AI-native engineering organizations
How specifications, dependency graphs, agent orchestration, review capacity and human accountability change when agents do meaningful production work.
I speak about the operating choices behind AI-native engineering, agentic commerce and platform modernization—grounded in systems and organizations I have built.
My talks are built from work done in production: redesigning an engineering organization around governed agents, modernizing an eleven-year e-commerce platform without downtime, and building the product, data and operational capabilities behind multi-market businesses.
The aim is to give an executive or technical audience a useful decision framework—not a tour of fashionable tools. I am most interested in the choices, controls and organizational changes that determine whether ambitious technology creates durable value.
How specifications, dependency graphs, agent orchestration, review capacity and human accountability change when agents do meaningful production work.
Moving conversational AI from product discovery into trusted service, transaction and operational journeys across complex marketplaces.
Replacing legacy systems without stopping the business, and treating migration sequencing, observability and ownership as operating decisions.
Creating one roadmap, explicit trade-offs and shared accountability across product, engineering, design, data and information security.
I welcome selected conference, panel and executive-roundtable invitations in the United States, the Middle East and Europe.