# Developers argue AI coding quality depends on quality management systems, not AI capability

> Source: <https://www.getreadyforagents.com/news/ai-code-quality-governance-debate/>
> Published: 2026-09-21 20:04:20+00:00

# Developers argue AI coding quality depends on quality management systems, not AI capability

According 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.

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- Press[Read article](https://www.i-kh.net/p/if-ai-coding-is-lowering-your-code)

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