Design an evaluation loop for an agent that learns from reviewer feedback without silently drifting.

Instruction: Describe how you would use reviewer feedback to improve an agent while keeping behavior stable.

Context: Assesses whether the candidate can design a practical architecture and explain the main tradeoffs. Describe how you would use reviewer feedback to improve an agent while keeping behavior stable.