Her work is increasingly focused on human-machine collaboration—examining how AI can augment creativity and decision- making rather than merely automate tasks. As AI systems become more agentic—integrating multi- agent reasoning, foundation models, and adaptive workflows—the challenge is not just technological but strategic: ensuring these systems are scalable, secure, and trustworthy.

A pragmatic problem-solver, she has led high- performing teams, shaping digital strategies that balance innovation with responsible and secure practices.