Beyond the Demo: Engineering Rigor for Production-Grade AI Agents

As AI moves from viral demos to core business workflows, the focus is shifting from prompt engineering to operational excellence. Success now depends on integrating traditional software testing with machine learning evaluation to handle the non-deterministic nature of large language models. This hybrid approach is essential for building reliable agentic systems that can navigate complex real-world edge cases.