Google expert Richard Seroter, who leads developer experience at Google Cloud, explains that a "full-stack" AI approach integrates every layer of technology—from hardware and models to user interfaces—into one cohesive system. According to Seroter, this strategy improves reliability, lowers costs, and simplifies development by removing the need to stitch together disparate parts from multiple vendors.

The term "full-stack" originally emerged in software development about a decade ago, when it typically referred to applications built by multiple specialized teams handling front-end and back-end work separately. Seroter and his team, which includes developer relations, technical writing, product engineering for languages and frameworks, and Google's Open Source Programs Office, focus on helping software developers build with Google Cloud products.

Developers can begin building using Google AI Studio for prototypes, the Gemini Enterprise Platform for automation, or the Antigravity platform for complex agent builds. Seroter has been leading Google's developer relations and technical writing teams for about three years.