genomic prediction to building autonomous agents that understand real human context all require access to private, high-quality data. But this kind of data has been inaccessible at scale, locked behind privacy regulations, siloed in private devices, or simply too sensitive to share. The challenge isn’t just privacy. It’s economics. Once private data is made public, it can be copied, redistributed, and used infinitely. This means it loses its scarcity and its integrity, and with that, its value. For users to contribute meaningful data to AI, they need a way to do so privately, securely, and provably while retaining ownership and economic leverage.
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