Why it matters
Agent taxonomy and workflow-pattern choices shape how many model calls a task takes. A platform talk grounded in deployment friction is a useful check against marketing claims of agent efficiency.
The tokenmaxxing angle
Duncan's stated focus on AI gains versus human constraints and context-switching costs maps onto agent spend: a framework that cuts context-switching also cuts redundant re-priming tokens.
From the organizers
Speaker Jamie Duncan of Google Cloud, co-author of OpenShift in Action and creator of the Root agent framework, presents on Google's Antigravity platform at 3000 Centregreen Way in Cary.