SMRTR ProgrammingApr 30, 2026DZone

How AI Is Transforming Software Engineering and How Developers Can Take Advantage

SMRTR summary

Taking an AI agent from demo to production means solving six concrete problems: config and model governance, state and memory design, security boundaries, pre-release evaluation, and live monitoring. Prototypes break in predictable ways at scale — state corruption, leaked secrets, unbounded tool access, and zero observability. This guide gives engineers a structured path through each decision before it becomes a 2am incident.

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