SMRTR ProgrammingMay 11, 2026DZone

AI in Software Development: A Mirror, Not a Magic Wand

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, evaluation pipelines, and operational monitoring. This refcard walks engineers through failure modes like runaway execution, prompt injection, and state loss, then provides architecture patterns, eval gate setup, and monitoring strategies to ship agents that hold up under real load.

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