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O. Sieliukov

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Open access Jul 2026

TESTING ARTIFICIAL INTELLIGENCE COMPONENTS IN THE SYSTEM UNDER TEST

The paradigm shift from testing for correct instruction execution to testing for robust behavior under open‑world conditions is analyzed and practical recommendations for integrating metamorphic testing and formal robustness verification into existing validation pipelines for mPNT systems are concluded.

O. Sieliukov, S. Ponomarenko · 0 citations