V.I. Budzko1, V.G. Belenkov2

1, 2 Federal Research Center «Computer Science» of the Russian Academy Sciences (Moscow, Russia)
1 vbudzko@frccsc.ru, 2 vbelenkov@frccsc.ru

The widespread use of systems implementing data intensive domains (DID-systems), artificial intelligence, and machine learning technologies and systems, as well as their operation within global networks, entails new information security risks. Therefore, it is crucial to ensure trust in DID-systems throughout their lifecycle (during design, development, implementation, and maintenance, as well as improvement and development), taking into account the specifics of their use of systems and tools implementing AI and machine learning technologies. Methodological provisions for an approach to ensuring trust in DID-systems throughout their lifecycle, reflecting the specifics of their use of systems and tools implementing AI and machine learning technologies, are defined based on the current regulatory and methodological framework for ensuring trust in the country. General provisions and specific issues of ensuring trust and the ability to trust DID-systems are considered, and the role of adherence to design discipline is demonstrated. The role of cybersecurity, information security, and artificial intelligence systems in ensuring trust and the ability to trust them in an information security system, including one created in accordance with special information protection requirements, is defined. The key principles and mechanisms for achieving a high level of trust are discussed.

Budzko V.I., Belenkov V.G. Cybersecurity of systems implementing data intensive domains. Ensuring trust in DID-systems using artificial intelligence and machine learning technologies // Highly Available Systems. 2026. V. 22. № 2. P. 5−17. DOI: https://doi.org/10.18127/j20729472-202602-01

1. Budzko V.I., Korolev V.I., Belenkov V.G., Kejer P.A. Kiberbezopasnost` sistem, realizuyushhix intensivnoe ispol`zovanie danny`x. Chast` 1. Mesto kiberbezopasnosti v zashhite informacii. Sistemy` vy`sokoj dostupnosti. 2024. T. 20. № 1. S. 16–29. DOI: https://doi.org/10.18127/j20729472-202401-02 (in Russian).
2. Budzko V.I., Medennikov V.I., Korolev V.I., Belenkov V.G., Kejer P.A. Osobennosti sistem s intensivny`m ispol`zovaniem danny`x kak ob``ektov obespecheniya bezopasnosti informacii na primere ASU agrotexnologicheskimi processami. Sistemy` vy`sokoj dostupnosti. 2024. T. 20. № 2. S. 28–39. DOI: https://doi.org/10.18127/j20729472-202402-02 (in Russian).
3. Budzko V.I., Korolev V.I., Belenkov V.G., Kejer P.A. Kiberbezopasnost` sistem, realizuyushhix intensivnoe ispol`zovanie danny`x. Bezopasnost` Raspredelennoj Sredy` sistemy`, realizuyushhej intensivnoe ispol`zovanie danny`x. Sistemy` vy`sokoj dostupnosti. 2024. T. 20. № 4. S. 15–23. DOI: https://doi.org/10.18127/j20729472-202404-02 (in Russian).
4. Budzko V.I., Korolev V.I., Belenkov V.G., Kejer P.A. Kiberbezopasnost` sistem, realizuyushhix intensivnoe ispol`zovanie danny`x. Bezopasnost` informacion-noj infrastruktury` oblasti s intensivny`m ispol`zovaniem danny`x. Sistemy` vy`sokoj dostupnosti. 2024. T. 20. № 3. S. 5–18. DOI: https://doi.org/10.18127/j20729472-202403-01 (in Russian).
5. Budzko V.I., Korolev V.I., Belenkov V.G., Kejer P.A. Kiberbezopasnost` sistem, realizuyushhix intensivnoe ispol`zovanie danny`x, ispol`zuyushhix texnologii iskusstvennogo intellekta i mashinnogo obucheniya. Sistemy` vy`sokoj dostupnosti. 2025. T. 21. № 1. S. 52–62. DOI: https://doi.org/10.18127/j20729472-202501-05 (in Russian).
6. GOST R 59793-2021. Informacionny`e texnologii. Kompleks standartov na avtomatizirovanny`e sistemy`. Avtomatizirovanny`e sistemy`. Stadii sozdaniya.
7. GOST 34.603–92. Informacionnaya texnologiya. Vidy` ispy`tanij avtomatizirovanny`x sistem.
8. GOST 19.102-77. Edinaya sistema programmnoj dokumentacii. Stadii razrabotki.
9. Elena M. Koncepciya doveriya v informacionnoj sisteme: ponimanie, principy` i vazhnost`. Informacionnaya bezopasnost` 27.09.2023. https://nauchniestati.ru/spravka/konczepcziya-doveriya-v-informaczionnoj-sisteme/
10. GOST 59276-2020. Sistemy` iskusstvennogo intellekta. Sposoby` obespecheniya doveriya. Obshhie polozheniya.
11. GOST R ISO/ME`K 15408-3-2013. Informacionnaya texnologiya. Metody` i sredstva obespecheniya bezopasnosti. Kriterii ocenki bezopasnosti informacionny`x texnologij. Chast` 3. Trebovaniya doveriya k bezopasnosti.
12. GOST R ISO/ME`K 15408-1-2012. Informacionnaya texnologiya. Metody` i sredstva obespecheniya bezopasnosti. Kriterii ocenki bezopasnosti informacionny`x texnologij. Chast` 1. Vvedenie i obshhaya model`.
13. Xalyapin S. Infrastruktura doveriya. 12.11.2024. https://softline.ru/about/blog/infrastruktura-doveriya
14. Zaczarinny`j A.A., Ivanov K.V. Klyuchevy`e voprosy` vnedreniya texnologij iskusstvennogo intellekta v kontekste obespecheniya voennoj bezopasnosti gosudarstva. Izvestiya Rossijskoj akademii raketny`x i artillerijskix nauk. 2025. № 3 (138). S. 13–19.
15. Zaczarinny`j A.A., Gavrilov V.E. Nekotory`e podxody` k razvitiyu texnicheskogo regulirovaniya v oblasti informacionnoj bezopasnosti sistem s iskusstvenny`m intellektom. IT-Standart. 2025. № 3 (44). S. 11–18.