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AI agents are transforming enterprise operations through autonomous decision-making, multi-turn conversations, and dynamic tool usage. However, their non-deterministic nature creates significant challenges for quality assurance and reliability. Unlike traditional software systems where identical inputs produce identical outputs, AI agents generate varied responses even under identical conditions, making