{"slug": "developers-argue-ai-coding-quality-depends-on-quality-management-systems-not-ai", "title": "Developers argue AI coding quality depends on quality management systems, not AI capability", "summary": "Iouri Khramtsov argued in a Substack post that falling code quality in AI-assisted development stems from inadequate quality management practices rather than inherent AI limitations. Khramtsov described a layered defensive approach combining spec-driven development, review processes, and testing that maintains or reduces bug rates while increasing output 2-2x. The argument frames AI coding productivity as compatible with quality when paired with structured governance rather than blind PR merging.", "body_md": "# Developers argue AI coding quality depends on quality management systems, not AI capability\n\nAccording to a Substack post by Iouri Khramtsov, the core issue when AI-assisted code lowers quality is inadequate quality management practices, not inherent AI limitations. Khramtsov describes a layered defensive approach combining spec-driven development, review processes, and testing that maintains or reduces bug rates while increasing output 2-2x. The argument frames AI coding productivity as compatible with quality when paired with structured governance rather than blind PR merging.\n\n## Topics\n\n## Sources\n\n- Press[Read article](https://www.i-kh.net/p/if-ai-coding-is-lowering-your-code)\n\n## Go deeper\n\nThis intelligence is sourced automatically from public sources across the web and synthesised by the Prefactor AI pipeline. Stories are reviewed before publication.", "url": "https://wpnews.pro/news/developers-argue-ai-coding-quality-depends-on-quality-management-systems-not-ai", "canonical_source": "https://www.getreadyforagents.com/news/ai-code-quality-governance-debate/", "published_at": "2026-09-21 20:04:20+00:00", "updated_at": "2026-09-21 20:23:25.527967+00:00", "lang": "en", "topics": ["ai-tools", "developer-tools", "ai-products"], "entities": ["Iouri Khramtsov", "Substack", "Prefactor AI"], "alternates": {"html": "https://wpnews.pro/news/developers-argue-ai-coding-quality-depends-on-quality-management-systems-not-ai", "markdown": "https://wpnews.pro/news/developers-argue-ai-coding-quality-depends-on-quality-management-systems-not-ai.md", "text": "https://wpnews.pro/news/developers-argue-ai-coding-quality-depends-on-quality-management-systems-not-ai.txt", "jsonld": "https://wpnews.pro/news/developers-argue-ai-coding-quality-depends-on-quality-management-systems-not-ai.jsonld"}}