[test strategy for non-deterministic LLM and agent systems][automated eval pipeline and CI/CD quality gates][agent behavior, tool-usage, and integration validation][RAG and multi-agent system testing][test automation (Playwright, Python)][KPI and dashboard design for AI quality]