LLMs are accelerating work across engineering disciplines, from generating React components and building backend APIs to noodling with SQL. But we all know LLMs make mistakes, and the nature of those mistakes varies dramatically across domains. Using LLMs with databases is deceptively error-prone.
When an LLM generates a React component, errors tend to surface quickly. The code either fails to compile or renders something visibly wrong: a button in the wrong place, a modal that won’t close, or a layout that breaks on mobile. You look at the…
