Educational support ecosystems face escalating complexity as demands from schools, students, and families intensify. Schools demand immediate, AI-powered responses spanning learning platforms, student information systems, devices, and operational workflows. Yet most organizations remain mired in disconnected tools, manual handoffs, and fragile processes that break down under real-world pressure. We address this challenge with a fundamentally reimagined approach: AI-enhanced 'cyborg' agents positioned at the core of a dynamic educational environment. In this position, you will influence how the system evolves. Each resolution strengthens future automation, each root cause investigation shapes process and policy, and each edge case you resolve improves outcomes for thousands of students and educators. This is practical, production-level problem resolution in a service context. You will diagnose ambiguous, multi-party failures across learning applications, student information systems, ide...