Define strategy for agentic workload optimizations, planning loops, multi-turn tool calling, and agentic harnesses, and identifying and capitalizing on specific opportunities for intelligent routing within agentic graphs, such as intent classification, step-level model selection, context summarization routing, and verification loops. Establish a bi-modal product strategy that serves application developers (integrations with AI Studio, Firebase, and open-source frameworks) while meeting the rigorous Financial Operations (FinOps), compliance, and multi-tenant demands of large enterprises.