Compression Is Understanding: Two July Papers That Prove AI Gets Smarter by Compressing Physics

A 175x token reduction for video world models. An AI-trained nuclear materials scientist on the MIT TR35 list. Two cases that make the case: AI doesn't understand by adding parameters — it understands by compressing the world into its essential structure.