Bug hunting tends to be interpolation, which LLMs are really good at. Writing code is often some extrapolation (or interpolating at a much more abstract level).
Reversed version: Prompting-up fresh code tends to be translation, which LLMs are really good at. Bug hunting is often some logical reasoning (or translating business-needs at a much more abstract level.)