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Sameer Wagh — privacy researcher and founder of SecretBit Ventures. Applied cryptography, secure computation, and privacy-preserving machine learning.
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Open source vs frontier models
Open-weights-only ensembles beat Claude Opus 4.8 on three of five benchmarks. The frontier's edge survives only on the hardest reasoning tasks - and a cheap router buys it there while keeping the rest private and inexpensive.
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Do the math where it's easy
Fast private lookup tables, explained through one idea you already know - Parseval's theorem. A dot product is the same in the signal domain and the wavelet domain, so compute it wherever it's cheapest.
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