How Engineers Can Properly Use AI to Avoid Accumulating Technical Debt

On November 12, 2026, the AI section of DEV Community published the article "Stop Random Programming: How Engineers Should Use AI to Avoid Technical Debt From Code Piling Up," examining how software engineers should treat AI as a coding aid rather than a shortcut that accumulates technical debt.

The piece opens by describing how much of the current software conversation is fixated on "vibe coding," a familiar pitch in which a developer describes an application in plain English, an AI model produces the code, and the team ships the product without ever touching syntax. The author notes that this workflow works reasonably well for disposable scripts, landing pages, and toy prototypes.

The article then argues that the approach breaks down once software has to handle real customer data, concurrent traffic, and long-term changes. Code generated purely from AI prompts tends to pile up technical debt when it is forced to operate in complex production environments. The author's conclusion is that the real bottleneck in software development has always been architectural judgment, and that AI should be treated as a junior developer on the team instead of a full replacement for experienced engineers.

As of the available material, the discussion remains at the level of this argument and recommendation. No concrete implementation roadmap, case study, or follow-up development is presented in the article.