{"type": "article", "title": "Article: The AI Productivity Paradox in Test Automation: Moving Beyond Structural Validation to Perception and Intent", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/article-the-ai-productivity-paradox-in-test-automation-moving-beyond-structural", "original_source": "https://www.infoq.com/articles/solving-ai-productivity-paradox-test-automation/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=global", "published": "2026-06-01T11:00:00+00:00", "accessed": "2026-07-19", "id": "article-the-ai-productivity-paradox-in-test-automation-moving-beyond-structural"}