AI monocultures: the code review problem nobody's talking about

In a monoculture, a single species or type dominates a system, to the exclusion of all others.

The term comes from agriculture, when a field is planted entirely with one crop. It may be efficient and easy to manage, but a single disease, pest, or environmental change can wipe out the entire yield.

Different varieties have different vulnerabilities, so a field of diverse crops can contain the damage naturally. A monoculture has no such defense.

That same monoculture condition is now occurring in software development.

CEO and co-founder of Qodo.

Many organizations using AI tools for coding rely on a single AI model to both generate code and review it. On paper, this is efficient. But in reality, it creates a closed loop where the reviewer can't catch things that the generator is blind to.

Securityflaws go undetected in reviews and suboptimal architectural decisions go unchallenged because the reviewing...

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