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Contributions to Forbes Technology Council and Senior Executive AI Think Tank.
Forbes Tech CouncilThe public record
A working library of arguments, not announcements.
Conversations about responsible AI, security, leadership, and the operating realities behind technological change.
Featured reading
The Engineering Breakthroughs Immersive Digital Ecosystems Still Need
An open, interoperable spatial computing framework that standardizes 3D scene description, identity and security across devices would unlock the metaverse.
What the Disney–OpenAI Deal Means for Tomorrow's Media
The one-year exclusivity window gives Disney a first-mover advantage in AI-generated storytelling while controlling use of its IP. Legacy media companies should protect their IP with robust licensing and safety controls, upskill creative teams to work with AI and decide whether to partner with or build AI capabilities.
How To Ensure Dataset Quality And Reliability Before Deployment
Robust quality checks—from source validation and schema consistency to labeling, governance and drift monitoring—are essential risk management strategies before a dataset reaches production.