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Practical writing for teams shipping with AI: QA strategy, agent reliability, security failure patterns, and the production gaps demos rarely reveal.
AI made code generation faster, but it did not make confidence automatic. This essay explains why the real bottleneck has moved from writing code to proving that code can survive production.
Read article →AI agents are taking more actions inside real workflows. This essay explains why silent failures, leaked secrets, audit gaps, and unreviewed automation make reliability infrastructure part of the product itself.
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