Two July 2026 papers demonstrate that AI improves its understanding of physics through compression, aligning with the thesis that compression captures structural knowledge. The studies show models reconstruct concepts from fewer data points, indicating deeper comprehension. This supports the idea that compression forces identification of essential information while discarding noise. → View original source