Information Physics of Intelligence: Unifying Logical Depth and Entropy under Thermodynamic Constraints

Jianfeng Xu, Zeyan Li

The rapid scaling of artificial intelligence models has revealed a fundamental tension between model capacity (storage) and inference efficiency (computation). While classical info…