About

Language, technology and semantic order

Literature is precise meaning work. Development is precise system work. NARRIEL connects both.

Andrey Stepanenko, Founder and Creator of NARRIEL
Andrey Stepanenko
Founder & Creator

After studying journalism and many years in IT for international companies, I work at the intersection of language, technology and semantic order. NARRIEL grew out of this practice: services and an architecture for organizations that want to use generative AI in a way that is traceable, reproducible and governable.

The real problem of modern AI systems is rarely the output itself. Instability arises earlier: in shifts of meaning between contexts, teams and workflows. That is where semantic drift, contradictory results and growing review effort begin.

AI only becomes reliable infrastructure when meaning remains stable under real business conditions.

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