{"slug": "the-architecture-of-trust-why-quality-engineering-must-move-upstream-in-the-ai", "title": "​The Architecture Of Trust: Why Quality Engineering Must Move Upstream In The AI Era", "summary": "Manish Gupta argues that as AI adoption accelerates, organizations must shift quality engineering earlier in the development lifecycle to build trust in their systems. The article emphasizes that trust is the critical factor determining whether AI-driven products succeed or fail.", "body_md": "# The Architecture Of Trust: Why Quality Engineering Must Move Upstream In The AI Era\n\nBy Manish Gupta, Forbes Councils MemberSource:\n\n[Forbes Innovation](https://www.forbes.com/innovation/)Adoption of AI, data platforms and digital technology is inevitable. The key question is whether organizations can trust what they build.\n\nAdoption of AI, data platforms and digital technology is inevitable. The key question is whether organizations can trust what they build.\n\nGet AI news in your inbox\n\nDaily digest of what matters in AI.", "url": "https://wpnews.pro/news/the-architecture-of-trust-why-quality-engineering-must-move-upstream-in-the-ai", "canonical_source": "https://www.machinebrief.com/news/the-architecture-of-trust-why-quality-engineering-must-move-jlfn", "published_at": "2026-07-08 12:00:00+00:00", "updated_at": "2026-07-08 12:44:39.773915+00:00", "lang": "en", "topics": ["ai-safety", "ai-ethics", "ai-policy", "ai-research"], "entities": ["Manish Gupta", "Forbes"], "alternates": {"html": "https://wpnews.pro/news/the-architecture-of-trust-why-quality-engineering-must-move-upstream-in-the-ai", "markdown": "https://wpnews.pro/news/the-architecture-of-trust-why-quality-engineering-must-move-upstream-in-the-ai.md", "text": "https://wpnews.pro/news/the-architecture-of-trust-why-quality-engineering-must-move-upstream-in-the-ai.txt", "jsonld": "https://wpnews.pro/news/the-architecture-of-trust-why-quality-engineering-must-move-upstream-in-the-ai.jsonld"}}