“The article highlights the crucial shift from AI pilot programs to full-scale enterprise adoption.”

“Terry Tao recently described this as mass-produced specialization complementing handcrafted work. That framing captures the shift precisely. We are not replacing human reasoning. We are industrializing certainty.”

“In our conversation, we explore the evolution of analytics and data science at Shell, discussing IoT-related applications and issues, such as inference at the edge, federated ML, and digital twins, all key considerations for the way they apply ML.”