Guide architecture across backend services, APIs, databases, Kubernetes, cloud infrastructure, observability, and production operations to ensure solutions are scalable, secure, reliable, and maintainable. Establish technical direction for agent architectures, MCP and A2A integrations, agent routing, tool orchestration, workflow execution, approval-gated actions, and distributed event-driven systems.