Your question is Design a Real-Time Bid Agent. 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).
You are building an agentic bidding system for a large ad platform. The system observes live auction context, campaign goals, and budget state, then decides whether and how to adjust bids in real time through a sequence of model driven steps.
Design a scalable architecture for an agentic system that must process millions of real-time ad bid adjustments per second.