Design evaluation frameworks for production multi-agent AI solutions using Microsoft Foundry. Define success metrics for coordination quality and system-level outcomes, implement calibrated LLM-as-judge patterns, design synthetic test datasets for agent collaboration scenarios, and build regression pipelines for behavioral drift detection.
