Could AI become the ultimate research assistant? In this deep dive, we review a study that pits six LLMs against a curated database of 1,726 high-temperature superconductivity papers, using custom retrieval architectures to fight misinformation and conflicting results. We explore why gated, sandboxed AIs outperform general web-searching models, the critical blind spot in visual reasoning, and what this means for future cross-disciplinary scientific breakthroughs.

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