A recent survey indicates that senior developers are increasingly utilizing AI to generate a significant portion of their production code, at a much higher rate than their junior counterparts. Nearly one-third of experienced engineers reported that over half of their shipped code is AI-generated, showcasing a greater reliance and trust in these tools. This trend suggests that experienced professionals are effectively integrating AI into their development workflows, despite broader industry discussions about "vibe coding." While "vibe coding" can lead to superficial correctness but underlying flaws