Design a Real-Time Bid Agent

Scenario

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.

Question

Design a scalable architecture for an agentic system that must process millions of real-time ad bid adjustments per second.