AI Copyright, Infrastructure Disclosure, and Defense Oversight

A Third Circuit ruling found that market competition and limited transformation weigh against fair-use protection for some copyrighted works used to train AI, while leaving broader questions unresolved. Reporting also raises accountability concerns over undisclosed data-center water and power consumption. Musk’s Pentagon future-warfare review remains underdefined on authority, procurement, cost, and conflict-of-interest safeguards.