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  5. Article: The AI Productivity Paradox in Test Automation: Moving Beyond Structural Validation to Perception and Intent
Article: The AI Productivity Paradox in Test Automation: Moving Beyond Structural Validation to Perception and Intent
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Article: The AI Productivity Paradox in Test Automation: Moving Beyond Structural Validation to Perception and Intent

The AI productivity paradox states that AI scales whatever abstraction it is built on. If that abstraction is structurally brittle, it scales structural brittleness. This article shows how, to build a future of reliable, AI-driven test…

QA & testingInfoQPublished: June 1, 2026
QA & testing
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