Since 2025, the term “vibe coding” has gained traction as a conversational AI-driven programming method, allowing developers to generate code through dialogue with large language models (LLMs). However, disparities in how professional and non-professional engineers approach vibe coding have ignited concerns, particularly following a recent “vibe coding crash incident” in Taiwan’s developer community.