AI Agents for School Automation

I’m building a cloud-based platform that lets schools and colleges hand off routine academic and administrative work to practical AI agents. The first release will centre on AI agents and, more specifically, data-analysis agents that can crunch institutional data and surface insights educators can act on immediately.

Here is what I need from you:
• Architect and code the core agent framework so multiple institutions can be onboarded under one roof without any data leakage.
• Train and fine-tune the data-analysis agents to ingest grades, attendance records, and other common SIS/LMS exports, then return clear dashboards or API responses that teachers, administrators, and management can use day-to-day.
• Wrap everything in an intuitive web interface (or expose a clean REST/GraphQL layer) so non-technical staff can trigger, monitor, and interpret each agent’s output with minimal hand-holding.
• Provide deployment scripts, unit tests, and concise documentation so future agents—for example chatbots or scheduling assistants—can be plugged in effortlessly.

I’m tech-agnostic on the exact stack, though Python with scalable frameworks such as FastAPI, LangChain, and either TensorFlow or PyTorch for model work would be ideal. Please outline your proposed approach, key milestones, and any similar projects you’ve shipped. I’m ready to move quickly once the right fit is found.