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The contemporary discourse surrounding Artificial Intelligence is frequently characterized by a significant divide between demonstrated capability and projected potential. This gap was recently cast into sharp relief by an experiment conducted by physicist and science communicator Dr. Sabine Hossenfelder, whose work serves as a critical examination of the very nature of scientific progress. By tasking several of the world's most advanced Large Language Models (LLMs) with a foundational challenge in theoretical physics—generating novel ideas—she inadvertently staged a powerful demonstration of their current, fundamental limitations. The results of her test, and the concept she termed "Vibe Physics," provide an essential case study for understanding why these sophisticated systems, despite their remarkable linguistic fluency, remain far from the threshold of genuine scientific discovery.