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Practical writing for teams shipping with AI: QA strategy, security failure patterns, reliability engineering, and the production gaps code review rarely catches.
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 is writing more code, taking more actions, and widening the blast radius of small mistakes. This essay explains why silent failures, leaked secrets, and unreviewed automation make QA infrastructure more important than ever.
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