The useful question is what changes for users, developers or buyers, and whether the announcement stays industry context or becomes something people can actually use.

Artificial intelligence is now a practical tool rather than an experimental concept, with organizations in North Carolina integrating it into daily operations. Industry leaders at North Carolina Technology Day 2026 discussed challenges such as workforce readiness, data governance, and cybersecurity risks. Panelists highlighted the need for infrastructure and policies to support AI adoption beyond pilot projects. The event, moderated by I-Sah Hsieh of the North Carolina Department of Information Technology, included representatives from AMD, Cisco, Lenovo, SAS, and North Carolina Central University.

Data governance emerged as a critical factor in AI success, with panelists stressing the importance of access controls and intellectual property protection. Udo Sglavo of SAS noted that machine learning models do not unlearn, making data integrity essential. Organizations were cautioned against rushing to adopt new AI tools without establishing safeguards. The discussion also addressed the stigma around AI use among employees, with Lenovo’s Ada Lopez suggesting leadership transparency to encourage experimentation.

Cybersecurity risks were a major focus, as Omar Santos of Cisco described how AI lowers barriers for threat actors. Despite this, he emphasized AI’s potential to strengthen defenses through rapid threat simulation and vulnerability identification. The panel agreed that AI can accelerate modernization but must be paired with human oversight. Responsibility for AI outcomes was repeatedly attributed to human governance, with panelists rejecting the idea of autonomous AI decision-making.

Education and accessibility were highlighted by Dr. Siobahn Day Grady of North Carolina Central University, whose AI institute serves diverse students and community members. The institute, supported by Google.org, aims to broaden AI literacy beyond technical fields. Panelists concluded that proactive engagement with AI is necessary, with Santos urging leaders to actively use and improve the technology to keep pace with its rapid advancement.