Your question is Scalable Real-Time AI Infrastructure. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
How would you design a scalable AI infrastructure to support real-time data processing?
Explain how you would ingest and process streaming data, compute features, serve models with low latency, and scale the system reliably. Discuss the online and batch paths, model lifecycle, evaluation, monitoring, failure handling, and the tradeoffs behind your architecture. State any assumptions you need before sizing the design.