As agentic AI moves beyond support to execute tasks inside workflows, trust becomes unavoidable. The risk comes less from AI acting alone than from engineering workflows that fail to express system-level behaviour in an executable form. System-first engineering, implemented through model-based design, provides shared, executable system models across mechanical, electrical and software domains. Deterministic, repeatable verification and simulation reduce dependence on hardware testing and allow changes to be assessed early against system-level criteria.

eG Innovations said growing use of IT monitoring tools has not solved operational problems as hybrid on-premise and cloud environments become more complex. Srihari Avar (스리하리 아바르) cited three issues: alarm overload, proliferation of monitoring tools and wasted manpower. The company said its EG Enterprise single platform monitors everything from user experience to infrastructure and supports automated root-cause analysis, domain-specific agents and expanding AI features.