AIBullisharXiv – CS AI · 9h ago6/10
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Vibe coding before the trend
Researchers conducted vibe coding challenges with 107 students across Netherlands and South African universities, finding that AI tools shift focus from syntax memorization to higher-order thinking and positioning AI proficiency as career-essential. The study reveals students view AI as a partnership tool rather than a replacement, with non-technical students showing strongest appreciation for accessibility benefits.