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

This content originally appeared on InfoQ - JavaScript and was authored by Amanul Chowdhury, Vinay Gummadavelli

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 automation, we must stop scaling DOM-centric abstractions and build a new testing paradigm grounded in perception and intent.

This content originally appeared on InfoQ - JavaScript and was authored by Amanul Chowdhury, Vinay Gummadavelli

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Amanul Chowdhury, Vinay Gummadavelli | Sciencx (2026-06-01T11:00:00+00:00) Article: The AI Productivity Paradox in Test Automation: Moving Beyond Structural Validation to Perception and Intent. Retrieved from https://www.scien.cx/2026/06/01/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." Amanul Chowdhury, Vinay Gummadavelli | Sciencx - Monday June 1, 2026, https://www.scien.cx/2026/06/01/article-the-ai-productivity-paradox-in-test-automation-moving-beyond-structural-validation-to-perception-and-intent/

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Amanul Chowdhury, Vinay Gummadavelli | Sciencx Monday June 1, 2026 » Article: The AI Productivity Paradox in Test Automation: Moving Beyond Structural Validation to Perception and Intent., viewed ,<https://www.scien.cx/2026/06/01/article-the-ai-productivity-paradox-in-test-automation-moving-beyond-structural-validation-to-perception-and-intent/>

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Amanul Chowdhury, Vinay Gummadavelli | Sciencx - » Article: The AI Productivity Paradox in Test Automation: Moving Beyond Structural Validation to Perception and Intent. [Internet]. [Accessed ]. Available from: https://www.scien.cx/2026/06/01/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." Amanul Chowdhury, Vinay Gummadavelli | Sciencx - Accessed . https://www.scien.cx/2026/06/01/article-the-ai-productivity-paradox-in-test-automation-moving-beyond-structural-validation-to-perception-and-intent/

IEEE

" » Article: The AI Productivity Paradox in Test Automation: Moving Beyond Structural Validation to Perception and Intent." Amanul Chowdhury, Vinay Gummadavelli | Sciencx [Online]. Available: https://www.scien.cx/2026/06/01/article-the-ai-productivity-paradox-in-test-automation-moving-beyond-structural-validation-to-perception-and-intent/. [Accessed: ]

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» Article: The AI Productivity Paradox in Test Automation: Moving Beyond Structural Validation to Perception and Intent | Amanul Chowdhury, Vinay Gummadavelli | Sciencx | https://www.scien.cx/2026/06/01/article-the-ai-productivity-paradox-in-test-automation-moving-beyond-structural-validation-to-perception-and-intent/ |

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