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Vladimir A. Lopatin

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Aug 2026

Principles for building a product based on generative neural network models

The availability of generative models through cloud APIs has lowered the barrier to building products around them, but it has not removed the underlying engineering problem: the mere ability to call a generative model does not guarantee that a workable, scalable, and degradation-resistant product can be built around it...

Mikhail V. Romanov, Vladimir A. Lopatin, V. E. Krivtsov · 0 citations

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